google scholar research topics in business

200+ Google Scholar Research Topics: Strategies & Example

Academic research is all about learning new stuff and finding answers to questions. Whether you’re a student, teacher, or just someone curious, Google Scholar is like a super helpful friend for your research adventures.

In this guide, we’ll explore how Google Scholar can make your research journey easier and more exciting. Moreover, we will check the Google Scholar Research Topics. So, let’s dive in!

What Would Be Search Strategies For Google Scholar?

Google Scholar’s search capabilities go far beyond the basic search bar. To unlock its full potential, it’s crucial to understand advanced search techniques, Boolean operators, and filters. Here are some strategies to consider:

Advanced Search Techniques

Google Scholar offers an advanced search feature that enables you to refine your queries. You can use this feature to narrow down results by specific authors, journals, publication dates, and more. It’s a powerful way to find precisely what you’re looking for.

Boolean Operators

Employing Boolean operators like “AND,” “OR,” and “NOT” can help you create complex search queries. For instance, combining “climate change” AND “policy” can yield research papers that specifically address the intersection of these two topics.

Filters and Operators

Utilizing filters and operators, such as the citation count, can help you identify the most influential and highly cited research in your field. This can be especially useful for locating seminal papers.

80+ Google Scholar Research Topics: Subject Wise Topics

The Impact of Climate Change on Biodiversity
Quantum Computing: Current Developments and Challenges
Nanotechnology Applications in Medicine
The Role of AI in Drug Discovery
Dark Matter and the Structure of the Universe
Advancements in Gene Editing Technologies
Renewable Energy Sources and Sustainable Solutions
The Effects of Pollution on Aquatic Ecosystems
Ethical Considerations in AI and Machine Learning
Cybersecurity Threats and Mitigation Strategies
Internet of Things (IoT) and its Impact on Daily Life
Augmented Reality and Virtual Reality in Education
Blockchain Technology and Its Applications Beyond Cryptocurrency
5G Technology and Its Potential for Transforming Communication
Human-Computer Interaction and User Experience Design
Robotics in Healthcare: Current Trends and Future Prospects
Precision Medicine and Personalized Treatment Approaches
Mental Health Stigma and Access to Care
The Role of Gut Microbiota in Human Health
Advances in Cancer Immunotherapy
Telemedicine and Remote Patient Monitoring
Health Disparities Among Vulnerable Populations
Antibiotic Resistance: Causes and Solutions
Aging and Neurodegenerative Diseases: Research Challenges

Social Sciences

Social Media’s Influence on Political Behavior
The Psychology of Social Networks and Online Communities
Gender Inequality in the Workplace: Recent Developments
The Impact of Immigration Policies on Social Cohesion
Educational Inequality and Access to Quality Education
Climate Change and Public Opinion: A Global Perspective
Youth Activism and Social Change Movements
Cultural Diversity and Identity in Contemporary Society
Postcolonial Literature and Identity
The Philosophy of Ethics and Morality
Historical Preservation and Cultural Heritage
Existentialism in Modern Literature and Philosophy
Art as a Medium for Social Commentary
The Influence of Ancient Philosophers on Contemporary Thought
Folklore and Oral Traditions in Modern Society
Human Rights and Literature in Global Contexts
The Evolution of Digital Art and New Media
Contemporary Dance and Its Exploration of Gender Roles
Sound Art and its Impact on Auditory Perception
Environmental Art and Sustainability Messages
Film as a Reflection of Societal Values
The Intersection of Technology and Visual Arts
Street Art and Graffiti as Forms of Urban Expression
Music Therapy and its Therapeutic Applications
Quantum Entanglement and Communication
Gravitational Waves and their Detection
Superconductivity and Its Potential Applications
Particle Physics: The Quest for Fundamental Particles
Black Holes: Unveiling the Mysteries of the Universe
Quantum Computing and Quantum Algorithms
Dark Energy and the Fate of the Universe
Advanced Materials for Energy Storage and Conversion
Behavioral Economics and Decision-Making
Income Inequality and Its Economic Consequences
Economic Impact of Global Trade Agreements
Financial Markets and Behavioral Biases
Sustainable Economic Development Models
Economic Resilience in the Face of Global Crises
The Economics of Healthcare Systems
Cryptocurrency and Its Implications for Monetary Policy
Cognitive Neuroscience and Memory Processing
Psychopathology and Innovative Treatment Approaches
The Psychology of Social Media Addiction
Positive Psychology and Well-Being Interventions
Cross-Cultural Psychology and Cultural Norms
Child Development and Early Childhood Education
Emotional Intelligence and Workplace Success
Psychology of Decision-Making in High-Stress Situations
Historical Analysis of Revolutionary Movements
Environmental History and the Impact of Human Activity
Ancient Civilizations and Their Cultural Legacy
History of Science and Technological Advancements
The Role of Women in Historical Events
Indigenous Histories and Narratives of Resistance
World Wars and their Socioeconomic Consequences
Historical Preservation and Museums as Educational Tools
Postmodern Literature and Its Fragmented Narratives
Transcultural Literature and Identity in Migration
Science Fiction as a Reflection of Technological Progress
Shakespearean Studies in Modern Contexts
Contemporary Poetry and its Exploration of Language
Graphic Novels as a Medium for Social Commentary
Literature and Ecocriticism: Nature’s Role in Stories
Dystopian Fiction and its Socio Political Themes

Best 100+ To Motivate You

25+ Google Scholar Research Topics For Beginners

Introduction to Google Scholar: An overview of what Google Scholar is and how to use it effectively for academic research.
Research Basics: Exploring the fundamental principles of research, including formulating research questions and conducting literature reviews.
Citing Sources: Understanding the importance of proper citation and how to cite sources using different citation styles like APA, MLA, or Chicago.
Research Ethics: An introduction to ethical considerations in research, including plagiarism, informed consent, and data integrity.
Using Keywords: Tips and techniques for selecting and using keywords effectively to improve search results.
Finding Reliable Sources: Strategies for identifying reputable and peer-reviewed sources in Google Scholar’s search results.
Creating Alerts: How to set up email alerts for specific research topics or authors to stay updated on the latest publications.
Managing References: An introduction to reference management tools like Zotero or Mendeley for organizing and citing sources.
Research Question Development: Guidance on formulating clear and focused research questions that drive your inquiry.
Literature Review: Basics of conducting a literature review to summarize and analyze existing research on a particular topic.
Primary vs. Secondary Sources: Understanding the difference between primary and secondary sources in academic research.
Data Collection Methods: An overview of various methods for collecting research data, including surveys, interviews, and observations.
Statistical Analysis: Introduction to basic statistical concepts and tools for analyzing research data.
Research Presentation: Tips for creating effective presentations and posters to communicate research findings.
Choosing a Research Topic: Strategies for selecting a research topic that aligns with your interests and goals.
Research Design: Exploring different research design options, such as experimental, observational, or case study approaches.
Data Visualization: Basics of creating visual representations of data, including graphs and charts.
Qualitative Research Methods: An introduction to qualitative research approaches, including content analysis and thematic analysis.
Quantitative Research Methods: An overview of quantitative research methods, including surveys and experiments.
Writing a Research Paper: Steps and guidelines for structuring and writing a research paper, from the introduction to the conclusion.
Peer Review Process: Understanding the peer review process and its role in ensuring the quality of research publications.
Using Google Scholar Metrics: Exploring Google Scholar Metrics to assess the impact and visibility of research articles.
Open Access Journals: Learning about open access journals and their role in making research more accessible.
Research Funding: An introduction to sources of research funding, grants, and scholarships for beginners.
Collaborative Research: Tips for collaborating with other researchers and forming research partnerships.

15+ Google Scholar Research Topics For Intermediate

“The Impact of Artificial Intelligence on Healthcare Delivery: A Comprehensive Review”
“Environmental Sustainability in Urban Planning: Analyzing Current Practices and Challenges”
“The Role of Social Media in Shaping Political Discourse: A Comparative Analysis”
“Exploring the Effects of Climate Change on Global Food Security: A Multi-Disciplinary Approach”
“The Psychology of Online Learning: Factors Influencing Student Engagement and Performance”
“Digital Marketing Strategies in E-commerce: An Analysis of Best Practices and Emerging Trends”
“Cross-Cultural Communication in Global Business: Challenges and Strategies for Success”
“The Neurobiology of Addiction: Insights into Treatment and Rehabilitation”
“Impact Investing and Sustainable Finance: Evaluating Social and Environmental Outcomes”
“The Evolution of Renewable Energy Technologies: Assessing Viability and Adoption”
“Criminal Justice Reform: Evaluating the Effects of Restorative Justice Programs”
“The Influence of Literature on Social Movements: A Comparative Study of Historical Contexts”
“Cybersecurity Threats in the Internet of Things (IoT): Strategies for Protection and Resilience”
“The Ethics of Artificial Intelligence: Addressing Bias and Accountability in AI Systems”
“Post-pandemic Workforce Trends: Remote Work, Mental Health, and Organizational Adaptation”

10+ Google Scholar Research Topics For Advanced

Quantum Computing Algorithms for Cryptography: Investigate advanced quantum computing algorithms and their implications for cryptography and data security.
Neural Networks in Natural Language Processing: Explore cutting-edge techniques in neural network-based natural language processing and their applications in machine translation and sentiment analysis.
Genome Editing and Ethical Considerations: Analyze the ethical challenges surrounding genome editing technologies like CRISPR-Cas9 and their potential impact on society.
Advanced Data Mining Techniques for Healthcare: Research advanced data mining and machine learning methods for predicting disease outbreaks and improving patient outcomes in healthcare.
Post-Quantum Cryptography: Investigate cryptographic methods designed to withstand attacks from quantum computers, which have the potential to break current encryption algorithms.
Neurobiology of Consciousness: Delve into the intricacies of neurobiology to explore the nature of consciousness and its neural correlates.
Quantum Machine Learning: Explore the intersection of quantum computing and machine learning to develop quantum-enhanced algorithms for solving complex problems.
Artificial General Intelligence (AGI): Study the development of AGI systems, which possess human-level intelligence, and examine the ethical and societal implications of AGI.
Advanced Materials for Renewable Energy: Investigate novel materials and nanotechnologies for enhancing the efficiency and sustainability of renewable energy sources like solar cells and batteries.
Social Network Analysis in Cybersecurity: Analyze advanced techniques in social network analysis to detect and mitigate cybersecurity threats and attacks in complex online environments.

Tips and Guides: How To Search Google Scholar Research Topics

Research Topic Selection: Discovering the right research topic is crucial. Google Scholar can assist you in identifying trending topics and gaps in existing literature.
Literature Review: Conducting a thorough literature review is a fundamental step in research. Google Scholar’s vast database simplifies the process of finding relevant studies.
Bibliographic References: Google Scholar generates citations in various citation styles, making it easier to compile your bibliography.
Evaluating Sources: Not all sources are created equal. Google Scholar provides tools to assess the reliability and credibility of sources, ensuring you rely on trustworthy research.
Academic Writing: Improve your academic writing skills by reading well-crafted research papers available on Google Scholar. Analyze their structure, style, and citation methods.

Example: How To Get Desired Google Scholar Research Topics?

Let’s take the example of researching the topic “Neural Networks in Natural Language Processing” using Google Scholar. I’ll provide a step-by-step guide and include a table to organize the information.

Step 1: Access Google Scholar

Go to Google Scholar using your web browser.

Step 2: Formulate Your Search Query

In the search bar, enter your research topic: “Neural Networks in Natural Language Processing.”

Step 3: Refine Your Search

To refine your search results, you can use various techniques:

Quotation Marks: To search for an exact phrase, put it in quotation marks. For example, “Neural Networks in Natural Language Processing” will return results containing that exact phrase.

Advanced Search: Click on the menu icon (three horizontal lines) in the upper-left corner and select “Advanced search” to access advanced search options. Here, you can specify authors, publications, and date ranges.

Filters: Use the filters on the left-hand side to narrow down results by publication year, author, or journal. You can select “Since” to specify a particular year.

Step 4: Explore Search Results

Browse through the search results to identify relevant articles, papers, and books. Each result includes the title, authors, publication source, and a brief excerpt from the content.

Now, let’s create a table to organize and track the information from your search results:


Neural Machine Translation by Jointly Learning to Align and Translate	Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio	International Conference on Learning Representations (ICLR)	2015
Attention Is All You Need	Ashish Vaswani, et al.	Advances in Neural Information Processing Systems (NeurIPS)	2017
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	Jacob Devlin, et al.	North American Chapter of the Association for Computational Linguistics (NAACL)	2019
GPT-3: Language Models for Few-Shot Learning	Tom B. Brown, et al.	arXiv preprint arXiv:2005.14165	2020

Step 5: Access Full Text

Click on the title of a search result to access the full text of the article or paper. Some may require a subscription or purchase, while others are freely accessible.

Step 6: Review and Cite

Read the selected articles thoroughly, take notes, and cite them in your research. Make sure to note the key findings and contributions to your topic.

By following these steps and organizing your findings in a table like the one above, you can efficiently conduct research on your chosen topic using Google Scholar. This approach helps you keep track of relevant publications and easily access the information you need for your research project.

Final Remark

Google Scholar is like a huge treasure chest filled with knowledge. It’s a must-have tool for researchers, scholars, and students all over the world. If you learn how to use it well, you can have a successful research journey that helps us all understand more about the world. Whether you’re looking for answers to specific questions or just curious about something, Google Scholar is your doorway to a world of academic learning. Check all above mentioned google scholar research topics. Try as per your requirement.

Google Scholar Research topics: The Ultimate Guide for all

Google Scholar research topics serves as free search engine for the academic purpose, can be treated as an academic version of the Google. Instead of searching all of the indexed information on websites, it helps in searching the sources of publishers, scholarly and universities websites. Simply, it can be called as small pool’ subset that Google searches.

Google scholar research topics are useful in every domain either: finance, marketing, or management, law, or business: can be used by anyone, such as marketers, academics, analysts, and any researcher. It serves as search engine for scholarly literature. It’s a source for articles to be found to related niche topics and help them being added to the Google Scholar’s library.

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Google Scholar Thesis Topics as an effective source towards successful grades

It serves with the wide range of research topics for the researchers from every domain. Everyone can have free, open, and unlimited access for in-depth information. Good research idea leads to more focus to identify important areas of research. Also serves as base for determination of potentials to explore more in such areas. Similarly, thesis is the most important notion in academic expository writing. A few students search on Google “ write my assignment ” for their assignment topics. However thesis sentence focuses on the whole paper’s ideas: a strong argument glazed in just a single sentence, giving reader main idea of the whole study. Therefore, the effective the topic chosen, the efficacious the contribution to the successful grades will be; Google Scholar Thesis topics have that’s why served to be the most effective for students’ academic career.

Google Scholar for secondary data availability option

For effective selection of the research topics, it must be ensured that the research is already conducted somewhere and data is already available; Google Scholar being the best source for that. It’s not new occurrence, yet many students being unaware of it. It serves as search engine for academic applications, mostly thesis and get dissertations help . Writing whole thesis on Google scholar can be tough and somehow hectic, but with little help and support, you can get succeed. Our Google scholar topics have spent the hours studying thesis ideas over Google Scholar for an outstanding list to get delivered, hence proposals first.

Here is that list of some of fantastic Google scholar Research Proposal topics

Determining the ways to use search engines for effective decision making, relationship between search engine relevance and the clicks., comparison between search engines and social networks for the purpose of information seeking.

Proposal topics are serving as base for thesis build-ups, that’s why Google Scholar Research Proposal topics must be strong enough to catch viewers and readers attention, and build their interest towards whole study material.

Google Scholar research best topic for thesis in education are aiding as best source for students. Talking about thesis paper, involving comprehensive research and being prerequisite for the completion of master degree. Hence, must considering the vitality while choosing the topic. Below are some of exciting topics one must explore:

Who is more employable: Men or women?

What are the measures to prevent bullying at schools, determining the trends of climatic change over last 5 years., correlation between institute status and students’ performance., how “the research guardian” can help you a lot.

Our top thesis writing experts are available 24/7 to assist you the right university projects. Whether its critical literature reviews to complete your PhD. or Master Levels thesis.

Exploring more? Here is another interesting list for the Accounting Research topics

Google Scholar Quantitative Research topics are considered as ones carrying any quantifiable research data, whereas other than that known as Google scholar Qualitative research topics (which cannot be quantified), exemplifying some of quantitative ones below:

Capital budgeting: what is it all about?

Correlation between job satisfaction and employee turnover, influence of unemployment rate on economic inflation rate, relationship between innovation and the fiscal decentralization, influence of immigrants towards crime statics, list of creative google scholar research topics in marketing.

Creativity is the crucial element for great topics development and catching the readers’ attention. A creative marketing topic furthermore serves as ultimate source in maximizing business profits. Hence some of the Google Scholar research topics in business serving for marketing base as well, are:

Analysis of customer retention in e-commerce business

Ways companies influencing/ impacting consumer buying behaviors
Ways for businesses to position themselves for hard economic times.

Google Scholar usage to find relevant Research Content and Ideas

Google Scholar is more user-friendly that requires less efforts for researching; keywords rather whole big sentences. It can further be break down to 8 different strategies for Google scholar to be used for content Ideas:

1. Searching by year for finding latest and trending topics

More relevant research papers can be found by year filter.

2. Exploring related articles on definite topics

It allows similar articles to get explored for more ideas and in-depth knowledge.

3. Exploring most popular publications and articles

It allows browsing top 100 publications in different languages, allowing you to see publication article most often being cited and by whom. It can be used to see what topics they cover and which authors are most cited, content ideas to be found for your own blog topics.

Looking For Customize Thesis Topics?

Take a review of different varieties of thesis topics and samples from our website TheResearchGuardian.com on multiple subjects for every educational level.

4. Following citations for additional ideas

Using ‘Cited by Options’ lead you to other relevant search within that database.

5. Narrow down your Results by Field

An advanced function allowing users to use keywords, places of occurrence, and phrases. You can also segment your search by dates, publishers, and authors.

6. Using Research Keywords for informing search

Keywords can be used for content ideas’ inspirations, great source for finding related ideas for article’s quality improvement.

7. Finding competitor and Industry topics

Another effective strategy is using Google Scholar for finding out the topics that related industry players and competitors are using.

8. Using Google Scholar for expanding the customer base

You can try to search for topics that are relevant to the industry and ones writing about them. Research Topics along with their Aims and Objectives.

Aim and objectives

This study aims;

To find out different search engines that are used for different research materials, within different domains.
To explore which engines are effective for which domain specified research.
To determine different ways through which these search engines are used.
To determine ways in which these search engines are useful in making effective decision makings.
In last, to recommend the effective methods for different domains related researches.

This study aims the following:

To understand the search engine optimisation techniques.
To understand how search engine is relevant on per click website data.
To find out the relationship between search engine optimisation on quality of website traffic.
To find out the relationship between search engine optimisation on quantity of website traffic.
To analyse and accordingly recommend the optimizing search engines by using clickthrough data.

This study mainly focuses on making comparisons between different search engines and the social networks:

To analyse the impact of social media networks for the information seeking tenacity.
To analyse the impact of different search engines usage for the information seeking tenacity.
To analyse by making comparisons between social networks and the searching engines, by checking frequency of re-finding the items.
To analyse the frequency between both the methods towards exploratory tasks.

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This study aims to answer the most challenging answers of todays, and focuses on following aims:

To analyse who are more achieved towards effective communication skills: men and women.
To analyse who are more manageable towards the problem solving and self-management: men or women.
To critically analyse who do have better leadership skills: men or women?
To analyse who is more self-motivated towards the work? Men or women?
To analyse who do have more teamwork and collaborative skills, as professional behaviour: men or women?

This study helps in finding out the following:

To understand different cybercrimes being used at the schools.
To identify and analyse different prevention methods being used in school.
To determine the best bullying prevention programs within school systems.
Identifying the importance of bullying prevention awareness trainings in schools.
To provide recommendations for implementing the anti-bullying methods and campaigns.

The study helps in fulfilling the below objectives;

To identify the variations that occur in the Earth’s Orbit, over 5 years back since now.
To identify reliability of crops over last 5 years (from farmers’ perspective).
To identify and collect the empirical data on current global climatic changes, such as; precipitation and the temperature.
To analyse temperature of climatic warming over last 5 years.
To analyse the influence of wastes, and consumerism towards global warming since back to 5 years.
To analyse the influence of transportation and vehicles towards global warming since back to 5 years.

The study aims;

To find out the relationship between institutional set standards, practices to the student participation
To find out relationship between skilled staff on student learning and motivation.
To find out relationship between skilled staff on students’ grades and student achievement across various academic subjects.
To determine the role of quality institutional staff on increasing classroom performance.
To determine the role of quality institutional staff on increasing graduation rates.

The main objective of this study is to explore the important information about the capital budgeting of the businesses. To get this objective done, further aims have been established, that are:

To understand the role of capital budgeting in businesses.
To determine analysis methods for capital budgeting.
To identify the different capital budgeting techniques.
To determine role of each technique in effective investment decision making.
To determine the role of capital budgeting in financial commitment of the organizations.

This study aims identify the following objectives:

To find out the relationship between working flexibility on the employee turnover rate.
To determine development opportunities on changing employee turnover trends.
To determine the relationship between varying working conditions on employee satisfaction and dedication (by means of their total annual leaves).
To determine the relationship between employee autonomy on employee annual retention rate.

Aims and objectives of this study are:

To determine the impact of unemployment trends on changing prices of the goods and services consumed within the country.
To determine the impact of unemployment rate on the economic CPI.
To determine the impact of unemployment rate on the economic PCE (Personal consumption Expenditures).
To determine the impact of unemployment rate on the RPI (Retail Price Index).

Aims and objectives

To identify the relationship between adopting green technology innovation on the fiscal decentralisation.
To analyse the relationship between the green total factors of production on the fiscal decentralisation of the economy.
To analyse the relationship between fiscal decentralisation and the environmental innovation.
To recommend the ways for financial decentralisation level optimisations for the innovative development regulations of the economy.
This study aims; to analyse the impact of increasing immigrants to the economic crime records.
To analyse the trend of immigrants impacting the economy’s criminal physical abuse rate.
To analyse impact of immigrants trends on the UCR Supplementary Homicide Reports.
To provide the recommendations for improving criminal records to reduce their crime effects and crime rates.
To analyse the role of improved customers support towards online businesses.
To analyse customer retention strategies for the online business segments.
To analyse the role of personalised shopping experiences towards online customer services.
Analysing role of smooth on-boarding processes to the online order managements.
Analysing customer loyalty programs and rewards impacting the positive growth of online business.

Ways companies influencing/ impacting consumer buying behaviours

This study aims to find out the useful methods for increasing consumer buying behaviours.
To find out the ways that companies use to increase their customers’ habitual buying behaviours.
Determining different methods to influence different stages of consumer buying behaviours.
Analyse psychological impacts towards consumer buying habits.
To analyse the environmental factors influencing the customers’ buying habits.

Ways for businesses to position themselves for hard economic times

This study aims to find out/ determine the ways businesses effort to avoid the excessive debts.
How investments are working for the business stability during hard and strong economic debt situations.
Identifying the ways/ methods/ efforts that business put to avoid the disastrous Pandemic019 situations.
Identifying methods for businesses backing back to their post-pandemic normal situations.
Also aims to recommend businesses for better strategies adaptation to deal with hard economic situations like; post-pandemic circumstances, high inflation, increased unemployment levels, etc.

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Google Scholar: How to use the database of academic literature for research, citations, alerts, and more

Google Scholar is a searchable database of academic literature.
It connects users with studies and journal articles on nearly any topic of scholarly interest.
Google Scholar is free to search, but some of the results may require payment or membership to read.

Google Scholar is a search engine Google created to parse though a massive database of scholarly literature, looking for the best matches for your search terms.

Google Scholar was released in beta form in late 2004, and soon used far and wide by students, researchers, authors, and others. The search engine not only grants users to access vast troves of information, but it also makes it easy to cross reference things against other sources and keep up with the latest research as it is published.

And what you won't get on Google Scholar are search results from non-academic sources like personal blogs, social media posts, YouTube videos, or other less substantive and reliable sources.

If you want fun and games, go with Google Games ; if you want scholarly research, stick with Google Scholar.

Using Google Scholar, found at scholar.google.com , you can access these kinds of sources (and more):

Conference papers
Academic books
Theses and dissertations
Technical reports

Here's everything you need to know about the powerful research tool:

How to use Google Scholar

Anyone can access the search database. And while it's built with college and grad students, researchers, and other academics in mind, anyone can reap its benefits.

Here are just a few examples of what you can do through Google Scholar:

Create alerts. Google Scholar is for creating a body of research around a topic of interest, such as global warming, let's say. Much like with the standard Google Alerts , you can create alerts for the topic so you're always up-to-date on the latest info.
Explore related works. You can gain deeper knowledge of any topic in which you're interested by exploring related citations, authors, and publications, as identified by Google Scholar.
Check out the References section. Accessing an article's References section can help you branch out your research to see what sources an author used for their paper.
Save articles to your library. Saving your searches to your Google Scholar library helps you organize and keep track of your favorite results.
Cite articles in your preferred format. On the search results page, click the Cite button; the pop-up window will offer citations ready in whichever style you need, like MLA, APA, and Chicago.

Accessing information

Google Scholar is free to use as a search tool. However, since it pulls information from many sources, it's possible that some of the results you pull up will require a login or even a payment to access the full information.

Whether an article is free depends on a variety of factors, like the publication and its funding agency mandates. Go to the Public Access section of the Google Scholar profile to view its mandates — if a free version is available, you'll see an HTML or PDF link on the right side.

Still, descriptions or abstracts are typically free and provide an overview of the article's content so you can make an informed decision about whether to spend money.

Remember that not all scholarly research is created equal — different journals have different standards for publication. Not every article listed on Google Scholar will be peer-reviewed (a peer review is when the author's fellow researchers and scholars in the same field review the article's content for research quality).

To find out whether a research article on Google Scholar is peer-reviewed, the best strategy is to visit the website of the journal the article is published in. Most peer-reviewed journals will explicitly state they are peer-reviewed.

Search tips and best practices

Sort your searches by date (or specify a starting date) to find the newest, most relevant data. At the top left corner of the search results page, you can choose to search for articles published "Any time," since a given year, or in a custom range of year — say between 2015 and 2020, were you to want to research a topic without the effects of the COVID-19 pandemic coloring it.
Look out for the keywords "all versions," "related articles," and "cited by" to include free versions of articles in your search results; you should look for PDFs and postings by libraries.
Look through an article's references to gain a deeper understanding of a topic.
Check out metrics like the h-index to see the output and impact of a researcher or publication.

Overall, Google Scholar provides an excellent avenue into scholarly research, and while it does have its drawbacks, it's a tool that can be used to help clarify, explore and inform users about a wide variety of topics.

Just as Google Earth can help guide you around the planet and Google Translate can demystify other languages, Google Scholar can unlock the world of academia for all.

google scholar research topics in business

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100+ Best Google Scholar Research Topics

Google Scholar provides a simple and unique way to search for scholarly literature. In a nutshell, it is a search engine for educational applications, especially dissertation and thesis research. Unfortunately, writing a dissertation, thesis, or research paper that is researchable on google scholar can be challenging, especially when finding a good topic or think about pay for dissertation .

Research Topics & Ideas: Finance

PS – This is just the start…

We know it’s exciting to run through a list of research topics, but please keep in mind that this list is just a starting point . To develop a suitable education-related research topic, you’ll need to identify a clear and convincing research gap , and a viable plan of action to fill that gap.

Overview: Finance Research Topics

Corporate finance topics
Investment banking topics
Private equity & VC
Asset management
Hedge funds
Financial planning & advisory
Quantitative finance
Treasury management
Financial technology (FinTech)
Commercial banking
International finance

Corporate Finance

These research topic ideas explore a breadth of issues ranging from the examination of capital structure to the exploration of financial strategies in mergers and acquisitions.

Evaluating the impact of capital structure on firm performance across different industries
Assessing the effectiveness of financial management practices in emerging markets
A comparative analysis of the cost of capital and financial structure in multinational corporations across different regulatory environments
Examining how integrating sustainability and CSR initiatives affect a corporation’s financial performance and brand reputation
Analysing how rigorous financial analysis informs strategic decisions and contributes to corporate growth
Examining the relationship between corporate governance structures and financial performance
A comparative analysis of financing strategies among mergers and acquisitions
Evaluating the importance of financial transparency and its impact on investor relations and trust
Investigating the role of financial flexibility in strategic investment decisions during economic downturns
Investigating how different dividend policies affect shareholder value and the firm’s financial performance

Investment Banking

The list below presents a series of research topics exploring the multifaceted dimensions of investment banking, with a particular focus on its evolution following the 2008 financial crisis.

Analysing the evolution and impact of regulatory frameworks in investment banking post-2008 financial crisis
Investigating the challenges and opportunities associated with cross-border M&As facilitated by investment banks.
Evaluating the role of investment banks in facilitating mergers and acquisitions in emerging markets
Analysing the transformation brought about by digital technologies in the delivery of investment banking services and its effects on efficiency and client satisfaction.
Evaluating the role of investment banks in promoting sustainable finance and the integration of Environmental, Social, and Governance (ESG) criteria in investment decisions.
Assessing the impact of technology on the efficiency and effectiveness of investment banking services
Examining the effectiveness of investment banks in pricing and marketing IPOs, and the subsequent performance of these IPOs in the stock market.
A comparative analysis of different risk management strategies employed by investment banks
Examining the relationship between investment banking fees and corporate performance
A comparative analysis of competitive strategies employed by leading investment banks and their impact on market share and profitability

Private Equity & Venture Capital (VC)

These research topic ideas are centred on venture capital and private equity investments, with a focus on their impact on technological startups, emerging technologies, and broader economic ecosystems.

Investigating the determinants of successful venture capital investments in tech startups
Analysing the trends and outcomes of venture capital funding in emerging technologies such as artificial intelligence, blockchain, or clean energy
Assessing the performance and return on investment of different exit strategies employed by venture capital firms
Assessing the impact of private equity investments on the financial performance of SMEs
Analysing the role of venture capital in fostering innovation and entrepreneurship
Evaluating the exit strategies of private equity firms: A comparative analysis
Exploring the ethical considerations in private equity and venture capital financing
Investigating how private equity ownership influences operational efficiency and overall business performance
Evaluating the effectiveness of corporate governance structures in companies backed by private equity investments
Examining how the regulatory environment in different regions affects the operations, investments and performance of private equity and venture capital firms

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Asset Management

This list includes a range of research topic ideas focused on asset management, probing into the effectiveness of various strategies, the integration of technology, and the alignment with ethical principles among other key dimensions.

Analysing the effectiveness of different asset allocation strategies in diverse economic environments
Analysing the methodologies and effectiveness of performance attribution in asset management firms
Assessing the impact of environmental, social, and governance (ESG) criteria on fund performance
Examining the role of robo-advisors in modern asset management
Evaluating how advancements in technology are reshaping portfolio management strategies within asset management firms
Evaluating the performance persistence of mutual funds and hedge funds
Investigating the long-term performance of portfolios managed with ethical or socially responsible investing principles
Investigating the behavioural biases in individual and institutional investment decisions
Examining the asset allocation strategies employed by pension funds and their impact on long-term fund performance
Assessing the operational efficiency of asset management firms and its correlation with fund performance

Hedge Funds

Here we explore research topics related to hedge fund operations and strategies, including their implications on corporate governance, financial market stability, and regulatory compliance among other critical facets.

Assessing the impact of hedge fund activism on corporate governance and financial performance
Analysing the effectiveness and implications of market-neutral strategies employed by hedge funds
Investigating how different fee structures impact the performance and investor attraction to hedge funds
Evaluating the contribution of hedge funds to financial market liquidity and the implications for market stability
Analysing the risk-return profile of hedge fund strategies during financial crises
Evaluating the influence of regulatory changes on hedge fund operations and performance
Examining the level of transparency and disclosure practices in the hedge fund industry and its impact on investor trust and regulatory compliance
Assessing the contribution of hedge funds to systemic risk in financial markets, and the effectiveness of regulatory measures in mitigating such risks
Examining the role of hedge funds in financial market stability
Investigating the determinants of hedge fund success: A comparative analysis

Financial Planning and Advisory

This list explores various research topic ideas related to financial planning, focusing on the effects of financial literacy, the adoption of digital tools, taxation policies, and the role of financial advisors.

Evaluating the impact of financial literacy on individual financial planning effectiveness
Analysing how different taxation policies influence financial planning strategies among individuals and businesses
Evaluating the effectiveness and user adoption of digital tools in modern financial planning practices
Investigating the adequacy of long-term financial planning strategies in ensuring retirement security
Assessing the role of financial education in shaping financial planning behaviour among different demographic groups
Examining the impact of psychological biases on financial planning and decision-making, and strategies to mitigate these biases
Assessing the behavioural factors influencing financial planning decisions
Examining the role of financial advisors in managing retirement savings
A comparative analysis of traditional versus robo-advisory in financial planning
Investigating the ethics of financial advisory practices

Free Webinar: How To Find A Dissertation Research Topic

The following list delves into research topics within the insurance sector, touching on the technological transformations, regulatory shifts, and evolving consumer behaviours among other pivotal aspects.

Analysing the impact of technology adoption on insurance pricing and risk management
Analysing the influence of Insurtech innovations on the competitive dynamics and consumer choices in insurance markets
Investigating the factors affecting consumer behaviour in insurance product selection and the role of digital channels in influencing decisions
Assessing the effect of regulatory changes on insurance product offerings
Examining the determinants of insurance penetration in emerging markets
Evaluating the operational efficiency of claims management processes in insurance companies and its impact on customer satisfaction
Examining the evolution and effectiveness of risk assessment models used in insurance underwriting and their impact on pricing and coverage
Evaluating the role of insurance in financial stability and economic development
Investigating the impact of climate change on insurance models and products
Exploring the challenges and opportunities in underwriting cyber insurance in the face of evolving cyber threats and regulations

Quantitative Finance

These topic ideas span the development of asset pricing models, evaluation of machine learning algorithms, and the exploration of ethical implications among other pivotal areas.

Developing and testing new quantitative models for asset pricing
Analysing the effectiveness and limitations of machine learning algorithms in predicting financial market movements
Assessing the effectiveness of various risk management techniques in quantitative finance
Evaluating the advancements in portfolio optimisation techniques and their impact on risk-adjusted returns
Evaluating the impact of high-frequency trading on market efficiency and stability
Investigating the influence of algorithmic trading strategies on market efficiency and liquidity
Examining the risk parity approach in asset allocation and its effectiveness in different market conditions
Examining the application of machine learning and artificial intelligence in quantitative financial analysis
Investigating the ethical implications of quantitative financial innovations
Assessing the profitability and market impact of statistical arbitrage strategies considering different market microstructures

Treasury Management

The following topic ideas explore treasury management, focusing on modernisation through technological advancements, the impact on firm liquidity, and the intertwined relationship with corporate governance among other crucial areas.

Analysing the impact of treasury management practices on firm liquidity and profitability
Analysing the role of automation in enhancing operational efficiency and strategic decision-making in treasury management
Evaluating the effectiveness of various cash management strategies in multinational corporations
Investigating the potential of blockchain technology in streamlining treasury operations and enhancing transparency
Examining the role of treasury management in mitigating financial risks
Evaluating the accuracy and effectiveness of various cash flow forecasting techniques employed in treasury management
Assessing the impact of technological advancements on treasury management operations
Examining the effectiveness of different foreign exchange risk management strategies employed by treasury managers in multinational corporations
Assessing the impact of regulatory compliance requirements on the operational and strategic aspects of treasury management
Investigating the relationship between treasury management and corporate governance

Financial Technology (FinTech)

The following research topic ideas explore the transformative potential of blockchain, the rise of open banking, and the burgeoning landscape of peer-to-peer lending among other focal areas.

Evaluating the impact of blockchain technology on financial services
Investigating the implications of open banking on consumer data privacy and financial services competition
Assessing the role of FinTech in financial inclusion in emerging markets
Analysing the role of peer-to-peer lending platforms in promoting financial inclusion and their impact on traditional banking systems
Examining the cybersecurity challenges faced by FinTech firms and the regulatory measures to ensure data protection and financial stability
Examining the regulatory challenges and opportunities in the FinTech ecosystem
Assessing the impact of artificial intelligence on the delivery of financial services, customer experience, and operational efficiency within FinTech firms
Analysing the adoption and impact of cryptocurrencies on traditional financial systems
Investigating the determinants of success for FinTech startups

Commercial Banking

These topic ideas span commercial banking, encompassing digital transformation, support for small and medium-sized enterprises (SMEs), and the evolving regulatory and competitive landscape among other key themes.

Assessing the impact of digital transformation on commercial banking services and competitiveness
Analysing the impact of digital transformation on customer experience and operational efficiency in commercial banking
Evaluating the role of commercial banks in supporting small and medium-sized enterprises (SMEs)
Investigating the effectiveness of credit risk management practices and their impact on bank profitability and financial stability
Examining the relationship between commercial banking practices and financial stability
Evaluating the implications of open banking frameworks on the competitive landscape and service innovation in commercial banking
Assessing how regulatory changes affect lending practices and risk appetite of commercial banks
Examining how commercial banks are adapting their strategies in response to competition from FinTech firms and changing consumer preferences
Analysing the impact of regulatory compliance on commercial banking operations
Investigating the determinants of customer satisfaction and loyalty in commercial banking

International Finance

The folowing research topic ideas are centred around international finance and global economic dynamics, delving into aspects like exchange rate fluctuations, international financial regulations, and the role of international financial institutions among other pivotal areas.

Analysing the determinants of exchange rate fluctuations and their impact on international trade
Analysing the influence of global trade agreements on international financial flows and foreign direct investments
Evaluating the effectiveness of international portfolio diversification strategies in mitigating risks and enhancing returns
Evaluating the role of international financial institutions in global financial stability
Investigating the role and implications of offshore financial centres on international financial stability and regulatory harmonisation
Examining the impact of global financial crises on emerging market economies
Examining the challenges and regulatory frameworks associated with cross-border banking operations
Assessing the effectiveness of international financial regulations
Investigating the challenges and opportunities of cross-border mergers and acquisitions

Choosing A Research Topic

These finance-related research topic ideas are starting points to guide your thinking. They are intentionally very broad and open-ended. By engaging with the currently literature in your field of interest, you’ll be able to narrow down your focus to a specific research gap .

When choosing a topic , you’ll need to take into account its originality, relevance, feasibility, and the resources you have at your disposal. Make sure to align your interest and expertise in the subject with your university program’s specific requirements. Always consult your academic advisor to ensure that your chosen topic not only meets the academic criteria but also provides a valuable contribution to the field.

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Google Scholar

Should i be using google scholar, getting started, further tips, attribution.

Adventure Studies
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Hospitality and Professional Cookery
Business, Management and Leadership
Administration and Information Technology
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Events Management
Tourist Guiding

Although we recommend using the university search tools like Library Search, we know that some students and staff often use Google Scholar instead. This page highlights when you might want to use Google Scholar and also what you might be missing by not using university services and collections as well.

When using Google Scholar, it is helpful to keep these questions in mind:

What features does it have to help me get relevant results?
What does this tool do well?
What does it do poorly?

As a research tool, Google Scholar is good for many tasks, and not as good for others. When deciding whether to use Google Scholar or one of the library's collections , please keep the following in mind:

Google Scholar is good for...

Identifying journal titles and authors connected with subjects of interest.
Finding " grey literature " like conference proceedings. It includes many articles that wouldn't get included in other indexing services.
Locating obscure references that are proving difficult to find in conventional collections.
Accessing a variety of content in a single search.
Locating more information on partial citations.

Google Scholar cannot...

Sort/search by disciplinary field
Browse by title
Limit search results

Issues to consider:

You may get a long list of results, but you will only have access to the content that the library has paid subscriptions for, or that are freely available.
Google Scholar searches academic websites (.edu or .ac.uk) as well as journals and publisher websites. Search results can include powerpoint presentations, news announcements or unpublished materials as well as articles and books.
It is difficult to determine with 100% accuracy everything that Google Scholar searches. Therefore, we do not know the breadth of what Google Scholar is indexing and consequently cannot judge the comprehensiveness or completeness of the results of a literature search.
We cannot tell how frequently items in Google Scholar are updated.
Searching in Google Scholar is imprecise when compared with discipline-specific collections.

Discipline specific collections subscribed to by the university can be accessed at:

Before starting to use Google Scholar, it is worth checking your settings to ensure you will get the best possible experience. The results list can be setup to highlight when the university has full-text access to an article. When using Google Scholar on campus the full-text links should appear automatically. If you are using a computer in your home, or anywhere else off-campus, you will have to setup the feature using these quick steps:

2. On the settings screen, select "Library Links". In the search box type "University of the Highlands and islands" and then click the search icon.

3. Select the checkbox next to "University of the Highlands and islands - Full Text @ UHI Library" then click Save.

4. When you search in Google Scholar, you will see "Full Text @ UHI Library" next to the results to indicate that the university has full-text access to the article.

Please note

If you clear out the cookies in your web-browser, you will have to repeat these steps in the settings menu afterwards.
Due to the way content is indexed, it is unlikely that all articles and content subscribed to by the university will be listed in Google Scholar results.
If you experience difficulties setting up the library links or accessing subscribed articles, please open a ticket on the Unidesk Self-service Portal

Not finding what you want?

Try some of these:

Only use first initials when searching for author names. Many articles only include the first initial of the author.
Abbreviations of journal names are often used, e.g. J Biol Chem rather than Journal of Biological Chemistry.
Keep in mind that Google Scholar gathers bibliographical data from text and citations, including pre-prints, which may include incomplete information. Often, when searching in Google Scholar less is more.
Use Advanced Search to give Google more specific information about what you hope to find

The content of this guide was adapted from one originally produced by Royal Holloway (University of London) with their prior consent.

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Last Updated: Jul 30, 2024 10:17 AM
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Exploring Google Scholar Research Topics: Tips and Strategies

Are you searching for the best Google Scholar research topics? If yes, then your search ends here with the best ever Google Scholar research topics to try in 2023.

In today’s age of information, finding relevant research topics can be a daunting task for scholars and researchers. Fortunately, Google Scholar has emerged as a powerful tool that enables researchers to access a vast range of scholarly literature in a quick and efficient manner.

With its comprehensive coverage and advanced search options, Google Scholar has become a go-to resource for researchers across various disciplines. In this guide, we will explore various tips and techniques to effectively use Google Scholar to find research topics.

We will also highlight the importance of utilizing Google Scholar for research and discuss the benefits it offers to researchers. Whether you are a graduate student, academic researcher, or just someone interested in exploring new research areas, this guide will provide you with the necessary tools to effectively use Google Scholar for your research needs.

Explanation of Google Scholar

Table of Contents

Google Scholar is a free online search engine that indexes academic literature across different disciplines and sources, such as articles, theses, books, conference papers, and preprints. It is a powerful tool for finding scholarly information and keeping up with the latest research in a particular field.

Benefits of using Google Scholar Research Topics

There are several benefits to using Google Scholar research topics.

Access to a vast range of scholarly literature

Google Scholar indexes scholarly literature from a variety of sources, including academic publishers, digital repositories, and research institutions. This means that users have access to a wide range of scholarly literature that might not be available through other search engines. Additionally, Google Scholar indexes many non-English publications, making it a valuable resource for researchers who need to access literature in other languages.

Easy search functionality

Google Scholar’s search functionality is easy to use and provides powerful features to help users find relevant literature quickly. The search bar allows for keyword searching, and users can narrow down their results by adding filters such as author, publication, and date range. The search results are sorted by relevance, and users can further refine their search results by selecting relevant citations.

Ability to track citations

Google Scholar allows researchers to track the citations of their own work as well as the work of others. By clicking on the “cited by” link in the search results, researchers can see a list of all the articles that have cited a particular publication. This can be useful for understanding the impact of research and identifying potential collaborators.

Time-saving

Google Scholar can save researchers time by quickly finding relevant literature and providing access to full-text articles. Users can also set up alerts to receive notifications when new articles are published on a particular topic, which can save time spent manually searching for new literature.

Free access

Google Scholar is a free resource, making it an ideal tool for researchers who may not have access to paid databases or journals. Many articles indexed in Google Scholar are available for free, although some may require payment or subscription to access the full text.

Comprehensive coverage

Google Scholar indexes a wide range of scholarly literature, including articles, books, conference papers, and preprints, from a variety of academic disciplines. This comprehensive coverage means that users can find relevant literature on almost any topic.

Advanced search options

Google Scholar offers a variety of advanced search options, such as the ability to search by author, publication, and keyword, as well as to limit your search to a specific date range or language. These options allow users to refine their search results and find the most relevant literature quickly.

Citation tracking

Google Scholar allows users to see how many times a particular article has been cited by other scholars, providing a measure of its impact and influence in the field. This information can be used to identify key publications and authors in a particular field.

Recommendations

Google Scholar recommends related articles based on a user’s search history, which can help users discover new research and stay up-to-date in their field. These recommendations are often based on the user’s reading history and can help researchers find new sources of information on a topic.

Accessibility

Many articles indexed in Google Scholar are available for free, making them accessible to researchers who may not have access to expensive academic databases. This accessibility makes it easier for researchers to access important literature and stay up-to-date in their field.

Overall, using Google Scholar can help researchers to stay up-to-date with the latest research in their field, identify potential collaborators, and save time in the research process.

General Google Scholar Research Topics

Have a close look at general Google Scholar research topics.

Topics related to social sciences

Gender studies and social inequality
Political science and international relations
Sociology of culture and media
Criminology and criminal justice
Anthropology and cultural studies

Topics related to natural sciences

Climate change and environmental studies
Physics and astronomy
Chemistry and chemical engineering
Biology and life sciences
Geology and earth sciences

Topics related to humanities

Literature and literary criticism
History and historiography
Philosophy and ethics
Linguistics and language studies
Art history and visual studies

Topics related to health sciences

Epidemiology and public health
Medical sciences and pharmacology
Psychology and psychiatry
Nursing and healthcare management
Nutrition and dietetics

Topics related to engineering and technology

Computer science and information technology
Electrical and electronic engineering
Mechanical engineering and materials science
Civil engineering and architecture
Aerospace and marine engineering .

Topics related to business and economics

Entrepreneurship and innovation
Corporate finance and investments
Marketing and consumer behavior
Organizational behavior and human resource management
International business and trade

Topics related to education and pedagogy

Curriculum and instruction design
Educational psychology and learning theories
Teacher education and professional development
Assessment and evaluation in education
Technology-enhanced learning and e-learning

Topics related to law and legal studies

International law and human rights
Criminal law and justice
Intellectual property law and patents
Environmental law and policy
Corporate law and governance

Topics related to environmental sciences and sustainability

Renewable energy and energy systems
Environmental impact assessment and management
Climate change adaptation and mitigation strategies
Biodiversity conservation and ecosystem management
Sustainable development and policy

Topics related to arts and aesthetics

Film studies and media arts
Musicology and ethnomusicology
Theatre and performance studies
Visual arts and cultural heritage
Creative writing and literature

Specific Google Scholar Research Topics

Have a close look at specific Google Scholar research topics.

Climate change

The impact of climate change on coastal communities
The role of renewable energy in mitigating climate change
The effect of deforestation on climate change
The impact of global warming on ecosystems and biodiversity
The politics of climate change: international agreements and negotiations

Artificial intelligence

The ethics of AI: biases and fairness in AI decision-making
The use of AI in healthcare and medical research
The development of autonomous vehicles and their impact on society
The use of AI in financial markets and algorithmic trading
The future of work: the impact of AI on jobs and employment

Gender studies

The intersectionality of gender, race, and class
Feminist theories and their impact on social policy
The representation of women in media and popular culture
Gender-based violence and its impact on marginalized communities
The gender wage gap and its effect on women in the workplace

Cybersecurity

The role of government and private sector in cybersecurity
The impact of cyberattacks on national security and critical infrastructure
The development of blockchain technology and its impact on cybersecurity
The challenges of protecting privacy in the digital age
The future of cybersecurity: trends and emerging threats

Sustainable development

The role of corporations in sustainable development
Sustainable agriculture and food production
The impact of pollution on public health and the environment
The development of green technologies and their impact on society
The politics of sustainable development: international agreements and negotiations

Mental health

The stigma of mental illness and its impact on access to care
The use of technology in mental health diagnosis and treatment
The impact of trauma on mental health and well-being
The role of social support networks in mental health recovery
The intersectionality of mental health and social justice issues
The impact of technology on education and learning outcomes
The effectiveness of teacher training and professional development programs
The achievement gap and strategies for closing it
The role of school culture and climate in student success
The challenges of implementing inclusive education policies
The impact of genetic testing on healthcare and medical research
The ethics of genetic engineering and gene editing
The role of genetics in personalized medicine
The genetics of mental health disorders and their treatment
The genetics of aging and longevity

Data privacy

The impact of data breaches on consumer trust and privacy
The ethics of data collection and use in the digital age
The role of government and private sector in protecting data privacy
The challenges of regulating data privacy in a global economy
The future of data privacy: emerging technologies and trends

Political economy

The impact of globalization on national economies
The role of the state in economic development and growth
The impact of inequality on economic outcomes and social stability
The economics of climate change mitigation and adaptation
The politics of trade: international agreements and negotiations

Tips for Finding Google Scholar Research Topics

Have a close look at tips for finding Google Scholar research topics.

Using keywords effectively

When using Google Scholar to find research topics, it is important to use relevant and specific keywords that accurately reflect the topic of interest. This will help to improve the accuracy and relevance of the search results.

Narrowing down search results

To quickly find relevant research topics, it is useful to narrow down search results by using specific filters such as language, publication date, author, and discipline. This can help to eliminate irrelevant results and provide a more targeted set of results.

Filtering by publication date or author

Filtering search results by publication date or author can help to find the most recent or influential research on a topic. This is particularly useful when trying to stay up-to-date with the latest research in a field or when looking for research by a particular author.

Exploring related research topics

Exploring related research topics and articles can provide a broader understanding of a topic and uncover new research areas. This can be done by looking at the references of a paper or by using the “related articles” feature in Google Scholar.

Looking at citation counts and references

Checking the citation counts and references of a paper can help to identify the most important and influential research on a topic. This can help to identify key authors, studies, and theories that are relevant to the topic of interest.

Utilizing advanced search options

Utilizing advanced search options such as Boolean operators, phrase searching, and wildcard searching can help to refine search results. This is particularly useful when searching for topics that are highly specific or when trying to combine multiple search terms.

Paying attention to the abstract and keywords

Reading the abstract and keywords of a paper can provide a quick overview of the research topic and help to determine its relevance. This can save time when reviewing search results and can help to quickly identify relevant research topics.

Using Google Scholar alerts

Setting up Google Scholar alerts for specific keywords or authors can help to stay up-to-date on the latest research in a field. This is particularly useful when trying to stay informed about emerging research topics or when looking for new research by a particular author.

Checking out related articles and citing articles

Checking out related articles and citing articles in a paper can provide additional sources and insights into a research topic. This can help to broaden the understanding of a topic and can help to identify new research areas.

Browsing recent publications and conference proceedings

Browsing recent publications and conference proceedings can help to discover emerging research topics and trends. This is particularly useful when trying to stay up-to-date with the latest research in a field or when looking for new research areas to explore.

It is all about Google Scholar research topics. In this article, we discussed various research topics that can be explored on Google Scholar, including topics related to social sciences, natural sciences, humanities, health sciences, engineering, and specific topics like climate change, artificial intelligence, and mental health.

We also provided tips for finding Google Scholar research topics, such as using keywords effectively, narrowing down search results, exploring related research topics, looking at citation counts and references, utilizing advanced search options, and using Google Scholar alerts.

Importance of using Google Scholar for research

Google Scholar is a powerful tool that provides researchers with access to a vast collection of scholarly literature. It allows researchers to discover new research topics, stay up-to-date with the latest research in their field, and explore related topics. Using Google Scholar can also help researchers to find high-quality sources for their research and ensure that they are not missing out on important research in their field.

Final thoughts

Overall, Google Scholar is an essential tool for any researcher. By utilizing the various search and filtering options, researchers can quickly and easily find relevant research topics and sources. Whether you are a student, an academic, or a professional researcher, Google Scholar can help you to stay up-to-date with the latest research in your field and discover new and exciting research topics to explore.

If you want to suggest us any other Google Scholar research topics then comment down below.

Frequently Asked Questions

What is the difference between google and google scholar.

Google is a search engine that helps you find information on the internet, while Google Scholar is a search engine specifically designed to find scholarly articles and research papers.

Are all articles on Google Scholar peer-reviewed?

No, not all articles on Google Scholar are peer-reviewed. However, many of them are, and you can use filters to search for only peer-reviewed articles.

Can I access full-text articles on Google Scholar?

Yes, you can access full-text articles on Google Scholar. However, some articles may require a subscription or payment to access.

Can I cite articles found on Google Scholar in my research?

Yes, you can cite articles found on Google Scholar in your research. Just be sure to follow the proper citation format for your field.

Can I use Google Scholar to search for patents?

Yes, you can use Google Scholar to search for patents by selecting the “Patents” option under the “Case law” category in the advanced search settings.

Can I create alerts for new research in my field using Google Scholar?

Yes, you can create alerts for new research in your field using Google Scholar alerts. Just set up a profile with your research interests, and you’ll receive email alerts when new articles are published in your field.

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Google Scholar Research Topics

Post author By admin
August 24, 2023

Explore a World of Knowledge: Dive into Google Scholar Research Topics. Discover academic treasures, expert insights, and endless research possibilities in one click.

Hey, you curious explorer! Ever felt like a digital Indiana Jones, on a mission to unearth that elusive piece of information hidden in the vast internet jungle?

We feel your excitement and your frustration because, let’s be honest, navigating the online maze can be a thrilling yet bewildering experience.

But hold onto your hats, because we’re about to reveal a treasure map that will change your research game forever. Drumroll, please… introducing Google Scholar Research Topics! It’s like having a scholarly GPS that leads you straight to the gems of knowledge you’re hunting for.

Now, imagine us as your friendly co-pilots on this adventure. We’re here to help you decode the secrets of Google Scholar Research Topics, making your journey through the virtual realms of information as smooth as silk.

So, gear up, fellow explorer! It’s time to embark on a quest where discoveries await you at every click.

Table of Contents

What Are Google Scholar Research Topics?

Imagine you’re on an online treasure hunt for knowledge, searching for that elusive nugget of wisdom. That’s where Google Scholar Research Topics swoop in like your savvy guide. They’re like themed collections of academic articles, neatly organized around specific topics.

How’s this magic possible? Google Scholar employs its brainy algorithms to dig through heaps of scholarly articles and pluck out the juiciest bits. These bits are then bundled up into Research Topics.

So, whether you’re a student diving into research or a curious mind exploring, Google Scholar Research Topics are your shortcut to scholarly gold. They’re like having a super-smart librarian curate the best reading list for you. Stay tuned to discover how they can supercharge your research game!

How Are Research Topics Created?

Ah, the magic behind the scenes! Google Scholar Research Topics aren’t conjured up by wizards, but rather by advanced algorithms. Here’s the behind-the-curtain process:

Data Deluge

Google Scholar has an insatiable appetite for academic articles. It gobbles up research papers from universities, journals, and publishers across the web.

Digital Detectives

Once the articles are in, Google Scholar’s algorithms turn into digital detectives. They analyze each article, picking out keywords, topics, and connections.

Clustering Wizardry

The algorithms then work their clustering wizardry. They group articles that share common themes, subjects, or keywords. Think of it as creating folders for your digital bookshelf.

Voila, Research Topics!

After all that digital sorting and categorizing, what you get are the neat and tidy Research Topics you see on Google Scholar.

So, in a nutshell, it’s like having an army of digital librarians organizing the vast expanse of scholarly knowledge into easily digestible bits.

And these Research Topics? They’re your treasure maps in this information jungle!

Check out some of the best Google Scholar research topics.

Artificial Intelligence and Ethics in Healthcare
Climate Change Mitigation Strategies
Neuroscience and Mind-Body Connection
Biodiversity Conservation in Tropical Rainforests
Quantum Computing Advancements
Mental Health Interventions for Adolescents
Space Exploration and Martian Colonization
Blockchain Technology and Financial Innovation
Renewable Energy Sources and Sustainability
Gender Equality and Workplace Inclusion
Cybersecurity in the Internet of Things
Pediatric Obesity and Health Outcomes
Cultural Diversity and Social Integration
Genomic Medicine and Personalized Therapies
Educational Technology in Remote Learning
Stem Cell Research and Regenerative Medicine
Environmental Ethics and Sustainable Practices
Digital Transformation in Business
Political Polarization and Civic Engagement
Artificial Intelligence in Art and Creativity

These Google Scholar Research Topics encompass a broad spectrum of fields, offering a gateway to a world of knowledge.

Whether you’re a researcher, student, or simply curious, these topics are your keys to unlocking the treasure trove of scholarly insights.

Google Scholar Research Topics in Education

Here are some engaging Google Scholar Research Topics in Education:

Enhancing STEM Education for Underrepresented Groups
The Impact of Online Learning on Student Engagement
Inclusive Education Strategies for Diverse Classrooms
The Role of Emotional Intelligence in Teaching
Assessment Methods for Measuring 21st-Century Skills
Promoting Critical Thinking in Early Childhood Education
Educational Technology and Active Learning Environments
Cultural Competence in Teacher Training Programs
Parental Involvement in Student Success
The Future of Higher Education: Trends and Innovations

These Google Scholar Research Topics in Education offer a glimpse into the fascinating world of educational research and practice.

Whether you’re an educator, student, or simply curious about the evolving landscape of education, these topics provide a rich starting point for exploration

Google Scholar Research Topics in Biology

Ready for a biological adventure? Check out these captivating Google Scholar Research Topics:

Genomic Sequencing and Evolutionary Insights
The Role of Microbiota in Human Health
Neuroplasticity and Brain Function in Aging
Biodiversity Conservation in Fragile Ecosystems
Advancements in CRISPR Gene Editing Technology
Cancer Immunotherapy and Targeted Therapies
Climate Change Impacts on Wildlife Migration
Biomechanics of Animal Locomotion
Molecular Mechanisms of Cell Signaling
Plant-Microbe Interactions in Agriculture

These topics are your gateway to the exciting world of biology. Ready to explore?

Google Scholar Research Topics in Business

Here are some intriguing Google Scholar Research Topics in the field of Business:

Sustainability Practices in Supply Chain Management
The Impact of E-commerce on Traditional Retail
Strategic Innovation in the Age of Digital Disruption
Diversity and Inclusion in Organizational Culture
Financial Technology (FinTech) and Banking Transformation
Entrepreneurship in Emerging Markets
Corporate Social Responsibility and Stakeholder Engagement
Leadership Styles and Employee Motivation
Big Data Analytics for Business Decision-Making
Globalization Trends in International Business

These Google Scholar Research Topics offer a glimpse into the dynamic and evolving world of business studies.

Whether you’re a student, researcher, or business professional, these topics provide a launching pad for exploring key issues and emerging trends in the business realm.

Google Scholar Research Topics in Psychology

Here are some captivating Google Scholar Research Topics in Psychology:

Mindfulness and Mental Well-being
Impact of Social Media on Mental Health
Understanding Cognitive Development in Children
Exploring the Psychology of Decision-Making
Effects of Trauma on Memory and Coping Mechanisms
Personality Traits and Career Choice
Positive Psychology: Cultivating Happiness and Resilience
Cross-Cultural Differences in Psychological Disorders
Neuroscience of Emotions and Emotional Regulation
Psychological Factors in Addiction and Recovery

These Google Scholar Research Topics provide a glimpse into the fascinating world of psychological research.

Google Scholar Research Topics in Economics

Here are some intriguing Google Scholar Research Topics in Economics

The Impact of Global Trade Policies on Economic Growth
Income Inequality and Its Socioeconomic Consequences
Behavioral Economics: Understanding Irrational Decision-Making
Environmental Economics and Sustainable Development
Labor Market Dynamics in the Gig Economy
Monetary Policy and Its Effects on Inflation and Employment
Economic Resilience and Recovery Post-Pandemic
Cryptocurrency and the Future of Financial Systems
The Economics of Healthcare and Healthcare Reform
Economic Development Strategies for Emerging Markets

These Google Scholar Research Topics delve into the complex and ever-evolving world of economics.

Google Scholar Research Topics in Finance

Here are some intriguing Google Scholar Research Topics in Finance:

Behavioral Finance: Unraveling Investor Psychology
Financial Market Volatility and Risk Management
Corporate Finance and Capital Structure Decisions
Financial Inclusion and Access to Banking Services
Cryptocurrency and Blockchain Technology in Finance
Sustainable Finance and Ethical Investment
Asset Pricing Models and Portfolio Management
Financial Regulations and Their Impacts on Markets
Fintech Innovation and Financial Services Disruption
Global Financial Crises and Economic Resilience

These Google Scholar Research Topics offer a glimpse into the dynamic world of finance research.

Google Scholar Research Topics in Nursing

Here are some engaging Google Scholar Research Topics in Nursing:

Patient-Centered Care Models in Nursing
Evidence-Based Practice in Nursing
Nursing Informatics and Healthcare Technology
The Impact of Nursing Shortages on Patient Outcomes
Mental Health Nursing and Psychosocial Interventions
Community Health Nursing in Underserved Populations
Palliative and End-of-Life Care in Nursing
Nursing Education and Curriculum Development
Pediatric Nursing and Child Health
Gerontological Nursing and Aging Care

These Google Scholar Research Topics delve into the diverse and critical field of nursing.

Google Scholar Research Topics in Marketing

Here are some intriguing Google Scholar Research Topics in Marketing:

Digital Marketing Strategies in the Age of Social Media
Consumer Behavior and Decision-Making in E-commerce
Brand Loyalty and Relationship Marketing
Content Marketing and Storytelling in Advertising
Market Segmentation and Targeting Strategies
Influencer Marketing and its Impact on Consumer Perception
Data Analytics and Customer Insights for Marketing
Sustainability and Ethical Marketing Practices
Retail Marketing Trends and Omni-Channel Strategies
International Marketing in a Globalized World

These Google Scholar Research Topics provide a glimpse into the dynamic and evolving field of marketing.

Google Scholar Research Topics on Health

Here are some intriguing Google Scholar Research Topics in Health:

Health Disparities and Social Determinants of Health
Digital Health Innovations and Telemedicine
Impact of Lifestyle Factors on Chronic Disease Prevention
Healthcare Policy and Access to Medical Services
Mental Health and Well-Being Interventions
Health Education and Health Promotion Strategies
Global Health Challenges and Disease Outbreak Preparedness
Aging Population and Geriatric Healthcare
Nutrition and Dietary Interventions for Health
Environmental Health and Public Health Initiatives

These Google Scholar Research Topics delve into the multifaceted world of health and healthcare.

Google Scholar Research Topics in Mathematics

Here are some intriguing Google Scholar Research Topics in Mathematics:

Advancements in Number Theory and Prime Numbers
Geometry and Topology: Exploring Mathematical Shapes
Algebraic Structures and Applications in Cryptography
Probability and Statistical Inference in Data Science
Mathematical Modeling of Biological Systems
Graph Theory and Network Analysis
Mathematics of Machine Learning Algorithms
Differential Equations and their Applications
Optimization Techniques in Operations Research
Mathematics of Quantum Mechanics and Quantum Computing

These Google Scholar Research Topics delve into the fascinating world of mathematical research.

Google Scholar Research Topics in Organized Crimes and Terrorism

Here are some compelling Google Scholar Research Topics in Organized Crime and Terrorism:

Cyberterrorism and the Threats in the Digital Age
Transnational Organized Crime Networks and Their Impact
Counterterrorism Strategies: A Global Perspective
Terrorist Financing and Money Laundering Investigations
Radicalization and Recruitment in Modern Terrorism
The Role of Intelligence Agencies in Countering Terrorism
Narcoterrorism: The Nexus Between Drug Trade and Terrorism
Human Trafficking as an Organized Crime
Cybersecurity and the Protection Against Cyber Attacks
Terrorism in Conflict Zones: Case Studies and Analysis

These Google Scholar Research Topics delve into the complex and critical issues of organized crime and terrorism.

Google Scholar Research Topics on Equity

Here are some intriguing Google Scholar Research Topics on Equity:

Racial and Ethnic Disparities in Educational Equity
Gender Pay Gap and Workplace Gender Equity
Access to Healthcare Services and Health Equity
Income Inequality and Economic Equity
Environmental Justice and Equity in Resource Distribution
Criminal Justice Reform and Racial Equity
Equity in Education Funding and Educational Outcomes
Housing Equity and Affordable Housing Policies
Digital Divide and Technological Equity
Climate Change Mitigation and Climate Equity

These Google Scholar Research Topics shed light on the multifaceted aspects of equity across various domains.

Google Scholar Research Topics in Public Health

Here are some intriguing Google Scholar Research Topics in Public Health:

Epidemiology of Infectious Diseases and Outbreak Preparedness
Health Disparities and Access to Healthcare Services
Mental Health Promotion and Intervention Strategies
Nutrition and Food Security in Public Health
Environmental Health and Pollution Control
Maternal and Child Health Initiatives
Public Health Policies and Health Equity
Chronic Disease Prevention and Lifestyle Interventions
Healthcare Systems and Healthcare Quality
Global Health Challenges and Pandemic Response

These Google Scholar Research Topics provide insight into the multifaceted field of public health.

Google Scholar Research Topics in Agriculture

Here are some intriguing Google Scholar Research Topics in Agriculture:

Sustainable Agriculture Practices and Food Security
Crop Genetic Diversity and Resilience to Climate Change
Precision Agriculture and Smart Farming Technologies
Soil Health Management for Enhanced Crop Yields
Organic Farming and Sustainable Pest Control
Agricultural Policy Impacts on Rural Communities
Livestock Farming and Animal Welfare
Aquaculture and Sustainable Seafood Production
Food Safety and Quality Assurance in Agriculture
Agroforestry and Biodiversity Conservation in Farming

These Google Scholar Research Topics offer insight into the diverse and vital field of agriculture.

Google Scholar Research Topics in Computer Science

Here are some intriguing Google Scholar Research Topics in Computer Science:

Artificial Intelligence and Machine Learning Advancements
Computer Vision and Image Processing Techniques
Natural Language Processing and Language Models
Cybersecurity and Threat Detection in a Connected World
Data Mining and Big Data Analytics Applications
Human-Computer Interaction and User Experience Design
Quantum Computing and Cryptography Challenges
Internet of Things (IoT) and Smart Cities Innovations
Cloud Computing and Edge Computing Solutions
Software Engineering Practices and Agile Development

These Google Scholar Research Topics provide a glimpse into the dynamic and evolving field of computer science.

Google Scholar Research Topics PDF

Check out Google Scholar research topics pdf

The Significance of Google Scholar Research Topics

Hey there, curious minds! Let’s embark on a journey into the captivating world of Google Scholar Research Topics. Picture this: you’re about to unlock the doors to an intellectual wonderland where knowledge flows like a river and ideas dance like fireflies on a warm summer night.

The Deep Dive

Ever wondered how deep the rabbit hole goes when you’re exploring a topic like “astrophysics”? With research topics, it’s like falling into a bottomless pit of academic articles, research papers, and profound discoveries. Get ready to be amazed.

Your Trusty Guide

In a world where information rains down like a monsoon, research topics are your trusty umbrella. They shield you from the data deluge and guide you to the gems of wisdom hidden within the storm.

Where Boundaries Blur

These topics are like magic bridges that connect different fields of knowledge. It’s where you’ll see biologists talking to computer scientists, and philosophers chatting with engineers. Prepare for some mind-bending insights!

Stay Ahead of the Curve

Imagine having a knowledgeable friend who whispers the latest and greatest in your ear. Research topics keep you in the know about the hottest trends in your area of interest.

Decisions, Decisions

If you’re a decision-maker or a professional, these topics are your secret weapon. They arm you with evidence-based insights for crafting policies, strategies, and making informed choices.

Playground for Lifelong Learners

Lifelong learners, rejoice! These topics are like a playground where you can swing from one fascinating subject to another. Your ticket to never-ending adventures in the world of ideas.

Breaking Down Walls

Forget the walls that separate academia from the real world. Research topics tear those barriers down and invite everyone to the knowledge party. It’s where everyone’s invited, and the ideas flow like a river.

Global Idea Exchange

Researchers from across the globe gather here. It’s like a massive brainstorming session where diverse ideas collide, leading to breakthroughs you couldn’t have dreamed of.

Igniting Innovation

Innovation thrives on fresh perspectives. Google Scholar Research Topics introduce you to new angles, spark creativity, and lead to ingenious solutions to real-world challenges.

Sharpening Your Thinking Tools

These topics are your mental gym. They challenge you to think critically, question everything, and evaluate information like a pro. Your brain’s about to get a workout!

So, here’s the deal – Google Scholar Research Topics are your passports to the land of discovery. Whether you’re a relentless explorer, a student on a quest for knowledge, or simply someone with a curious itch, these topics are your trusty compasses in the vast sea of intellectual exploration.

Let’s set sail, explore, and let our curiosity take us to uncharted territories of understanding. Ready? Let’s go!

How do I find research topics on Google Scholar?

Alright, let’s talk about unleashing the treasure trove of research topics on Google Scholar – the academic explorer’s paradise.

Whether you’re a student with a term paper looming or a curious soul on a quest for knowledge, finding research topics here is an adventure waiting to happen.

Step into Google Scholar

Your journey begins at the Google Scholar website (scholar.google.com).

Enter Your Starting Point

Think of a broad keyword or phrase that aligns with your interests. For instance, if the environment tickles your fancy, “climate change” is a great place to start.

Type your keyword in the search bar and hit “Enter.” What unfolds before you is a list of academic goodies – papers, articles, and more.

Play with the Left Sidebar

Here’s where you can fine-tune your search:

Time Travel

Click “Since Year” to uncover the freshest research. Perfect if you want the latest scoop on your topic.

The Power of Citation

Ever heard of a paper that’s like the Beyoncé of research? Click “Cited by” to find out which papers reference it. These are usually pretty significant.

Soulmates of Research

Click “Related articles” to discover research closely linked to what you’ve found. Great for exploring similar topics.

Multiple Personalities

Click “All x versions” to see different versions of a paper. Sometimes, you strike gold in the extended versions.

Research Topics in Disguise

As you scroll through search results, keep an eye on titles, abstracts, and keywords. These are like signposts to research topics. Click on the papers that pique your interest.

Keyword Bonanza

Check out the keywords listed under a paper. They’re often research topics themselves or closely related ones.

Get Crafty with Your Search

If your initial search doesn’t hit the bullseye, don’t fret. Play around with keywords, use quotes for exact phrases, or throw in more specific terms.

Save and Conquer

When you stumble upon intriguing research topics, save them. Tools like Zotero or Mendeley are your trusty sidekicks for organizing and citing them.

Follow the Trail of Citations

If a paper grabs your attention, check its list of references. It’s like a treasure map to more research topics and related studies.

Set Up Camp with Alerts

If you’re fully immersing yourself in a particular field, consider setting up email alerts for new research on Google Scholar. You’ll always be in the loop.

Remember, the art of finding research topics on Google Scholar is all about curiosity and a dash of patience. Follow your interests, let one topic lead you to another, and let your curiosity be your guide. Adventure awaits!

Is Google Scholar a research article?

Hold up, let’s break this down in plain English! Google Scholar isn’t a research article – it’s more like the Sherlock Holmes of the academic world. You see, it doesn’t write the articles; it’s more into finding them for you.

Google Scholar is like that super-smart friend who knows where to find all the cool stuff. It’s a search engine, but not your regular “find-me-a-cute-cat-video” kind. This one digs up scholarly articles, research papers, and academic goodies from all corners of the internet.

So, when you dive into Google Scholar, you’re not reading an article by Google Scholar (imagine that!). Instead, you’re on a treasure hunt for the real deal – articles crafted by brainy researchers, professors, and experts.

Think of it as your gateway to the world of academic wisdom. It’s like your GPS to track down research articles, not the articles themselves. Got it? Next time you’re hunting for brainy stuff, remember, Google Scholar’s got your back!

How do I get free research papers on Google Scholar?

Alright, let’s get you those juicy research papers for free on Google Scholar – it’s like a virtual library, and you’re about to be the coolest librarian in town. No library card needed, just your internet connection and a sprinkle of know-how.

Hop onto Google Scholar

First things first, open up Google Scholar. It’s like stepping into a world of brainy wonders.

Type in Your Curiosity

Think of a keyword or phrase that matches your research itch. If you’re into “ocean pollution,” type it in and hit that “Enter” button.

Magic Happens

Behold! A list of search results appears before your very eyes.

Hunt for “PDF” Goodness

Now, here’s where the fun begins. Look for links that say “PDF” or “Full-Text” on the right side of the search results. These are your golden tickets to free research papers.

Click and Grab

Once you spot a promising link, give it a click. The paper should pop up, and you can download it. You’re basically building your own digital library!

Organize with Google Scholar Library

Feeling fancy? Use the “My Library” feature on Google Scholar to save and organize your treasure trove of papers.

Wanna stay in the loop? Set up email alerts for new research papers in your area of interest. Google Scholar’s got your back.

Raid the University Vaults

Universities sometimes share their research on their websites. Google Scholar might point you there for some free goodies.

Explore Open Access Journals

There are journals that believe in the power of free knowledge. They’re like the Robin Hoods of the research world. Google Scholar can lead you to them.

Sneak into Legal Hideouts

Platforms like ResearchGate, Academia.edu, and preprint servers often host free papers. Google Scholar might just give you the secret map.

Knock on University Doors

Universities love to show off their research. Google Scholar can guide you to their websites where you might find free research papers.

Now, here’s the scoop – not every paper is free as a bird. Some might ask for your wallet or library access. But with a sprinkle of determination and some crafty clicking, you can uncover a bunch of free research papers to satisfy your curiosity cravings. Happy paper hunting!

Are Google Scholar articles credible?

Alright, let’s chat about the credibility of those articles you stumble upon in the Google Scholar jungle. Think of it as a safari through the savannah of knowledge. But are all the creatures you encounter trustworthy? Here’s the scoop:

Scholarly Savvy

Google Scholar is your go-to source for scholarly articles and research papers. These are the big shots of the academic world, usually written by experts and rigorously reviewed.

Respectable Journals

Many articles on Google Scholar come from prestigious academic journals. These journals are like the VIP clubs of research, known for their strict quality control.

Academic Institutions

Universities and research institutions share their findings here. Think of it as getting insider info. These sources are credible since they’ve often passed internal review processes.

Count Those Citations

One nifty feature is the “Cited by” section. It’s like checking the popularity of a song on Spotify but for research. More citations often mean more credibility.

Investigate Authors

Take a peek at the authors. Do they have fancy titles and affiliations with respected institutions? A credible author usually means a credible article.

Peer Review Rules

Articles that have undergone peer review are gold. It’s like getting a stamp of approval from the pros. They’ve been scrutinized for accuracy and quality.

Follow the Paper Trail

Look at the references within the article. If they’re citing other credible sources and experts in the field, it’s a good sign.

Dodging Predatory Journals

While Google Scholar is mostly a hero, there are villains too – predatory journals. These publish low-quality or non-reviewed articles. Always double-check the source and journal.

Peek at the Abstract

The abstract is like the movie trailer of an article. It gives you a quick glimpse of what’s inside. Is it well-written and relevant? That’s a green light.

Seek Expert Advice

When in doubt, turn to the experts. Professors and researchers can be your trusty guides through the wilderness of scholarly sources.

So, here’s the deal – Google Scholar is like a vast library, but not every book is a masterpiece. You need to wear your detective hat, do some digging, and apply your critical thinking skills.

While the platform itself doesn’t guarantee credibility, it’s often a starting point for finding credible research. So, go ahead, be the knowledge detective, and uncover those hidden gems!

Wrapping Up Your Adventure with Google Scholar Research Topics

So there you have it, folks! We’ve taken quite the journey through the realm of Google Scholar Research Topics. From diving into different subjects to digging up scholarly articles, we’ve been on a bit of an exploration spree.

But here’s the deal – Google Scholar isn’t just a search engine. It’s like a treasure map for your brain. It’s where you can find all sorts of smart stuff and dive into the world of learning.

As we’ve strolled through this digital library of knowledge, we’ve learned that Google Scholar isn’t just a tool; it’s an invitation to join the big conversation. It’s like being part of a club where you chat with smart folks, explore cool ideas, and become a mini-expert in whatever interests you.

So whether you’re a student with a deadline, a curious cat, or just someone who loves learning, remember that Google Scholar Research Topics is like your special key to a world of cool facts. It’s where you get answers, question things, and basically feel like a brainy detective.

As you keep on this research journey, remember – it’s not just about reaching the end. Every topic you dive into, every article you click, it’s all about adding to your brain’s library of knowledge.

So, go on, armed with the Google Scholar superpowers, and enjoy your adventure of discovering new things. Learning is like a treasure hunt, and Google Scholar Research Topics is your trusty map. Have fun exploring, everyone!

Frequently Asked Questions

Can i trust the sources on google scholar.

Absolutely. Google Scholar sources its content from reputable academic institutions and publishers. However, always exercise critical thinking and evaluate sources for relevance and credibility.

Is Google Scholar Free to Use?

Yes, Google Scholar is a free resource accessible to anyone with an internet connection.

How Can I Access Full Articles?

While Google Scholar provides links to many full-text articles, some may require a subscription or purchase. Check with your institution’s library for access options.

Can I Create My Research Topics on Google Scholar?

No, Google Scholar’s Research Topics are generated algorithmically. However, you can save and organize articles into your personal library.

Are Google Scholar Research Topics Only for Academic Researchers?

Not at all. They are valuable for students, educators, and anyone interested in in-depth knowledge on various subjects.

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Technology (12)
work permit (8)

Business Analytics Research Guide

How-To: Google Scholar
Getting Started
Software and Tools
Finding Datasets
E-Book Access
What's Happening with Data?
Interlibrary Loan and Document Delivery
Insurance Analytics Resources
Faculty Resources
NEW! Grammarly Premium

Connect to the library

Connecting Google Scholar to the Library will add "Viewit@ISU" links to your search results. Clicking these links will prompt you to sign in to the Library and then query our collection. If the Library subscribes to the item you are looking for, you should be directed to the service that will let you access it.

You can perform these steps without a Google Account but signing in will save your changes so that they work across multiple devices.
Click the icon showing three horizontal bars on the top left of the webpage.
From this menu click Settings and then click Library links .
In the search box on the Library links page, enter iowa state
You’ll see three different options. Check the box for Iowa State University – ViewIt@ISU.
Click Save.

Your profile (for authors)

Sign into Google Scholar using your Google Account.
Click My Profile at the top of the page, on the left side, to enter your profile.
Set up your initial profile
Edit your profile information, including where you work, name, photo, and research interests
Manage your publications

You can also explore the profiles of other faculty at Iowa State University on Google Scholar.

Edit Your Profile

Starting from Google Scholar, you can access and edit your profile by clicking My Profile in the top left corner of the screen. You can also find your profile using the "hamburger" menu (the 3 lines in the top left corner).
Click the pencil icon next to your photo to enter edit mode.
Add a photo by clicking on the placeholder profile picture and then uploading a photo from your computer.
Fill out your university affiliation and add your ISU email address (this will verify your scholar profile).
If you don't make your profile public then other people cannot locate you on Google Scholar.
Making your profile public will make it easier for people to locate, and read, your scholarship.

Managing your publications (for authors)

Add a publication.

Click the + button below your photo to add articles to your profile. You can locate articles to add three different ways:

Add article groups - This option shows you groups of articles that may all be yours... or not. This method doesn't always work well but it does let you add multiple articles to your profile at once.
Add articles - select individual articles to add to your profile. (try changing the search to an article's title if the suggestions don't have what you are looking for).
Add article manually - if your work has not been indexed by Google Scholar then you can add it yourself. You can add many different types of publications in this form. Sadly the form does not let you add a link to an online copy.

Merge Duplicates

Use the checkboxes to select your duplicate publications, one set at a time.
The Add button changes to a Merge button on the toolbar. Click it.
Choose the record with the best information (least typos). Click Merge .
Repeat as needed.

Delete publications

Use the checkboxes to select the publication(s) you want to delete.
A Delete button will appear to the left of the Merge button on the toolbar.
There is a one-time undo message after you delete publication(s).

Exporting data (for authors)

Google Scholar lets you download your publication data so you can easily import it into other programs. Please note that it only exports your publication info, not citation counts.

You can "select all" by checking the box next to "title" on the gray bar under your photo.
BibTeX, EndNote, RefMan and CSV are the available file types.

<< Previous: Library Resources: Articles
Next: Library Resources: Books >>

The library's collections and services are available to all ISU students, faculty, and staff and Parks Library is open to the public .

Last Updated: Aug 12, 2024 4:07 PM
URL: https://instr.iastate.libguides.com/BAMS

SOCY 391: Sociological Research Methods

Tips for Beginning Your Search
Sociological Abstracts
Web of Science
Find It @ USC

Google Scholar

Search Tip: Connect USC Library to Google Scholar

Search tip: advanced search, how do i....

Find a Known Item
LibKey Nomad

Find peer-reviewed papers, theses, books, pre-prints, abstracts, and technical reports.

To access Full Text via the library, update your personal settings in Google Scholar

On the Google Scholar site, click on the Menu icon (three horizontal lines) in the top left of the screen.
Select Settings
Click on Library links in the left column
Type University of South Carolina
Check the box next to UofSC University Libraries - ViewIt@UofSC
Click Save

**Never purchase an article! Check the library's resources or make a free ILL request.**

You can use the Google search operators in Google Scholar, plus some other search techniques

Searching for papers by a specific author?

author: finds papers written by

returns papers written by people with the name Washington)
finds the word washington, but excludes papers written by people named Washington

Other Helpful Information

Learn what other sources in Google Scholar have cited it
Google has its own algorithm for determining similar articles
Especially helpful if your initial result doesn’t link to the full-text. Maybe another version will.
Learn what other sources from the Web of Science database (a library subscription) have cited it.
Shows the format for MLA, APA and Chicago styles.

To get to the Advanced search in Google Scholar, after doing a search click on the 3 lines on the top left of the screen

Request Materials through Interlibrary Loan (ILL)
<< Previous: Find It @ USC
Next: Find a Known Item >>
Last Updated: Aug 29, 2024 11:59 AM
URL: https://guides.library.sc.edu/socy391

Technology Resources

Microsoft Teams

Google accounts

Google chrome.

Google Drive

Google Scholar

Adobe Softwares
Technology in the Library
Other Resources
Technology Help

What started as a humble search engine has now become a huge collection of services, from email, to video sharing, to web browsing, to word processing and more. Google has become more and more utilized in our daily internet routines, so here are websites and tips on the most major resources provided by Google.

Google Account Help From Google
Manage third party logins through Google An FAQ on linking third party sites (so, non-Google sites) to your Google account.
Common Google Chrome issues A list of common Google Chrome issues and how to solve them from LinkedIn
Google Chrome Help Center Customer support, FAQs, and community posts from Google.
How to clear your cache Clearing your cache can help solve a lot of browser issues. Here is an FAQ on how from Google.
What is "website not secure" and how do I fix it? Why an old website you're trying to visit might be giving you error messages.
Manage warnings about insecure sites Information about Secure Sites from Google Support
Google Chrome and privacy Tips for increasing privacy for your information when using Google Chrome, from Consumer Reports.

Google Drive Help
Useful features of Google Drive 35 useful features of Google Drive and its related apps, from PCMag.

Gmail Help Center

YouTube Help Center
25 channels for higher education A list of useful YouTube Channels for universities, from Academic Influence.
Webster University's YouTube Channel Webster's Official YouTube Channel
Webster Univeristy Library Our channel, with how-to videos on researching, writing, and using the library's resources.

Google Scholar is a simple tool to search for scholarly (peer-reviewed) articles, and see how many times an article has been cited in other research. And when you hit a paywall, it can connect to Webster University Library's resources. If you are using a computer with an off-campus IP address, follow these instructions to connect Google Scholar to library resources:

Go to Google Scholar
Click on Settings.

screenshot showing Google Scholar's library links settings which include Webster University Library

Connect Google Scholar to Webster University Library
Using Google Scholar for Research (Recorded on September 15, 2016. 22 minutes.) Learn how to use both Google and Google Scholar more effectively for research. Connect Google Scholar to library resources and get tips and tricks to make your searches more efficient. Click here to watch specific parts of this video.
<< Previous: Canvas
Next: Adobe Softwares >>
Last Updated: Sep 3, 2024 3:43 PM
URL: https://library.webster.edu/tech-resources

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Speaker 1: Learning to research is a very important skill. Now, it doesn't matter if it's for academia, like a PhD, master's, undergraduate research thesis, or it's just for general life. I've got loads of hobbies, sewing, lock picking. Check out this, I made this on the weekend. I love it, it's got dash owns on it. But all of these things have required me to do some research about how to do things. And in this video, I'm gonna share with you all of the steps I go through, whether or not I'm doing a PhD or learning how to sew a hoodie. All of these things are super valuable. Go through the steps and I assure you, you will know how to research more effectively at the end of this video. This video is sponsored by my newsletter. Go check it out at andrewstapeton.com.au forward slash newsletter. I'll put a link in the description. And when you sign up, you'll get five emails straight away over two weeks about podcasts that I've been on with loads of valuable information, daily planner, tools, how to write an awesome abstract and more, so go sign up and I'll see you over there. Preparing for research on any topic just means you kind of have to just lay the foundations as in what are you actually trying to research? Where are the boundaries of where you want to research? All of these are important because you can research forever. As academics, it's really hard just to stop and go, okay, I've got enough, I'm gonna move on with what I know. We always want more information. So having a well-defined research question or topic is very important. And then you need a place to store your notes, store the things that you find and a little kind of cheeky place where you can put notes on different papers. Now there are plenty of software options out there for you, but just starting simply, just a folder structure on your computer with the topic and then a few sort of blank sort of folders underneath that just are ready for you to start kind of identifying the categories and organizing research as it pops up into certain categories. You won't know it just yet, but as you start to research and you get a sixth sense of all of the things that are involved in this topic, you'll start to be able to go, well, that paper fits here or that bit of information fits here. And having a just running document of notes that sits in the sort of highest level folder is very important. Just sort of like spill out all that information that comes out of your head into the file and it's just a quick scanning file initially. You'll start to get more and more detailed as we go through, but initially it's just about the broad level strokes. The last thing you'll need is a bunch of patience. Researching a topic, you know, the Google, Wikipedia, all of these tools make it incredibly easy to get research and information at your sort of like disposal, but the problem is is that not all research is created equal. So having the patience to go through, turn up your bullshit filter and just try to understand a little bit of whether or not what you're reading is sort of genuine research or it's someone's interpretation of that research. Going to the primary sources will win out every single time. And so just trying to get in the mindset that it's going to take a little bit of time, but your efforts will be rewarded because if you lay the proper foundations of researching a topic, it will accelerate your feedback and your productivity towards the end of your project. Okay, here we go. When you are researching a topic, you start with the broadest possible strokes possible. Now, I'm talking about Wikipedia, Google, those places are just a brilliant place to start because they just give you an ability to get an idea of the sort of information that's out there. Is it mainly academic? Is it opinion pieces? Is it blogs? All of these places will help you kind of understand what the topic has to offer. Now, a place that I like to go through and go to right away is Google Trends. Just head to Google Trends and what that has done for me in the past, it gives me a sense of what the field is doing and the topic is doing over time. And it helps me sort of like calibrate my bullshit barometer because I'm looking at it and I'm going, okay, well, a majority of topics happened in 2009. So if I see something from 2009, I know that that was kind of the peak interest area of this field and therefore, I can expect to see a lot of information around there and then it dies off. But whatever you see just gives you an ability to kind of just understand the field and how it's moved over time. And I find that very, very useful. Another place is Wikipedia. Wikipedia is great because it's always evolving and it tends to have the most up-to-date information, particularly if it's like a hot, moving topic. So solar cells was my PhD background and there was always useful information. People are always updating it and I think that is a really great place to go. Another place, and if this is an academic research question, like if you're doing your PhD, your master's, your undergraduate, Google Scholar. Google Scholar is a really great place to go and I don't see enough people using it, even outside of the research field. If you're writing a blog, if you're trying to understand a business, if you're trying to do some marketing, whatever it is, Google Scholar has got all of this research that you can scan quickly and yeah, sure, it takes you to academic papers, which can be a massive pain in the ass to read, but that is peer-reviewed science and research. So all of that, you can really trust, as long as it's from a reputable journal. And you also get an idea of the patents and the up-to-date information about where the field is and you can sort by date. All of it's very important. So there we are, Google Scholar, Wikipedia, and also Google Search. With Google Search, you have to be a bit careful. I tend to put the topic and then the word science or research, or just to kind of hone in on where journalists have taken a bit of research and now you're looking at the secondary source. You're looking at when a journalist has taken a primary paper or a research finding and they've gone, brilliant, I need to tell the world this, and they've done kind of the hard part, which is translating the research into the real-world language, everyday language for the general audience and the general population. So those are the places I'll start and I'll start collecting information. I'll start putting it into folders that I think kind of make sense as I go along. If I'm not sure, I'll just dump it all into one folder, but having the note document is very important and I will put in questions like, oh, that's interesting, I found this, but where else is there a gap or what questions are popping into my mind as I'm researching? And always referring back to that research question is super important because if a bit of research doesn't match your research question, you can just ignore it. Even if it's a little bit on the edge of the research question, just get rid of it. There's plenty of research out there. There's plenty of information around a topic that it will be related to your research question directly and it just takes a while sometimes to dig through the rubbish to find out exactly where you need to be playing in order to answer and research your topic. If you want to start really strong and accelerate your research into a topic exponentially, I highly recommend that you look for a review paper. A review paper is essentially when someone has done all the work for you, but you do have to be careful. You have to make sure it's relevant and recent, but a lot of these papers exist because in the PhD world, they get a lot of citations and it really helps your career later on. So you can take these review papers and have a look at how they split up the research field. This will give you an idea of the sort of categories that you can break down in your folder structure when you're dragging and dropping papers into it, but a research paper and a review paper, sorry, is incredibly powerful because they have done all the hard work for you. They've pulled in a whole load of research into one paper. They've referenced it all out. These review papers will often have two to 300 references that you can then go, oh, well, that's interesting. I'll go check out the primary source. Checking out the primary source is very important. Never take anyone's word for something until you've read it in the original research paper because people misrepresent stuff all the time. Even my papers, when they get cited, I'm like, that's not what that paper said, but a citation is a citation. So yes, looking for a review paper is very, very powerful and it can give you that ability to kind of then use that as a way to branch off into other papers. So check out your research field or your research topic and type in review paper into Google Scholar with your topic and you may be surprised at what you can find. Researching any topic is actually quite fun in this stage when you're just like grabbing articles and be like, oh, this is good, this looks interesting, but the real hard work comes to when you actually have to read the information and start categorizing it. So go check out my other video. I believe it was my last video about how to read research effectively and quickly. Now, this isn't about scanning the whole page, even if it's a webpage, for example. You know, you don't have to read it or you can Control F and find bits that you think of, you know, use keywords to search in that web article. If you've got something like a research paper, if this is much more academic and you're downloading research papers from a place like SciHub, a lot of people don't agree with SciHub, but it's there nonetheless, it's a tool, you can use it. Go and read the title, the abstract, look at the figures and the figure captions, and that will give you an idea of whether or not you want to invest time in actually reading this paper or this bit of research. If you don't, don't delete it, just use a little folder that's like not yet, like a not yet folder, drag and drop it across, and it'll just kind of tidy up and reduce the amount of murkiness and muddiness as you're going through. So we've been through the massive kind of haul, we've trawled the internet with our big net and we've caught everything we can, and now it's about going through and sorting out, okay, well, this is interesting, this is not, and unfortunately, there's no shortcut, just go through, read title, abstract, figure captions, and then start to sort out, yes, I want to read this more, no, I don't want to read this, and you'll start to kind of get a sixth sense of whether or not something is interesting just from the abstract. And knowing when to stop is actually one of the hardest things. So when you're researching a topic, you've got to this stage, and you're like, I've got all these papers, I'm starting to sort of like formulate my own ideas, I'm starting to find gaps, and you can go back to any stage and just be like, okay, well, I need more information on this certain category or subtopic, okay, I'll go back. But knowing when to stop is probably one of the most important things in this, especially if you're in a sort of like time constraint, like you're doing it for an undergraduate review paper or whatever it is. Always be referring back to that first question, that research topic or question, why are you actually doing this? Have you been able to answer the question with relevant, timely information? Have you been able to formulate your own conclusions or notice any gaps in the research? All of this is going to be important for you to say, okay, I've had enough, and I feel like we always go too far. So if you feel like, I just do a little bit more searching, stop, you've probably got enough. If you're still in a position where you're like, I have no idea what's going on with this research, continue that search, continue that filtering process. But if you feel like, okay, I kind of get this, it's time to start. Normally you're researching for a purpose, so just start on that next step, start on the research, so the physical research in a lab or doing your own unique research if you're doing a PhD or your master's, or if you're formulating an essay, start writing that essay. You'll start to find the smaller gaps and you can always go back through the process to answer questions, but knowing when to stop is super vital because remember, this is a very important part, but normally you're researching for something else. So once you get that inkling you've got enough, move on. So there we have it, that's how I research everything. I guess it starts with a massive, broad overstroke using those kind of tools that we all use no matter what the topic, Wikipedia, Google Scholar, and Google, and then make sure you understand how to search effectively in Google using the search modifiers, and then I collect that all together and then I start sort of reaching out more. So I look for a review paper, I look for research, I look for journalist interpretation of research or some new findings or some new information. I start bringing that all together, always going back to the primary source if possible, and then I start reading it, and reading it effectively, like I said, go check out my other video, that's really important for speeding up this process. Not all the information you find is going to be correct, relevant, or even interesting to your research topic, and then knowing exactly when to stop is going to be your superpower in this. Once you go, okay, I kind of get this, I'm starting to formulate my own ideas or I'm starting to understand how all these moving parts come together, that is when you go, okay, what's the next step, how do I move on, and you have to stop there. Sometimes it doesn't feel right, you know, you can always get more information, but be strict with yourself and move on. If this video has been useful to you, please remember to check out academiainsider.com, that is where I have my ebook, the Ultimate Academic Writing Toolkit, as well as my Insider Academia Forum. So, that is a bunch of people helping each other become better academics and mental health stuff along the way as well. It's a great bunch of people, so go check it out, and I'll see you over there. Until the next video, look after yourself.

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Published: 31 August 2024

Knowledge mapping and evolution of research on older adults’ technology acceptance: a bibliometric study from 2013 to 2023

Xianru Shang ORCID: orcid.org/0009-0000-8906-3216 1 ,
Zijian Liu 1 ,
Chen Gong 1 ,
Zhigang Hu 1 ,
Yuexuan Wu 1 &
Chengliang Wang ORCID: orcid.org/0000-0003-2208-3508 2

Humanities and Social Sciences Communications volume 11 , Article number: 1115 ( 2024 ) Cite this article

Metrics details

Science, technology and society

The rapid expansion of information technology and the intensification of population aging are two prominent features of contemporary societal development. Investigating older adults’ acceptance and use of technology is key to facilitating their integration into an information-driven society. Given this context, the technology acceptance of older adults has emerged as a prioritized research topic, attracting widespread attention in the academic community. However, existing research remains fragmented and lacks a systematic framework. To address this gap, we employed bibliometric methods, utilizing the Web of Science Core Collection to conduct a comprehensive review of literature on older adults’ technology acceptance from 2013 to 2023. Utilizing VOSviewer and CiteSpace for data assessment and visualization, we created knowledge mappings of research on older adults’ technology acceptance. Our study employed multidimensional methods such as co-occurrence analysis, clustering, and burst analysis to: (1) reveal research dynamics, key journals, and domains in this field; (2) identify leading countries, their collaborative networks, and core research institutions and authors; (3) recognize the foundational knowledge system centered on theoretical model deepening, emerging technology applications, and research methods and evaluation, uncovering seminal literature and observing a shift from early theoretical and influential factor analyses to empirical studies focusing on individual factors and emerging technologies; (4) moreover, current research hotspots are primarily in the areas of factors influencing technology adoption, human-robot interaction experiences, mobile health management, and aging-in-place technology, highlighting the evolutionary context and quality distribution of research themes. Finally, we recommend that future research should deeply explore improvements in theoretical models, long-term usage, and user experience evaluation. Overall, this study presents a clear framework of existing research in the field of older adults’ technology acceptance, providing an important reference for future theoretical exploration and innovative applications.

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Introduction.

In contemporary society, the rapid development of information technology has been intricately intertwined with the intensifying trend of population aging. According to the latest United Nations forecast, by 2050, the global population aged 65 and above is expected to reach 1.6 billion, representing about 16% of the total global population (UN 2023 ). Given the significant challenges of global aging, there is increasing evidence that emerging technologies have significant potential to maintain health and independence for older adults in their home and healthcare environments (Barnard et al. 2013 ; Soar 2010 ; Vancea and Solé-Casals 2016 ). This includes, but is not limited to, enhancing residential safety with smart home technologies (Touqeer et al. 2021 ; Wang et al. 2022 ), improving living independence through wearable technologies (Perez et al. 2023 ), and increasing medical accessibility via telehealth services (Kruse et al. 2020 ). Technological innovations are redefining the lifestyles of older adults, encouraging a shift from passive to active participation (González et al. 2012 ; Mostaghel 2016 ). Nevertheless, the effective application and dissemination of technology still depends on user acceptance and usage intentions (Naseri et al. 2023 ; Wang et al. 2023a ; Xia et al. 2024 ; Yu et al. 2023 ). Particularly, older adults face numerous challenges in accepting and using new technologies. These challenges include not only physical and cognitive limitations but also a lack of technological experience, along with the influences of social and economic factors (Valk et al. 2018 ; Wilson et al. 2021 ).

User acceptance of technology is a significant focus within information systems (IS) research (Dai et al. 2024 ), with several models developed to explain and predict user behavior towards technology usage, including the Technology Acceptance Model (TAM) (Davis 1989 ), TAM2, TAM3, and the Unified Theory of Acceptance and Use of Technology (UTAUT) (Venkatesh et al. 2003 ). Older adults, as a group with unique needs, exhibit different behavioral patterns during technology acceptance than other user groups, and these uniquenesses include changes in cognitive abilities, as well as motivations, attitudes, and perceptions of the use of new technologies (Chen and Chan 2011 ). The continual expansion of technology introduces considerable challenges for older adults, rendering the understanding of their technology acceptance a research priority. Thus, conducting in-depth research into older adults’ acceptance of technology is critically important for enhancing their integration into the information society and improving their quality of life through technological advancements.

Reviewing relevant literature to identify research gaps helps further solidify the theoretical foundation of the research topic. However, many existing literature reviews primarily focus on the factors influencing older adults’ acceptance or intentions to use technology. For instance, Ma et al. ( 2021 ) conducted a comprehensive analysis of the determinants of older adults’ behavioral intentions to use technology; Liu et al. ( 2022 ) categorized key variables in studies of older adults’ technology acceptance, noting a shift in focus towards social and emotional factors; Yap et al. ( 2022 ) identified seven categories of antecedents affecting older adults’ use of technology from an analysis of 26 articles, including technological, psychological, social, personal, cost, behavioral, and environmental factors; Schroeder et al. ( 2023 ) extracted 119 influencing factors from 59 articles and further categorized these into six themes covering demographics, health status, and emotional awareness. Additionally, some studies focus on the application of specific technologies, such as Ferguson et al. ( 2021 ), who explored barriers and facilitators to older adults using wearable devices for heart monitoring, and He et al. ( 2022 ) and Baer et al. ( 2022 ), who each conducted in-depth investigations into the acceptance of social assistive robots and mobile nutrition and fitness apps, respectively. In summary, current literature reviews on older adults’ technology acceptance exhibit certain limitations. Due to the interdisciplinary nature and complex knowledge structure of this field, traditional literature reviews often rely on qualitative analysis, based on literature analysis and periodic summaries, which lack sufficient objectivity and comprehensiveness. Additionally, systematic research is relatively limited, lacking a macroscopic description of the research trajectory from a holistic perspective. Over the past decade, research on older adults’ technology acceptance has experienced rapid growth, with a significant increase in literature, necessitating the adoption of new methods to review and examine the developmental trends in this field (Chen 2006 ; Van Eck and Waltman 2010 ). Bibliometric analysis, as an effective quantitative research method, analyzes published literature through visualization, offering a viable approach to extracting patterns and insights from a large volume of papers, and has been widely applied in numerous scientific research fields (Achuthan et al. 2023 ; Liu and Duffy 2023 ). Therefore, this study will employ bibliometric methods to systematically analyze research articles related to older adults’ technology acceptance published in the Web of Science Core Collection from 2013 to 2023, aiming to understand the core issues and evolutionary trends in the field, and to provide valuable references for future related research. Specifically, this study aims to explore and answer the following questions:

RQ1: What are the research dynamics in the field of older adults’ technology acceptance over the past decade? What are the main academic journals and fields that publish studies related to older adults’ technology acceptance?

RQ2: How is the productivity in older adults’ technology acceptance research distributed among countries, institutions, and authors?

RQ3: What are the knowledge base and seminal literature in older adults’ technology acceptance research? How has the research theme progressed?

RQ4: What are the current hot topics and their evolutionary trajectories in older adults’ technology acceptance research? How is the quality of research distributed?

Methodology and materials

Research method.

In recent years, bibliometrics has become one of the crucial methods for analyzing literature reviews and is widely used in disciplinary and industrial intelligence analysis (Jing et al. 2023 ; Lin and Yu 2024a ; Wang et al. 2024a ; Xu et al. 2021 ). Bibliometric software facilitates the visualization analysis of extensive literature data, intuitively displaying the network relationships and evolutionary processes between knowledge units, and revealing the underlying knowledge structure and potential information (Chen et al. 2024 ; López-Robles et al. 2018 ; Wang et al. 2024c ). This method provides new insights into the current status and trends of specific research areas, along with quantitative evidence, thereby enhancing the objectivity and scientific validity of the research conclusions (Chen et al. 2023 ; Geng et al. 2024 ). VOSviewer and CiteSpace are two widely used bibliometric software tools in academia (Pan et al. 2018 ), recognized for their robust functionalities based on the JAVA platform. Although each has its unique features, combining these two software tools effectively constructs mapping relationships between literature knowledge units and clearly displays the macrostructure of the knowledge domains. Particularly, VOSviewer, with its excellent graphical representation capabilities, serves as an ideal tool for handling large datasets and precisely identifying the focal points and hotspots of research topics. Therefore, this study utilizes VOSviewer (version 1.6.19) and CiteSpace (version 6.1.R6), combined with in-depth literature analysis, to comprehensively examine and interpret the research theme of older adults’ technology acceptance through an integrated application of quantitative and qualitative methods.

Data source

Web of Science is a comprehensively recognized database in academia, featuring literature that has undergone rigorous peer review and editorial scrutiny (Lin and Yu 2024b ; Mongeon and Paul-Hus 2016 ; Pranckutė 2021 ). This study utilizes the Web of Science Core Collection as its data source, specifically including three major citation indices: Science Citation Index Expanded (SCIE), Social Sciences Citation Index (SSCI), and Arts & Humanities Citation Index (A&HCI). These indices encompass high-quality research literature in the fields of science, social sciences, and arts and humanities, ensuring the comprehensiveness and reliability of the data. We combined “older adults” with “technology acceptance” through thematic search, with the specific search strategy being: TS = (elder OR elderly OR aging OR ageing OR senile OR senior OR old people OR “older adult*”) AND TS = (“technology acceptance” OR “user acceptance” OR “consumer acceptance”). The time span of literature search is from 2013 to 2023, with the types limited to “Article” and “Review” and the language to “English”. Additionally, the search was completed by October 27, 2023, to avoid data discrepancies caused by database updates. The initial search yielded 764 journal articles. Given that searches often retrieve articles that are superficially relevant but actually non-compliant, manual screening post-search was essential to ensure the relevance of the literature (Chen et al. 2024 ). Through manual screening, articles significantly deviating from the research theme were eliminated and rigorously reviewed. Ultimately, this study obtained 500 valid sample articles from the Web of Science Core Collection. The complete PRISMA screening process is illustrated in Fig. 1 .

Presentation of the data culling process in detail.

Data standardization

Raw data exported from databases often contain multiple expressions of the same terminology (Nguyen and Hallinger 2020 ). To ensure the accuracy and consistency of data, it is necessary to standardize the raw data (Strotmann and Zhao 2012 ). This study follows the data standardization process proposed by Taskin and Al ( 2019 ), mainly executing the following operations:

(1) Standardization of author and institution names is conducted to address different name expressions for the same author. For instance, “Chan, Alan Hoi Shou” and “Chan, Alan H. S.” are considered the same author, and distinct authors with the same name are differentiated by adding identifiers. Diverse forms of institutional names are unified to address variations caused by name changes or abbreviations, such as standardizing “FRANKFURT UNIV APPL SCI” and “Frankfurt University of Applied Sciences,” as well as “Chinese University of Hong Kong” and “University of Hong Kong” to consistent names.

(2) Different expressions of journal names are unified. For example, “International Journal of Human-Computer Interaction” and “Int J Hum Comput Interact” are standardized to a single name. This ensures consistency in journal names and prevents misclassification of literature due to differing journal names. Additionally, it involves checking if the journals have undergone name changes in the past decade to prevent any impact on the analysis due to such changes.

(3) Keywords data are cleansed by removing words that do not directly pertain to specific research content (e.g., people, review), merging synonyms (e.g., “UX” and “User Experience,” “aging-in-place” and “aging in place”), and standardizing plural forms of keywords (e.g., “assistive technologies” and “assistive technology,” “social robots” and “social robot”). This reduces redundant information in knowledge mapping.

Bibliometric results and analysis

Distribution power (rq1), literature descriptive statistical analysis.

Table 1 presents a detailed descriptive statistical overview of the literature in the field of older adults’ technology acceptance. After deduplication using the CiteSpace software, this study confirmed a valid sample size of 500 articles. Authored by 1839 researchers, the documents encompass 792 research institutions across 54 countries and are published in 217 different academic journals. As of the search cutoff date, these articles have accumulated 13,829 citations, with an annual average of 1156 citations, and an average of 27.66 citations per article. The h-index, a composite metric of quantity and quality of scientific output (Kamrani et al. 2021 ), reached 60 in this study.

Trends in publications and disciplinary distribution

The number of publications and citations are significant indicators of the research field’s development, reflecting its continuity, attention, and impact (Ale Ebrahim et al. 2014 ). The ranking of annual publications and citations in the field of older adults’ technology acceptance studies is presented chronologically in Fig. 2A . The figure shows a clear upward trend in the amount of literature in this field. Between 2013 and 2017, the number of publications increased slowly and decreased in 2018. However, in 2019, the number of publications increased rapidly to 52 and reached a peak of 108 in 2022, which is 6.75 times higher than in 2013. In 2022, the frequency of document citations reached its highest point with 3466 citations, reflecting the widespread recognition and citation of research in this field. Moreover, the curve of the annual number of publications fits a quadratic function, with a goodness-of-fit R 2 of 0.9661, indicating that the number of future publications is expected to increase even more rapidly.

A Trends in trends in annual publications and citations (2013–2023). B Overlay analysis of the distribution of discipline fields.

Figure 2B shows that research on older adults’ technology acceptance involves the integration of multidisciplinary knowledge. According to Web of Science Categories, these 500 articles are distributed across 85 different disciplines. We have tabulated the top ten disciplines by publication volume (Table 2 ), which include Medical Informatics (75 articles, 15.00%), Health Care Sciences & Services (71 articles, 14.20%), Gerontology (61 articles, 12.20%), Public Environmental & Occupational Health (57 articles, 11.40%), and Geriatrics & Gerontology (52 articles, 10.40%), among others. The high output in these disciplines reflects the concentrated global academic interest in this comprehensive research topic. Additionally, interdisciplinary research approaches provide diverse perspectives and a solid theoretical foundation for studies on older adults’ technology acceptance, also paving the way for new research directions.

Knowledge flow analysis

A dual-map overlay is a CiteSpace map superimposed on top of a base map, which shows the interrelationships between journals in different domains, representing the publication and citation activities in each domain (Chen and Leydesdorff 2014 ). The overlay map reveals the link between the citing domain (on the left side) and the cited domain (on the right side), reflecting the knowledge flow of the discipline at the journal level (Leydesdorff and Rafols 2012 ). We utilize the in-built Z-score algorithm of the software to cluster the graph, as shown in Fig. 3 .

The left side shows the citing journal, and the right side shows the cited journal.

Figure 3 shows the distribution of citing journals clusters for older adults’ technology acceptance on the left side, while the right side refers to the main cited journals clusters. Two knowledge flow citation trajectories were obtained; they are presented by the color of the cited regions, and the thickness of these trajectories is proportional to the Z-score scaled frequency of citations (Chen et al. 2014 ). Within the cited regions, the most popular fields with the most records covered are “HEALTH, NURSING, MEDICINE” and “PSYCHOLOGY, EDUCATION, SOCIAL”, and the elliptical aspect ratio of these two fields stands out. Fields have prominent elliptical aspect ratios, highlighting their significant influence on older adults’ technology acceptance research. Additionally, the major citation trajectories originate in these two areas and progress to the frontier research area of “PSYCHOLOGY, EDUCATION, HEALTH”. It is worth noting that the citation trajectory from “PSYCHOLOGY, EDUCATION, SOCIAL” has a significant Z-value (z = 6.81), emphasizing the significance and impact of this development path. In the future, “MATHEMATICS, SYSTEMS, MATHEMATICAL”, “MOLECULAR, BIOLOGY, IMMUNOLOGY”, and “NEUROLOGY, SPORTS, OPHTHALMOLOGY” may become emerging fields. The fields of “MEDICINE, MEDICAL, CLINICAL” may be emerging areas of cutting-edge research.

Main research journals analysis

Table 3 provides statistics for the top ten journals by publication volume in the field of older adults’ technology acceptance. Together, these journals have published 137 articles, accounting for 27.40% of the total publications, indicating that there is no highly concentrated core group of journals in this field, with publications being relatively dispersed. Notably, Computers in Human Behavior , Journal of Medical Internet Research , and International Journal of Human-Computer Interaction each lead with 15 publications. In terms of citation metrics, International Journal of Medical Informatics and Computers in Human Behavior stand out significantly, with the former accumulating a total of 1,904 citations, averaging 211.56 citations per article, and the latter totaling 1,449 citations, with an average of 96.60 citations per article. These figures emphasize the academic authority and widespread impact of these journals within the research field.

Research power (RQ2)

Countries and collaborations analysis.

The analysis revealed the global research pattern for country distribution and collaboration (Chen et al. 2019 ). Figure 4A shows the network of national collaborations on older adults’ technology acceptance research. The size of the bubbles represents the amount of publications in each country, while the thickness of the connecting lines expresses the closeness of the collaboration among countries. Generally, this research subject has received extensive international attention, with China and the USA publishing far more than any other countries. China has established notable research collaborations with the USA, UK and Malaysia in this field, while other countries have collaborations, but the closeness is relatively low and scattered. Figure 4B shows the annual publication volume dynamics of the top ten countries in terms of total publications. Since 2017, China has consistently increased its annual publications, while the USA has remained relatively stable. In 2019, the volume of publications in each country increased significantly, this was largely due to the global outbreak of the COVID-19 pandemic, which has led to increased reliance on information technology among the elderly for medical consultations, online socialization, and health management (Sinha et al. 2021 ). This phenomenon has led to research advances in technology acceptance among older adults in various countries. Table 4 shows that the top ten countries account for 93.20% of the total cumulative number of publications, with each country having published more than 20 papers. Among these ten countries, all of them except China are developed countries, indicating that the research field of older adults’ technology acceptance has received general attention from developed countries. Currently, China and the USA were the leading countries in terms of publications with 111 and 104 respectively, accounting for 22.20% and 20.80%. The UK, Germany, Italy, and the Netherlands also made significant contributions. The USA and China ranked first and second in terms of the number of citations, while the Netherlands had the highest average citations, indicating the high impact and quality of its research. The UK has shown outstanding performance in international cooperation, while the USA highlights its significant academic influence in this field with the highest h-index value.

A National collaboration network. B Annual volume of publications in the top 10 countries.

Institutions and authors analysis

Analyzing the number of publications and citations can reveal an institution’s or author’s research strength and influence in a particular research area (Kwiek 2021 ). Tables 5 and 6 show the statistics of the institutions and authors whose publication counts are in the top ten, respectively. As shown in Table 5 , higher education institutions hold the main position in this research field. Among the top ten institutions, City University of Hong Kong and The University of Hong Kong from China lead with 14 and 9 publications, respectively. City University of Hong Kong has the highest h-index, highlighting its significant influence in the field. It is worth noting that Tilburg University in the Netherlands is not among the top five in terms of publications, but the high average citation count (130.14) of its literature demonstrates the high quality of its research.

After analyzing the authors’ output using Price’s Law (Redner 1998 ), the highest number of publications among the authors counted ( n = 10) defines a publication threshold of 3 for core authors in this research area. As a result of quantitative screening, a total of 63 core authors were identified. Table 6 shows that Chen from Zhejiang University, China, Ziefle from RWTH Aachen University, Germany, and Rogers from Macquarie University, Australia, were the top three authors in terms of the number of publications, with 10, 9, and 8 articles, respectively. In terms of average citation rate, Peek and Wouters, both scholars from the Netherlands, have significantly higher rates than other scholars, with 183.2 and 152.67 respectively. This suggests that their research is of high quality and widely recognized. Additionally, Chen and Rogers have high h-indices in this field.

Knowledge base and theme progress (RQ3)

Research knowledge base.

Co-citation relationships occur when two documents are cited together (Zhang and Zhu 2022 ). Co-citation mapping uses references as nodes to represent the knowledge base of a subject area (Min et al. 2021). Figure 5A illustrates co-occurrence mapping in older adults’ technology acceptance research, where larger nodes signify higher co-citation frequencies. Co-citation cluster analysis can be used to explore knowledge structure and research boundaries (Hota et al. 2020 ; Shiau et al. 2023 ). The co-citation clustering mapping of older adults’ technology acceptance research literature (Fig. 5B ) shows that the Q value of the clustering result is 0.8129 (>0.3), and the average value of the weight S is 0.9391 (>0.7), indicating that the clusters are uniformly distributed with a significant and credible structure. This further proves that the boundaries of the research field are clear and there is significant differentiation in the field. The figure features 18 cluster labels, each associated with thematic color blocks corresponding to different time slices. Highlighted emerging research themes include #2 Smart Home Technology, #7 Social Live, and #10 Customer Service. Furthermore, the clustering labels extracted are primarily classified into three categories: theoretical model deepening, emerging technology applications, research methods and evaluation, as detailed in Table 7 .

A Co-citation analysis of references. B Clustering network analysis of references.

Seminal literature analysis

The top ten nodes in terms of co-citation frequency were selected for further analysis. Table 8 displays the corresponding node information. Studies were categorized into four main groups based on content analysis. (1) Research focusing on specific technology usage by older adults includes studies by Peek et al. ( 2014 ), Ma et al. ( 2016 ), Hoque and Sorwar ( 2017 ), and Li et al. ( 2019 ), who investigated the factors influencing the use of e-technology, smartphones, mHealth, and smart wearables, respectively. (2) Concerning the development of theoretical models of technology acceptance, Chen and Chan ( 2014 ) introduced the Senior Technology Acceptance Model (STAM), and Macedo ( 2017 ) analyzed the predictive power of UTAUT2 in explaining older adults’ intentional behaviors and information technology usage. (3) In exploring older adults’ information technology adoption and behavior, Lee and Coughlin ( 2015 ) emphasized that the adoption of technology by older adults is a multifactorial process that includes performance, price, value, usability, affordability, accessibility, technical support, social support, emotion, independence, experience, and confidence. Yusif et al. ( 2016 ) conducted a literature review examining the key barriers affecting older adults’ adoption of assistive technology, including factors such as privacy, trust, functionality/added value, cost, and stigma. (4) From the perspective of research into older adults’ technology acceptance, Mitzner et al. ( 2019 ) assessed the long-term usage of computer systems designed for the elderly, whereas Guner and Acarturk ( 2020 ) compared information technology usage and acceptance between older and younger adults. The breadth and prevalence of this literature make it a vital reference for researchers in the field, also providing new perspectives and inspiration for future research directions.

Research thematic progress

Burst citation is a node of literature that guides the sudden change in dosage, which usually represents a prominent development or major change in a particular field, with innovative and forward-looking qualities. By analyzing the emergent literature, it is often easy to understand the dynamics of the subject area, mapping the emerging thematic change (Chen et al. 2022 ). Figure 6 shows the burst citation mapping in the field of older adults’ technology acceptance research, with burst citations represented by red nodes (Fig. 6A ). For the ten papers with the highest burst intensity (Fig. 6B ), this study will conduct further analysis in conjunction with literature review.

A Burst detection of co-citation. B The top 10 references with the strongest citation bursts.

As shown in Fig. 6 , Mitzner et al. ( 2010 ) broke the stereotype that older adults are fearful of technology, found that they actually have positive attitudes toward technology, and emphasized the centrality of ease of use and usefulness in the process of technology acceptance. This finding provides an important foundation for subsequent research. During the same period, Wagner et al. ( 2010 ) conducted theory-deepening and applied research on technology acceptance among older adults. The research focused on older adults’ interactions with computers from the perspective of Social Cognitive Theory (SCT). This expanded the understanding of technology acceptance, particularly regarding the relationship between behavior, environment, and other SCT elements. In addition, Pan and Jordan-Marsh ( 2010 ) extended the TAM to examine the interactions among predictors of perceived usefulness, perceived ease of use, subjective norm, and convenience conditions when older adults use the Internet, taking into account the moderating roles of gender and age. Heerink et al. ( 2010 ) adapted and extended the UTAUT, constructed a technology acceptance model specifically designed for older users’ acceptance of assistive social agents, and validated it using controlled experiments and longitudinal data, explaining intention to use by combining functional assessment and social interaction variables.

Then the research theme shifted to an in-depth analysis of the factors influencing technology acceptance among older adults. Two papers with high burst strengths emerged during this period: Peek et al. ( 2014 ) (Strength = 12.04), Chen and Chan ( 2014 ) (Strength = 9.81). Through a systematic literature review and empirical study, Peek STM and Chen K, among others, identified multidimensional factors that influence older adults’ technology acceptance. Peek et al. ( 2014 ) analyzed literature on the acceptance of in-home care technology among older adults and identified six factors that influence their acceptance: concerns about technology, expected benefits, technology needs, technology alternatives, social influences, and older adult characteristics, with a focus on differences between pre- and post-implementation factors. Chen and Chan ( 2014 ) constructed the STAM by administering a questionnaire to 1012 older adults and adding eight important factors, including technology anxiety, self-efficacy, cognitive ability, and physical function, based on the TAM. This enriches the theoretical foundation of the field. In addition, Braun ( 2013 ) highlighted the role of perceived usefulness, trust in social networks, and frequency of Internet use in older adults’ use of social networks, while ease of use and social pressure were not significant influences. These findings contribute to the study of older adults’ technology acceptance within specific technology application domains.

Recent research has focused on empirical studies of personal factors and emerging technologies. Ma et al. ( 2016 ) identified key personal factors affecting smartphone acceptance among older adults through structured questionnaires and face-to-face interviews with 120 participants. The study found that cost, self-satisfaction, and convenience were important factors influencing perceived usefulness and ease of use. This study offers empirical evidence to comprehend the main factors that drive smartphone acceptance among Chinese older adults. Additionally, Yusif et al. ( 2016 ) presented an overview of the obstacles that hinder older adults’ acceptance of assistive technologies, focusing on privacy, trust, and functionality.

In summary, research on older adults’ technology acceptance has shifted from early theoretical deepening and analysis of influencing factors to empirical studies in the areas of personal factors and emerging technologies, which have greatly enriched the theoretical basis of older adults’ technology acceptance and provided practical guidance for the design of emerging technology products.

Research hotspots, evolutionary trends, and quality distribution (RQ4)

Core keywords analysis.

Keywords concise the main idea and core of the literature, and are a refined summary of the research content (Huang et al. 2021 ). In CiteSpace, nodes with a centrality value greater than 0.1 are considered to be critical nodes. Analyzing keywords with high frequency and centrality helps to visualize the hot topics in the research field (Park et al. 2018 ). The merged keywords were imported into CiteSpace, and the top 10 keywords were counted and sorted by frequency and centrality respectively, as shown in Table 9 . The results show that the keyword “TAM” has the highest frequency (92), followed by “UTAUT” (24), which reflects that the in-depth study of the existing technology acceptance model and its theoretical expansion occupy a central position in research related to older adults’ technology acceptance. Furthermore, the terms ‘assistive technology’ and ‘virtual reality’ are both high-frequency and high-centrality terms (frequency = 17, centrality = 0.10), indicating that the research on assistive technology and virtual reality for older adults is the focus of current academic attention.

Research hotspots analysis

Using VOSviewer for keyword co-occurrence analysis organizes keywords into groups or clusters based on their intrinsic connections and frequencies, clearly highlighting the research field’s hot topics. The connectivity among keywords reveals correlations between different topics. To ensure accuracy, the analysis only considered the authors’ keywords. Subsequently, the keywords were filtered by setting the keyword frequency to 5 to obtain the keyword clustering map of the research on older adults’ technology acceptance research keyword clustering mapping (Fig. 7 ), combined with the keyword co-occurrence clustering network (Fig. 7A ) and the corresponding density situation (Fig. 7B ) to make a detailed analysis of the following four groups of clustered themes.

A Co-occurrence clustering network. B Keyword density.

Cluster #1—Research on the factors influencing technology adoption among older adults is a prominent topic, covering age, gender, self-efficacy, attitude, and and intention to use (Berkowsky et al. 2017 ; Wang et al. 2017 ). It also examined older adults’ attitudes towards and acceptance of digital health technologies (Ahmad and Mozelius, 2022 ). Moreover, the COVID-19 pandemic, significantly impacting older adults’ technology attitudes and usage, has underscored the study’s importance and urgency. Therefore, it is crucial to conduct in-depth studies on how older adults accept, adopt, and effectively use new technologies, to address their needs and help them overcome the digital divide within digital inclusion. This will improve their quality of life and healthcare experiences.

Cluster #2—Research focuses on how older adults interact with assistive technologies, especially assistive robots and health monitoring devices, emphasizing trust, usability, and user experience as crucial factors (Halim et al. 2022 ). Moreover, health monitoring technologies effectively track and manage health issues common in older adults, like dementia and mild cognitive impairment (Lussier et al. 2018 ; Piau et al. 2019 ). Interactive exercise games and virtual reality have been deployed to encourage more physical and cognitive engagement among older adults (Campo-Prieto et al. 2021 ). Personalized and innovative technology significantly enhances older adults’ participation, improving their health and well-being.

Cluster #3—Optimizing health management for older adults using mobile technology. With the development of mobile health (mHealth) and health information technology, mobile applications, smartphones, and smart wearable devices have become effective tools to help older users better manage chronic conditions, conduct real-time health monitoring, and even receive telehealth services (Dupuis and Tsotsos 2018 ; Olmedo-Aguirre et al. 2022 ; Kim et al. 2014 ). Additionally, these technologies can mitigate the problem of healthcare resource inequality, especially in developing countries. Older adults’ acceptance and use of these technologies are significantly influenced by their behavioral intentions, motivational factors, and self-management skills. These internal motivational factors, along with external factors, jointly affect older adults’ performance in health management and quality of life.

Cluster #4—Research on technology-assisted home care for older adults is gaining popularity. Environmentally assisted living enhances older adults’ independence and comfort at home, offering essential support and security. This has a crucial impact on promoting healthy aging (Friesen et al. 2016 ; Wahlroos et al. 2023 ). The smart home is a core application in this field, providing a range of solutions that facilitate independent living for the elderly in a highly integrated and user-friendly manner. This fulfills different dimensions of living and health needs (Majumder et al. 2017 ). Moreover, eHealth offers accurate and personalized health management and healthcare services for older adults (Delmastro et al. 2018 ), ensuring their needs are met at home. Research in this field often employs qualitative methods and structural equation modeling to fully understand older adults’ needs and experiences at home and analyze factors influencing technology adoption.

Evolutionary trends analysis

To gain a deeper understanding of the evolutionary trends in research hotspots within the field of older adults’ technology acceptance, we conducted a statistical analysis of the average appearance times of keywords, using CiteSpace to generate the time-zone evolution mapping (Fig. 8 ) and burst keywords. The time-zone mapping visually displays the evolution of keywords over time, intuitively reflecting the frequency and initial appearance of keywords in research, commonly used to identify trends in research topics (Jing et al. 2024a ; Kumar et al. 2021 ). Table 10 lists the top 15 keywords by burst strength, with the red sections indicating high-frequency citations and their burst strength in specific years. These burst keywords reveal the focus and trends of research themes over different periods (Kleinberg 2002 ). Combining insights from the time-zone mapping and burst keywords provides more objective and accurate research insights (Wang et al. 2023b ).

Reflecting the frequency and time of first appearance of keywords in the study.

An integrated analysis of Fig. 8 and Table 10 shows that early research on older adults’ technology acceptance primarily focused on factors such as perceived usefulness, ease of use, and attitudes towards information technology, including their use of computers and the internet (Pan and Jordan-Marsh 2010 ), as well as differences in technology use between older adults and other age groups (Guner and Acarturk 2020 ). Subsequently, the research focus expanded to improving the quality of life for older adults, exploring how technology can optimize health management and enhance the possibility of independent living, emphasizing the significant role of technology in improving the quality of life for the elderly. With ongoing technological advancements, recent research has shifted towards areas such as “virtual reality,” “telehealth,” and “human-robot interaction,” with a focus on the user experience of older adults (Halim et al. 2022 ). The appearance of keywords such as “physical activity” and “exercise” highlights the value of technology in promoting physical activity and health among older adults. This phase of research tends to make cutting-edge technology genuinely serve the practical needs of older adults, achieving its widespread application in daily life. Additionally, research has focused on expanding and quantifying theoretical models of older adults’ technology acceptance, involving keywords such as “perceived risk”, “validation” and “UTAUT”.

In summary, from 2013 to 2023, the field of older adults’ technology acceptance has evolved from initial explorations of influencing factors, to comprehensive enhancements in quality of life and health management, and further to the application and deepening of theoretical models and cutting-edge technologies. This research not only reflects the diversity and complexity of the field but also demonstrates a comprehensive and in-depth understanding of older adults’ interactions with technology across various life scenarios and needs.

Research quality distribution

To reveal the distribution of research quality in the field of older adults’ technology acceptance, a strategic diagram analysis is employed to calculate and illustrate the internal development and interrelationships among various research themes (Xie et al. 2020 ). The strategic diagram uses Centrality as the X-axis and Density as the Y-axis to divide into four quadrants, where the X-axis represents the strength of the connection between thematic clusters and other themes, with higher values indicating a central position in the research field; the Y-axis indicates the level of development within the thematic clusters, with higher values denoting a more mature and widely recognized field (Li and Zhou 2020 ).

Through cluster analysis and manual verification, this study categorized 61 core keywords (Frequency ≥5) into 11 thematic clusters. Subsequently, based on the keywords covered by each thematic cluster, the research themes and their directions for each cluster were summarized (Table 11 ), and the centrality and density coordinates for each cluster were precisely calculated (Table 12 ). Finally, a strategic diagram of the older adults’ technology acceptance research field was constructed (Fig. 9 ). Based on the distribution of thematic clusters across the quadrants in the strategic diagram, the structure and developmental trends of the field were interpreted.

Classification and visualization of theme clusters based on density and centrality.

As illustrated in Fig. 9 , (1) the theme clusters of #3 Usage Experience and #4 Assisted Living Technology are in the first quadrant, characterized by high centrality and density. Their internal cohesion and close links with other themes indicate their mature development, systematic research content or directions have been formed, and they have a significant influence on other themes. These themes play a central role in the field of older adults’ technology acceptance and have promising prospects. (2) The theme clusters of #6 Smart Devices, #9 Theoretical Models, and #10 Mobile Health Applications are in the second quadrant, with higher density but lower centrality. These themes have strong internal connections but weaker external links, indicating that these three themes have received widespread attention from researchers and have been the subject of related research, but more as self-contained systems and exhibit independence. Therefore, future research should further explore in-depth cooperation and cross-application with other themes. (3) The theme clusters of #7 Human-Robot Interaction, #8 Characteristics of the Elderly, and #11 Research Methods are in the third quadrant, with lower centrality and density. These themes are loosely connected internally and have weak links with others, indicating their developmental immaturity. Compared to other topics, they belong to the lower attention edge and niche themes, and there is a need for further investigation. (4) The theme clusters of #1 Digital Healthcare Technology, #2 Psychological Factors, and #5 Socio-Cultural Factors are located in the fourth quadrant, with high centrality but low density. Although closely associated with other research themes, the internal cohesion within these clusters is relatively weak. This suggests that while these themes are closely linked to other research areas, their own development remains underdeveloped, indicating a core immaturity. Nevertheless, these themes are crucial within the research domain of elderly technology acceptance and possess significant potential for future exploration.

Discussion on distribution power (RQ1)

Over the past decade, academic interest and influence in the area of older adults’ technology acceptance have significantly increased. This trend is evidenced by a quantitative analysis of publication and citation volumes, particularly noticeable in 2019 and 2022, where there was a substantial rise in both metrics. The rise is closely linked to the widespread adoption of emerging technologies such as smart homes, wearable devices, and telemedicine among older adults. While these technologies have enhanced their quality of life, they also pose numerous challenges, sparking extensive research into their acceptance, usage behaviors, and influencing factors among the older adults (Pirzada et al. 2022 ; Garcia Reyes et al. 2023 ). Furthermore, the COVID-19 pandemic led to a surge in technology demand among older adults, especially in areas like medical consultation, online socialization, and health management, further highlighting the importance and challenges of technology. Health risks and social isolation have compelled older adults to rely on technology for daily activities, accelerating its adoption and application within this demographic. This phenomenon has made technology acceptance a critical issue, driving societal and academic focus on the study of technology acceptance among older adults.

The flow of knowledge at the level of high-output disciplines and journals, along with the primary publishing outlets, indicates the highly interdisciplinary nature of research into older adults’ technology acceptance. This reflects the complexity and breadth of issues related to older adults’ technology acceptance, necessitating the integration of multidisciplinary knowledge and approaches. Currently, research is primarily focused on medical health and human-computer interaction, demonstrating academic interest in improving health and quality of life for older adults and addressing the urgent needs related to their interactions with technology. In the field of medical health, research aims to provide advanced and innovative healthcare technologies and services to meet the challenges of an aging population while improving the quality of life for older adults (Abdi et al. 2020 ; Wilson et al. 2021 ). In the field of human-computer interaction, research is focused on developing smarter and more user-friendly interaction models to meet the needs of older adults in the digital age, enabling them to actively participate in social activities and enjoy a higher quality of life (Sayago, 2019 ). These studies are crucial for addressing the challenges faced by aging societies, providing increased support and opportunities for the health, welfare, and social participation of older adults.

Discussion on research power (RQ2)

This study analyzes leading countries and collaboration networks, core institutions and authors, revealing the global research landscape and distribution of research strength in the field of older adults’ technology acceptance, and presents quantitative data on global research trends. From the analysis of country distribution and collaborations, China and the USA hold dominant positions in this field, with developed countries like the UK, Germany, Italy, and the Netherlands also excelling in international cooperation and research influence. The significant investment in technological research and the focus on the technological needs of older adults by many developed countries reflect their rapidly aging societies, policy support, and resource allocation.

China is the only developing country that has become a major contributor in this field, indicating its growing research capabilities and high priority given to aging societies and technological innovation. Additionally, China has close collaborations with countries such as USA, the UK, and Malaysia, driven not only by technological research needs but also by shared challenges and complementarities in aging issues among these nations. For instance, the UK has extensive experience in social welfare and aging research, providing valuable theoretical guidance and practical experience. International collaborations, aimed at addressing the challenges of aging, integrate the strengths of various countries, advancing in-depth and widespread development in the research of technology acceptance among older adults.

At the institutional and author level, City University of Hong Kong leads in publication volume, with research teams led by Chan and Chen demonstrating significant academic activity and contributions. Their research primarily focuses on older adults’ acceptance and usage behaviors of various technologies, including smartphones, smart wearables, and social robots (Chen et al. 2015 ; Li et al. 2019 ; Ma et al. 2016 ). These studies, targeting specific needs and product characteristics of older adults, have developed new models of technology acceptance based on existing frameworks, enhancing the integration of these technologies into their daily lives and laying a foundation for further advancements in the field. Although Tilburg University has a smaller publication output, it holds significant influence in the field of older adults’ technology acceptance. Particularly, the high citation rate of Peek’s studies highlights their excellence in research. Peek extensively explored older adults’ acceptance and usage of home care technologies, revealing the complexity and dynamics of their technology use behaviors. His research spans from identifying systemic influencing factors (Peek et al. 2014 ; Peek et al. 2016 ), emphasizing familial impacts (Luijkx et al. 2015 ), to constructing comprehensive models (Peek et al. 2017 ), and examining the dynamics of long-term usage (Peek et al. 2019 ), fully reflecting the evolving technology landscape and the changing needs of older adults. Additionally, the ongoing contributions of researchers like Ziefle, Rogers, and Wouters in the field of older adults’ technology acceptance demonstrate their research influence and leadership. These researchers have significantly enriched the knowledge base in this area with their diverse perspectives. For instance, Ziefle has uncovered the complex attitudes of older adults towards technology usage, especially the trade-offs between privacy and security, and how different types of activities affect their privacy needs (Maidhof et al. 2023 ; Mujirishvili et al. 2023 ; Schomakers and Ziefle 2023 ; Wilkowska et al. 2022 ), reflecting a deep exploration and ongoing innovation in the field of older adults’ technology acceptance.

Discussion on knowledge base and thematic progress (RQ3)

Through co-citation analysis and systematic review of seminal literature, this study reveals the knowledge foundation and thematic progress in the field of older adults’ technology acceptance. Co-citation networks and cluster analyses illustrate the structural themes of the research, delineating the differentiation and boundaries within this field. Additionally, burst detection analysis offers a valuable perspective for understanding the thematic evolution in the field of technology acceptance among older adults. The development and innovation of theoretical models are foundational to this research. Researchers enhance the explanatory power of constructed models by deepening and expanding existing technology acceptance theories to address theoretical limitations. For instance, Heerink et al. ( 2010 ) modified and expanded the UTAUT model by integrating functional assessment and social interaction variables to create the almere model. This model significantly enhances the ability to explain the intentions of older users in utilizing assistive social agents and improves the explanation of actual usage behaviors. Additionally, Chen and Chan ( 2014 ) extended the TAM to include age-related health and capability features of older adults, creating the STAM, which substantially improves predictions of older adults’ technology usage behaviors. Personal attributes, health and capability features, and facilitating conditions have a direct impact on technology acceptance. These factors more effectively predict older adults’ technology usage behaviors than traditional attitudinal factors.

With the advancement of technology and the application of emerging technologies, new research topics have emerged, increasingly focusing on older adults’ acceptance and use of these technologies. Prior to this, the study by Mitzner et al. ( 2010 ) challenged the stereotype of older adults’ conservative attitudes towards technology, highlighting the central roles of usability and usefulness in the technology acceptance process. This discovery laid an important foundation for subsequent research. Research fields such as “smart home technology,” “social life,” and “customer service” are emerging, indicating a shift in focus towards the practical and social applications of technology in older adults’ lives. Research not only focuses on the technology itself but also on how these technologies integrate into older adults’ daily lives and how they can improve the quality of life through technology. For instance, studies such as those by Ma et al. ( 2016 ), Hoque and Sorwar ( 2017 ), and Li et al. ( 2019 ) have explored factors influencing older adults’ use of smartphones, mHealth, and smart wearable devices.

Furthermore, the diversification of research methodologies and innovation in evaluation techniques, such as the use of mixed methods, structural equation modeling (SEM), and neural network (NN) approaches, have enhanced the rigor and reliability of the findings, enabling more precise identification of the factors and mechanisms influencing technology acceptance. Talukder et al. ( 2020 ) employed an effective multimethodological strategy by integrating SEM and NN to leverage the complementary strengths of both approaches, thus overcoming their individual limitations and more accurately analyzing and predicting older adults’ acceptance of wearable health technologies (WHT). SEM is utilized to assess the determinants’ impact on the adoption of WHT, while neural network models validate SEM outcomes and predict the significance of key determinants. This combined approach not only boosts the models’ reliability and explanatory power but also provides a nuanced understanding of the motivations and barriers behind older adults’ acceptance of WHT, offering deep research insights.

Overall, co-citation analysis of the literature in the field of older adults’ technology acceptance has uncovered deeper theoretical modeling and empirical studies on emerging technologies, while emphasizing the importance of research methodological and evaluation innovations in understanding complex social science issues. These findings are crucial for guiding the design and marketing strategies of future technology products, especially in the rapidly growing market of older adults.

Discussion on research hotspots and evolutionary trends (RQ4)

By analyzing core keywords, we can gain deep insights into the hot topics, evolutionary trends, and quality distribution of research in the field of older adults’ technology acceptance. The frequent occurrence of the keywords “TAM” and “UTAUT” indicates that the applicability and theoretical extension of existing technology acceptance models among older adults remain a focal point in academia. This phenomenon underscores the enduring influence of the studies by Davis ( 1989 ) and Venkatesh et al. ( 2003 ), whose models provide a robust theoretical framework for explaining and predicting older adults’ acceptance and usage of emerging technologies. With the widespread application of artificial intelligence (AI) and big data technologies, these theoretical models have incorporated new variables such as perceived risk, trust, and privacy issues (Amin et al. 2024 ; Chen et al. 2024 ; Jing et al. 2024b ; Seibert et al. 2021 ; Wang et al. 2024b ), advancing the theoretical depth and empirical research in this field.

Keyword co-occurrence cluster analysis has revealed multiple research hotspots in the field, including factors influencing technology adoption, interactive experiences between older adults and assistive technologies, the application of mobile health technology in health management, and technology-assisted home care. These studies primarily focus on enhancing the quality of life and health management of older adults through emerging technologies, particularly in the areas of ambient assisted living, smart health monitoring, and intelligent medical care. In these domains, the role of AI technology is increasingly significant (Qian et al. 2021 ; Ho 2020 ). With the evolution of next-generation information technologies, AI is increasingly integrated into elder care systems, offering intelligent, efficient, and personalized service solutions by analyzing the lifestyles and health conditions of older adults. This integration aims to enhance older adults’ quality of life in aspects such as health monitoring and alerts, rehabilitation assistance, daily health management, and emotional support (Lee et al. 2023 ). A survey indicates that 83% of older adults prefer AI-driven solutions when selecting smart products, demonstrating the increasing acceptance of AI in elder care (Zhao and Li 2024 ). Integrating AI into elder care presents both opportunities and challenges, particularly in terms of user acceptance, trust, and long-term usage effects, which warrant further exploration (Mhlanga 2023 ). These studies will help better understand the profound impact of AI technology on the lifestyles of older adults and provide critical references for optimizing AI-driven elder care services.

The Time-zone evolution mapping and burst keyword analysis further reveal the evolutionary trends of research hotspots. Early studies focused on basic technology acceptance models and user perceptions, later expanding to include quality of life and health management. In recent years, research has increasingly focused on cutting-edge technologies such as virtual reality, telehealth, and human-robot interaction, with a concurrent emphasis on the user experience of older adults. This evolutionary process demonstrates a deepening shift from theoretical models to practical applications, underscoring the significant role of technology in enhancing the quality of life for older adults. Furthermore, the strategic coordinate mapping analysis clearly demonstrates the development and mutual influence of different research themes. High centrality and density in the themes of Usage Experience and Assisted Living Technology indicate their mature research status and significant impact on other themes. The themes of Smart Devices, Theoretical Models, and Mobile Health Applications demonstrate self-contained research trends. The themes of Human-Robot Interaction, Characteristics of the Elderly, and Research Methods are not yet mature, but they hold potential for development. Themes of Digital Healthcare Technology, Psychological Factors, and Socio-Cultural Factors are closely related to other themes, displaying core immaturity but significant potential.

In summary, the research hotspots in the field of older adults’ technology acceptance are diverse and dynamic, demonstrating the academic community’s profound understanding of how older adults interact with technology across various life contexts and needs. Under the influence of AI and big data, research should continue to focus on the application of emerging technologies among older adults, exploring in depth how they adapt to and effectively use these technologies. This not only enhances the quality of life and healthcare experiences for older adults but also drives ongoing innovation and development in this field.

Research agenda

Based on the above research findings, to further understand and promote technology acceptance and usage among older adults, we recommend future studies focus on refining theoretical models, exploring long-term usage, and assessing user experience in the following detailed aspects:

Refinement and validation of specific technology acceptance models for older adults: Future research should focus on developing and validating technology acceptance models based on individual characteristics, particularly considering variations in technology acceptance among older adults across different educational levels and cultural backgrounds. This includes factors such as age, gender, educational background, and cultural differences. Additionally, research should examine how well specific technologies, such as wearable devices and mobile health applications, meet the needs of older adults. Building on existing theoretical models, this research should integrate insights from multiple disciplines such as psychology, sociology, design, and engineering through interdisciplinary collaboration to create more accurate and comprehensive models, which should then be validated in relevant contexts.

Deepening the exploration of the relationship between long-term technology use and quality of life among older adults: The acceptance and use of technology by users is a complex and dynamic process (Seuwou et al. 2016 ). Existing research predominantly focuses on older adults’ initial acceptance or short-term use of new technologies; however, the impact of long-term use on their quality of life and health is more significant. Future research should focus on the evolution of older adults’ experiences and needs during long-term technology usage, and the enduring effects of technology on their social interactions, mental health, and life satisfaction. Through longitudinal studies and qualitative analysis, this research reveals the specific needs and challenges of older adults in long-term technology use, providing a basis for developing technologies and strategies that better meet their requirements. This understanding aids in comprehensively assessing the impact of technology on older adults’ quality of life and guiding the optimization and improvement of technological products.

Evaluating the Importance of User Experience in Research on Older Adults’ Technology Acceptance: Understanding the mechanisms of information technology acceptance and use is central to human-computer interaction research. Although technology acceptance models and user experience models differ in objectives, they share many potential intersections. Technology acceptance research focuses on structured prediction and assessment, while user experience research concentrates on interpreting design impacts and new frameworks. Integrating user experience to assess older adults’ acceptance of technology products and systems is crucial (Codfrey et al. 2022 ; Wang et al. 2019 ), particularly for older users, where specific product designs should emphasize practicality and usability (Fisk et al. 2020 ). Researchers need to explore innovative age-appropriate design methods to enhance older adults’ usage experience. This includes studying older users’ actual usage preferences and behaviors, optimizing user interfaces, and interaction designs. Integrating feedback from older adults to tailor products to their needs can further promote their acceptance and continued use of technology products.

Conclusions

This study conducted a systematic review of the literature on older adults’ technology acceptance over the past decade through bibliometric analysis, focusing on the distribution power, research power, knowledge base and theme progress, research hotspots, evolutionary trends, and quality distribution. Using a combination of quantitative and qualitative methods, this study has reached the following conclusions:

Technology acceptance among older adults has become a hot topic in the international academic community, involving the integration of knowledge across multiple disciplines, including Medical Informatics, Health Care Sciences Services, and Ergonomics. In terms of journals, “PSYCHOLOGY, EDUCATION, HEALTH” represents a leading field, with key publications including Computers in Human Behavior , Journal of Medical Internet Research , and International Journal of Human-Computer Interaction . These journals possess significant academic authority and extensive influence in the field.

Research on technology acceptance among older adults is particularly active in developed countries, with China and USA publishing significantly more than other nations. The Netherlands leads in high average citation rates, indicating the depth and impact of its research. Meanwhile, the UK stands out in terms of international collaboration. At the institutional level, City University of Hong Kong and The University of Hong Kong in China are in leading positions. Tilburg University in the Netherlands demonstrates exceptional research quality through its high average citation count. At the author level, Chen from China has the highest number of publications, while Peek from the Netherlands has the highest average citation count.

Co-citation analysis of references indicates that the knowledge base in this field is divided into three main categories: theoretical model deepening, emerging technology applications, and research methods and evaluation. Seminal literature focuses on four areas: specific technology use by older adults, expansion of theoretical models of technology acceptance, information technology adoption behavior, and research perspectives. Research themes have evolved from initial theoretical deepening and analysis of influencing factors to empirical studies on individual factors and emerging technologies.

Keyword analysis indicates that TAM and UTAUT are the most frequently occurring terms, while “assistive technology” and “virtual reality” are focal points with high frequency and centrality. Keyword clustering analysis reveals that research hotspots are concentrated on the influencing factors of technology adoption, human-robot interaction experiences, mobile health management, and technology for aging in place. Time-zone evolution mapping and burst keyword analysis have revealed the research evolution from preliminary exploration of influencing factors, to enhancements in quality of life and health management, and onto advanced technology applications and deepening of theoretical models. Furthermore, analysis of research quality distribution indicates that Usage Experience and Assisted Living Technology have become core topics, while Smart Devices, Theoretical Models, and Mobile Health Applications point towards future research directions.

Through this study, we have systematically reviewed the dynamics, core issues, and evolutionary trends in the field of older adults’ technology acceptance, constructing a comprehensive Knowledge Mapping of the domain and presenting a clear framework of existing research. This not only lays the foundation for subsequent theoretical discussions and innovative applications in the field but also provides an important reference for relevant scholars.

Limitations

To our knowledge, this is the first bibliometric analysis concerning technology acceptance among older adults, and we adhered strictly to bibliometric standards throughout our research. However, this study relies on the Web of Science Core Collection, and while its authority and breadth are widely recognized, this choice may have missed relevant literature published in other significant databases such as PubMed, Scopus, and Google Scholar, potentially overlooking some critical academic contributions. Moreover, given that our analysis was confined to literature in English, it may not reflect studies published in other languages, somewhat limiting the global representativeness of our data sample.

It is noteworthy that with the rapid development of AI technology, its increasingly widespread application in elderly care services is significantly transforming traditional care models. AI is profoundly altering the lifestyles of the elderly, from health monitoring and smart diagnostics to intelligent home systems and personalized care, significantly enhancing their quality of life and health care standards. The potential for AI technology within the elderly population is immense, and research in this area is rapidly expanding. However, due to the restrictive nature of the search terms used in this study, it did not fully cover research in this critical area, particularly in addressing key issues such as trust, privacy, and ethics.

Consequently, future research should not only expand data sources, incorporating multilingual and multidatabase literature, but also particularly focus on exploring older adults’ acceptance of AI technology and its applications, in order to construct a more comprehensive academic landscape of older adults’ technology acceptance, thereby enriching and extending the knowledge system and academic trends in this field.

Data availability

The datasets analyzed during the current study are available in the Dataverse repository: https://doi.org/10.7910/DVN/6K0GJH .

Abdi S, de Witte L, Hawley M (2020) Emerging technologies with potential care and support applications for older people: review of gray literature. JMIR Aging 3(2):e17286. https://doi.org/10.2196/17286

Article PubMed PubMed Central Google Scholar

Achuthan K, Nair VK, Kowalski R, Ramanathan S, Raman R (2023) Cyberbullying research—Alignment to sustainable development and impact of COVID-19: Bibliometrics and science mapping analysis. Comput Human Behav 140:107566. https://doi.org/10.1016/j.chb.2022.107566

Article Google Scholar

Ahmad A, Mozelius P (2022) Human-Computer Interaction for Older Adults: a Literature Review on Technology Acceptance of eHealth Systems. J Eng Res Sci 1(4):119–126. https://doi.org/10.55708/js0104014

Ale Ebrahim N, Salehi H, Embi MA, Habibi F, Gholizadeh H, Motahar SM (2014) Visibility and citation impact. Int Educ Stud 7(4):120–125. https://doi.org/10.5539/ies.v7n4p120

Amin MS, Johnson VL, Prybutok V, Koh CE (2024) An investigation into factors affecting the willingness to disclose personal health information when using AI-enabled caregiver robots. Ind Manag Data Syst 124(4):1677–1699. https://doi.org/10.1108/IMDS-09-2023-0608

Baer NR, Vietzke J, Schenk L (2022) Middle-aged and older adults’ acceptance of mobile nutrition and fitness apps: a systematic mixed studies review. PLoS One 17(12):e0278879. https://doi.org/10.1371/journal.pone.0278879

Article PubMed PubMed Central CAS Google Scholar

Barnard Y, Bradley MD, Hodgson F, Lloyd AD (2013) Learning to use new technologies by older adults: Perceived difficulties, experimentation behaviour and usability. Comput Human Behav 29(4):1715–1724. https://doi.org/10.1016/j.chb.2013.02.006

Berkowsky RW, Sharit J, Czaja SJ (2017) Factors predicting decisions about technology adoption among older adults. Innov Aging 3(1):igy002. https://doi.org/10.1093/geroni/igy002

Braun MT (2013) Obstacles to social networking website use among older adults. Comput Human Behav 29(3):673–680. https://doi.org/10.1016/j.chb.2012.12.004

Article MathSciNet Google Scholar

Campo-Prieto P, Rodríguez-Fuentes G, Cancela-Carral JM (2021) Immersive virtual reality exergame promotes the practice of physical activity in older people: An opportunity during COVID-19. Multimodal Technol Interact 5(9):52. https://doi.org/10.3390/mti5090052

Chen C (2006) CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature. J Am Soc Inf Sci Technol 57(3):359–377. https://doi.org/10.1002/asi.20317

Chen C, Dubin R, Kim MC (2014) Emerging trends and new developments in regenerative medicine: a scientometric update (2000–2014). Expert Opin Biol Ther 14(9):1295–1317. https://doi.org/10.1517/14712598.2014.920813

Article PubMed Google Scholar

Chen C, Leydesdorff L (2014) Patterns of connections and movements in dual‐map overlays: A new method of publication portfolio analysis. J Assoc Inf Sci Technol 65(2):334–351. https://doi.org/10.1002/asi.22968

Chen J, Wang C, Tang Y (2022) Knowledge mapping of volunteer motivation: A bibliometric analysis and cross-cultural comparative study. Front Psychol 13:883150. https://doi.org/10.3389/fpsyg.2022.883150

Chen JY, Liu YD, Dai J, Wang CL (2023) Development and status of moral education research: Visual analysis based on knowledge graph. Front Psychol 13:1079955. https://doi.org/10.3389/fpsyg.2022.1079955

Chen K, Chan AH (2011) A review of technology acceptance by older adults. Gerontechnology 10(1):1–12. https://doi.org/10.4017/gt.2011.10.01.006.00

Chen K, Chan AH (2014) Gerontechnology acceptance by elderly Hong Kong Chinese: a senior technology acceptance model (STAM). Ergonomics 57(5):635–652. https://doi.org/10.1080/00140139.2014.895855

Chen K, Zhang Y, Fu X (2019) International research collaboration: An emerging domain of innovation studies? Res Policy 48(1):149–168. https://doi.org/10.1016/j.respol.2018.08.005

Article CAS Google Scholar

Chen X, Hu Z, Wang C (2024) Empowering education development through AIGC: A systematic literature review. Educ Inf Technol 1–53. https://doi.org/10.1007/s10639-024-12549-7

Chen Y, Chen CM, Liu ZY, Hu ZG, Wang XW (2015) The methodology function of CiteSpace mapping knowledge domains. Stud Sci Sci 33(2):242–253. https://doi.org/10.16192/j.cnki.1003-2053.2015.02.009

Codfrey GS, Baharum A, Zain NHM, Omar M, Deris FD (2022) User Experience in Product Design and Development: Perspectives and Strategies. Math Stat Eng Appl 71(2):257–262. https://doi.org/10.17762/msea.v71i2.83

Dai J, Zhang X, Wang CL (2024) A meta-analysis of learners’ continuance intention toward online education platforms. Educ Inf Technol 1–36. https://doi.org/10.1007/s10639-024-12654-7

Davis FD (1989) Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Q 13(3):319–340. https://doi.org/10.2307/249008

Delmastro F, Dolciotti C, Palumbo F, Magrini M, Di Martino F, La Rosa D, Barcaro U (2018) Long-term care: how to improve the quality of life with mobile and e-health services. In 2018 14th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), pp. 12–19. IEEE. https://doi.org/10.1109/WiMOB.2018.8589157

Dupuis K, Tsotsos LE (2018) Technology for remote health monitoring in an older population: a role for mobile devices. Multimodal Technol Interact 2(3):43. https://doi.org/10.3390/mti2030043

Ferguson C, Hickman LD, Turkmani S, Breen P, Gargiulo G, Inglis SC (2021) Wearables only work on patients that wear them”: Barriers and facilitators to the adoption of wearable cardiac monitoring technologies. Cardiovasc Digit Health J 2(2):137–147. https://doi.org/10.1016/j.cvdhj.2021.02.001

Fisk AD, Czaja SJ, Rogers WA, Charness N, Sharit J (2020) Designing for older adults: Principles and creative human factors approaches. CRC Press. https://doi.org/10.1201/9781420080681

Friesen S, Brémault-Phillips S, Rudrum L, Rogers LG (2016) Environmental design that supports healthy aging: Evaluating a new supportive living facility. J Hous Elderly 30(1):18–34. https://doi.org/10.1080/02763893.2015.1129380

Garcia Reyes EP, Kelly R, Buchanan G, Waycott J (2023) Understanding Older Adults’ Experiences With Technologies for Health Self-management: Interview Study. JMIR Aging 6:e43197. https://doi.org/10.2196/43197

Geng Z, Wang J, Liu J, Miao J (2024) Bibliometric analysis of the development, current status, and trends in adult degenerative scoliosis research: A systematic review from 1998 to 2023. J Pain Res 17:153–169. https://doi.org/10.2147/JPR.S437575

González A, Ramírez MP, Viadel V (2012) Attitudes of the elderly toward information and communications technologies. Educ Gerontol 38(9):585–594. https://doi.org/10.1080/03601277.2011.595314

Guner H, Acarturk C (2020) The use and acceptance of ICT by senior citizens: a comparison of technology acceptance model (TAM) for elderly and young adults. Univ Access Inf Soc 19(2):311–330. https://doi.org/10.1007/s10209-018-0642-4

Halim I, Saptari A, Perumal PA, Abdullah Z, Abdullah S, Muhammad MN (2022) A Review on Usability and User Experience of Assistive Social Robots for Older Persons. Int J Integr Eng 14(6):102–124. https://penerbit.uthm.edu.my/ojs/index.php/ijie/article/view/8566

He Y, He Q, Liu Q (2022) Technology acceptance in socially assistive robots: Scoping review of models, measurement, and influencing factors. J Healthc Eng 2022(1):6334732. https://doi.org/10.1155/2022/6334732

Heerink M, Kröse B, Evers V, Wielinga B (2010) Assessing acceptance of assistive social agent technology by older adults: the almere model. Int J Soc Robot 2:361–375. https://doi.org/10.1007/s12369-010-0068-5

Ho A (2020) Are we ready for artificial intelligence health monitoring in elder care? BMC Geriatr 20(1):358. https://doi.org/10.1186/s12877-020-01764-9

Hoque R, Sorwar G (2017) Understanding factors influencing the adoption of mHealth by the elderly: An extension of the UTAUT model. Int J Med Inform 101:75–84. https://doi.org/10.1016/j.ijmedinf.2017.02.002

Hota PK, Subramanian B, Narayanamurthy G (2020) Mapping the intellectual structure of social entrepreneurship research: A citation/co-citation analysis. J Bus Ethics 166(1):89–114. https://doi.org/10.1007/s10551-019-04129-4

Huang R, Yan P, Yang X (2021) Knowledge map visualization of technology hotspots and development trends in China’s textile manufacturing industry. IET Collab Intell Manuf 3(3):243–251. https://doi.org/10.1049/cim2.12024

Article ADS Google Scholar

Jing Y, Wang C, Chen Y, Wang H, Yu T, Shadiev R (2023) Bibliometric mapping techniques in educational technology research: A systematic literature review. Educ Inf Technol 1–29. https://doi.org/10.1007/s10639-023-12178-6

Jing YH, Wang CL, Chen ZY, Shen SS, Shadiev R (2024a) A Bibliometric Analysis of Studies on Technology-Supported Learning Environments: Hotopics and Frontier Evolution. J Comput Assist Learn 1–16. https://doi.org/10.1111/jcal.12934

Jing YH, Wang HM, Chen XJ, Wang CL (2024b) What factors will affect the effectiveness of using ChatGPT to solve programming problems? A quasi-experimental study. Humanit Soc Sci Commun 11:319. https://doi.org/10.1057/s41599-024-02751-w

Kamrani P, Dorsch I, Stock WG (2021) Do researchers know what the h-index is? And how do they estimate its importance? Scientometrics 126(7):5489–5508. https://doi.org/10.1007/s11192-021-03968-1

Kim HS, Lee KH, Kim H, Kim JH (2014) Using mobile phones in healthcare management for the elderly. Maturitas 79(4):381–388. https://doi.org/10.1016/j.maturitas.2014.08.013

Article MathSciNet PubMed Google Scholar

Kleinberg J (2002) Bursty and hierarchical structure in streams. In Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 91–101. https://doi.org/10.1145/775047.775061

Kruse C, Fohn J, Wilson N, Patlan EN, Zipp S, Mileski M (2020) Utilization barriers and medical outcomes commensurate with the use of telehealth among older adults: systematic review. JMIR Med Inform 8(8):e20359. https://doi.org/10.2196/20359

Kumar S, Lim WM, Pandey N, Christopher Westland J (2021) 20 years of electronic commerce research. Electron Commer Res 21:1–40. https://doi.org/10.1007/s10660-021-09464-1

Kwiek M (2021) What large-scale publication and citation data tell us about international research collaboration in Europe: Changing national patterns in global contexts. Stud High Educ 46(12):2629–2649. https://doi.org/10.1080/03075079.2020.1749254

Lee C, Coughlin JF (2015) PERSPECTIVE: Older adults’ adoption of technology: an integrated approach to identifying determinants and barriers. J Prod Innov Manag 32(5):747–759. https://doi.org/10.1111/jpim.12176

Lee CH, Wang C, Fan X, Li F, Chen CH (2023) Artificial intelligence-enabled digital transformation in elderly healthcare field: scoping review. Adv Eng Inform 55:101874. https://doi.org/10.1016/j.aei.2023.101874

Leydesdorff L, Rafols I (2012) Interactive overlays: A new method for generating global journal maps from Web-of-Science data. J Informetr 6(2):318–332. https://doi.org/10.1016/j.joi.2011.11.003

Li J, Ma Q, Chan AH, Man S (2019) Health monitoring through wearable technologies for older adults: Smart wearables acceptance model. Appl Ergon 75:162–169. https://doi.org/10.1016/j.apergo.2018.10.006

Article ADS PubMed Google Scholar

Li X, Zhou D (2020) Product design requirement information visualization approach for intelligent manufacturing services. China Mech Eng 31(07):871, http://www.cmemo.org.cn/EN/Y2020/V31/I07/871

Google Scholar

Lin Y, Yu Z (2024a) An integrated bibliometric analysis and systematic review modelling students’ technostress in higher education. Behav Inf Technol 1–25. https://doi.org/10.1080/0144929X.2024.2332458

Lin Y, Yu Z (2024b) A bibliometric analysis of artificial intelligence chatbots in educational contexts. Interact Technol Smart Educ 21(2):189–213. https://doi.org/10.1108/ITSE-12-2022-0165

Liu L, Duffy VG (2023) Exploring the future development of Artificial Intelligence (AI) applications in chatbots: a bibliometric analysis. Int J Soc Robot 15(5):703–716. https://doi.org/10.1007/s12369-022-00956-0

Liu R, Li X, Chu J (2022) Evolution of applied variables in the research on technology acceptance of the elderly. In: International Conference on Human-Computer Interaction, Cham: Springer International Publishing, pp 500–520. https://doi.org/10.1007/978-3-031-05581-23_5

Luijkx K, Peek S, Wouters E (2015) “Grandma, you should do it—It’s cool” Older Adults and the Role of Family Members in Their Acceptance of Technology. Int J Environ Res Public Health 12(12):15470–15485. https://doi.org/10.3390/ijerph121214999

Lussier M, Lavoie M, Giroux S, Consel C, Guay M, Macoir J, Bier N (2018) Early detection of mild cognitive impairment with in-home monitoring sensor technologies using functional measures: a systematic review. IEEE J Biomed Health Inform 23(2):838–847. https://doi.org/10.1109/JBHI.2018.2834317

López-Robles JR, Otegi-Olaso JR, Porto Gomez I, Gamboa-Rosales NK, Gamboa-Rosales H, Robles-Berumen H (2018) Bibliometric network analysis to identify the intellectual structure and evolution of the big data research field. In: International Conference on Intelligent Data Engineering and Automated Learning, Cham: Springer International Publishing, pp 113–120. https://doi.org/10.1007/978-3-030-03496-2_13

Ma Q, Chan AH, Chen K (2016) Personal and other factors affecting acceptance of smartphone technology by older Chinese adults. Appl Ergon 54:62–71. https://doi.org/10.1016/j.apergo.2015.11.015

Ma Q, Chan AHS, Teh PL (2021) Insights into Older Adults’ Technology Acceptance through Meta-Analysis. Int J Hum-Comput Interact 37(11):1049–1062. https://doi.org/10.1080/10447318.2020.1865005

Macedo IM (2017) Predicting the acceptance and use of information and communication technology by older adults: An empirical examination of the revised UTAUT2. Comput Human Behav 75:935–948. https://doi.org/10.1016/j.chb.2017.06.013

Maidhof C, Offermann J, Ziefle M (2023) Eyes on privacy: acceptance of video-based AAL impacted by activities being filmed. Front Public Health 11:1186944. https://doi.org/10.3389/fpubh.2023.1186944

Majumder S, Aghayi E, Noferesti M, Memarzadeh-Tehran H, Mondal T, Pang Z, Deen MJ (2017) Smart homes for elderly healthcare—Recent advances and research challenges. Sensors 17(11):2496. https://doi.org/10.3390/s17112496

Article ADS PubMed PubMed Central Google Scholar

Mhlanga D (2023) Artificial Intelligence in elderly care: Navigating ethical and responsible AI adoption for seniors. Available at SSRN 4675564. 4675564 min) Identifying citation patterns of scientific breakthroughs: A perspective of dynamic citation process. Inf Process Manag 58(1):102428. https://doi.org/10.1016/j.ipm.2020.102428

Mitzner TL, Boron JB, Fausset CB, Adams AE, Charness N, Czaja SJ, Sharit J (2010) Older adults talk technology: Technology usage and attitudes. Comput Human Behav 26(6):1710–1721. https://doi.org/10.1016/j.chb.2010.06.020

Mitzner TL, Savla J, Boot WR, Sharit J, Charness N, Czaja SJ, Rogers WA (2019) Technology adoption by older adults: Findings from the PRISM trial. Gerontologist 59(1):34–44. https://doi.org/10.1093/geront/gny113

Mongeon P, Paul-Hus A (2016) The journal coverage of Web of Science and Scopus: a comparative analysis. Scientometrics 106:213–228. https://doi.org/10.1007/s11192-015-1765-5

Mostaghel R (2016) Innovation and technology for the elderly: Systematic literature review. J Bus Res 69(11):4896–4900. https://doi.org/10.1016/j.jbusres.2016.04.049

Mujirishvili T, Maidhof C, Florez-Revuelta F, Ziefle M, Richart-Martinez M, Cabrero-García J (2023) Acceptance and privacy perceptions toward video-based active and assisted living technologies: Scoping review. J Med Internet Res 25:e45297. https://doi.org/10.2196/45297

Naseri RNN, Azis SN, Abas N (2023) A Review of Technology Acceptance and Adoption Models in Consumer Study. FIRM J Manage Stud 8(2):188–199. https://doi.org/10.33021/firm.v8i2.4536

Nguyen UP, Hallinger P (2020) Assessing the distinctive contributions of Simulation & Gaming to the literature, 1970–2019: A bibliometric review. Simul Gaming 51(6):744–769. https://doi.org/10.1177/1046878120941569

Olmedo-Aguirre JO, Reyes-Campos J, Alor-Hernández G, Machorro-Cano I, Rodríguez-Mazahua L, Sánchez-Cervantes JL (2022) Remote healthcare for elderly people using wearables: A review. Biosensors 12(2):73. https://doi.org/10.3390/bios12020073

Pan S, Jordan-Marsh M (2010) Internet use intention and adoption among Chinese older adults: From the expanded technology acceptance model perspective. Comput Human Behav 26(5):1111–1119. https://doi.org/10.1016/j.chb.2010.03.015

Pan X, Yan E, Cui M, Hua W (2018) Examining the usage, citation, and diffusion patterns of bibliometric map software: A comparative study of three tools. J Informetr 12(2):481–493. https://doi.org/10.1016/j.joi.2018.03.005

Park JS, Kim NR, Han EJ (2018) Analysis of trends in science and technology using keyword network analysis. J Korea Ind Inf Syst Res 23(2):63–73. https://doi.org/10.9723/jksiis.2018.23.2.063

Peek ST, Luijkx KG, Rijnaard MD, Nieboer ME, Van Der Voort CS, Aarts S, Wouters EJ (2016) Older adults’ reasons for using technology while aging in place. Gerontology 62(2):226–237. https://doi.org/10.1159/000430949

Peek ST, Luijkx KG, Vrijhoef HJ, Nieboer ME, Aarts S, van der Voort CS, Wouters EJ (2017) Origins and consequences of technology acquirement by independent-living seniors: Towards an integrative model. BMC Geriatr 17:1–18. https://doi.org/10.1186/s12877-017-0582-5

Peek ST, Wouters EJ, Van Hoof J, Luijkx KG, Boeije HR, Vrijhoef HJ (2014) Factors influencing acceptance of technology for aging in place: a systematic review. Int J Med Inform 83(4):235–248. https://doi.org/10.1016/j.ijmedinf.2014.01.004

Peek STM, Luijkx KG, Vrijhoef HJM, Nieboer ME, Aarts S, Van Der Voort CS, Wouters EJM (2019) Understanding changes and stability in the long-term use of technologies by seniors who are aging in place: a dynamical framework. BMC Geriatr 19:1–13. https://doi.org/10.1186/s12877-019-1241-9

Perez AJ, Siddiqui F, Zeadally S, Lane D (2023) A review of IoT systems to enable independence for the elderly and disabled individuals. Internet Things 21:100653. https://doi.org/10.1016/j.iot.2022.100653

Piau A, Wild K, Mattek N, Kaye J (2019) Current state of digital biomarker technologies for real-life, home-based monitoring of cognitive function for mild cognitive impairment to mild Alzheimer disease and implications for clinical care: systematic review. J Med Internet Res 21(8):e12785. https://doi.org/10.2196/12785

Pirzada P, Wilde A, Doherty GH, Harris-Birtill D (2022) Ethics and acceptance of smart homes for older adults. Inform Health Soc Care 47(1):10–37. https://doi.org/10.1080/17538157.2021.1923500

Pranckutė R (2021) Web of Science (WoS) and Scopus: The titans of bibliographic information in today’s academic world. Publications 9(1):12. https://doi.org/10.3390/publications9010012

Qian K, Zhang Z, Yamamoto Y, Schuller BW (2021) Artificial intelligence internet of things for the elderly: From assisted living to health-care monitoring. IEEE Signal Process Mag 38(4):78–88. https://doi.org/10.1109/MSP.2021.3057298

Redner S (1998) How popular is your paper? An empirical study of the citation distribution. Eur Phys J B-Condens Matter Complex Syst 4(2):131–134. https://doi.org/10.1007/s100510050359

Sayago S (ed.) (2019) Perspectives on human-computer interaction research with older people. Switzerland: Springer International Publishing. https://doi.org/10.1007/978-3-030-06076-3

Schomakers EM, Ziefle M (2023) Privacy vs. security: trade-offs in the acceptance of smart technologies for aging-in-place. Int J Hum Comput Interact 39(5):1043–1058. https://doi.org/10.1080/10447318.2022.2078463

Schroeder T, Dodds L, Georgiou A, Gewald H, Siette J (2023) Older adults and new technology: Mapping review of the factors associated with older adults’ intention to adopt digital technologies. JMIR Aging 6(1):e44564. https://doi.org/10.2196/44564

Seibert K, Domhoff D, Bruch D, Schulte-Althoff M, Fürstenau D, Biessmann F, Wolf-Ostermann K (2021) Application scenarios for artificial intelligence in nursing care: rapid review. J Med Internet Res 23(11):e26522. https://doi.org/10.2196/26522

Seuwou P, Banissi E, Ubakanma G (2016) User acceptance of information technology: A critical review of technology acceptance models and the decision to invest in Information Security. In: Global Security, Safety and Sustainability-The Security Challenges of the Connected World: 11th International Conference, ICGS3 2017, London, UK, January 18-20, 2017, Proceedings 11:230-251. Springer International Publishing. https://doi.org/10.1007/978-3-319-51064-4_19

Shiau WL, Wang X, Zheng F (2023) What are the trend and core knowledge of information security? A citation and co-citation analysis. Inf Manag 60(3):103774. https://doi.org/10.1016/j.im.2023.103774

Sinha S, Verma A, Tiwari P (2021) Technology: Saving and enriching life during COVID-19. Front Psychol 12:647681. https://doi.org/10.3389/fpsyg.2021.647681

Soar J (2010) The potential of information and communication technologies to support ageing and independent living. Ann Telecommun 65:479–483. https://doi.org/10.1007/s12243-010-0167-1

Strotmann A, Zhao D (2012) Author name disambiguation: What difference does it make in author‐based citation analysis? J Am Soc Inf Sci Technol 63(9):1820–1833. https://doi.org/10.1002/asi.22695

Talukder MS, Sorwar G, Bao Y, Ahmed JU, Palash MAS (2020) Predicting antecedents of wearable healthcare technology acceptance by elderly: A combined SEM-Neural Network approach. Technol Forecast Soc Change 150:119793. https://doi.org/10.1016/j.techfore.2019.119793

Taskin Z, Al U (2019) Natural language processing applications in library and information science. Online Inf Rev 43(4):676–690. https://doi.org/10.1108/oir-07-2018-0217

Touqeer H, Zaman S, Amin R, Hussain M, Al-Turjman F, Bilal M (2021) Smart home security: challenges, issues and solutions at different IoT layers. J Supercomput 77(12):14053–14089. https://doi.org/10.1007/s11227-021-03825-1

United Nations Department of Economic and Social Affairs (2023) World population ageing 2023: Highlights. https://www.un.org/zh/193220

Valk CAL, Lu Y, Randriambelonoro M, Jessen J (2018) Designing for technology acceptance of wearable and mobile technologies for senior citizen users. In: 21st DMI: Academic Design Management Conference (ADMC 2018), Design Management Institute, pp 1361–1373. https://www.dmi.org/page/ADMC2018

Van Eck N, Waltman L (2010) Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics 84(2):523–538. https://doi.org/10.1007/s11192-009-0146-3

Vancea M, Solé-Casals J (2016) Population aging in the European Information Societies: towards a comprehensive research agenda in eHealth innovations for elderly. Aging Dis 7(4):526. https://doi.org/10.14336/AD.2015.1214

Venkatesh V, Morris MG, Davis GB, Davis FD (2003) User acceptance of information technology: Toward a unified view. MIS Q 27(3):425–478. https://doi.org/10.2307/30036540

Wagner N, Hassanein K, Head M (2010) Computer use by older adults: A multi-disciplinary review. Comput Human Behav 26(5):870–882. https://doi.org/10.1016/j.chb.2010.03.029

Wahlroos N, Narsakka N, Stolt M, Suhonen R (2023) Physical environment maintaining independence and self-management of older people in long-term care settings—An integrative literature review. J Aging Environ 37(3):295–313. https://doi.org/10.1080/26892618.2022.2092927

Wang CL, Chen XJ, Yu T, Liu YD, Jing YH (2024a) Education reform and change driven by digital technology: a bibliometric study from a global perspective. Humanit Soc Sci Commun 11(1):1–17. https://doi.org/10.1057/s41599-024-02717-y

Wang CL, Dai J, Zhu KK, Yu T, Gu XQ (2023a) Understanding the Continuance Intention of College Students Toward New E-learning Spaces Based on an Integrated Model of the TAM and TTF. Int J Hum-comput Int 1–14. https://doi.org/10.1080/10447318.2023.2291609

Wang CL, Wang HM, Li YY, Dai J, Gu XQ, Yu T (2024b) Factors Influencing University Students’ Behavioral Intention to Use Generative Artificial Intelligence: Integrating the Theory of Planned Behavior and AI Literacy. Int J Hum-comput Int 1–23. https://doi.org/10.1080/10447318.2024.2383033

Wang J, Zhao W, Zhang Z, Liu X, Xie T, Wang L, Zhang Y (2024c) A journey of challenges and victories: a bibliometric worldview of nanomedicine since the 21st century. Adv Mater 36(15):2308915. https://doi.org/10.1002/adma.202308915

Wang J, Chen Y, Huo S, Mai L, Jia F (2023b) Research hotspots and trends of social robot interaction design: A bibliometric analysis. Sensors 23(23):9369. https://doi.org/10.3390/s23239369

Wang KH, Chen G, Chen HG (2017) A model of technology adoption by older adults. Soc Behav Personal 45(4):563–572. https://doi.org/10.2224/sbp.5778

Wang S, Bolling K, Mao W, Reichstadt J, Jeste D, Kim HC, Nebeker C (2019) Technology to Support Aging in Place: Older Adults’ Perspectives. Healthcare 7(2):60. https://doi.org/10.3390/healthcare7020060

Wang Z, Liu D, Sun Y, Pang X, Sun P, Lin F, Ren K (2022) A survey on IoT-enabled home automation systems: Attacks and defenses. IEEE Commun Surv Tutor 24(4):2292–2328. https://doi.org/10.1109/COMST.2022.3201557

Wilkowska W, Offermann J, Spinsante S, Poli A, Ziefle M (2022) Analyzing technology acceptance and perception of privacy in ambient assisted living for using sensor-based technologies. PloS One 17(7):e0269642. https://doi.org/10.1371/journal.pone.0269642

Wilson J, Heinsch M, Betts D, Booth D, Kay-Lambkin F (2021) Barriers and facilitators to the use of e-health by older adults: a scoping review. BMC Public Health 21:1–12. https://doi.org/10.1186/s12889-021-11623-w

Xia YQ, Deng YL, Tao XY, Zhang SN, Wang CL (2024) Digital art exhibitions and psychological well-being in Chinese Generation Z: An analysis based on the S-O-R framework. Humanit Soc Sci Commun 11:266. https://doi.org/10.1057/s41599-024-02718-x

Xie H, Zhang Y, Duan K (2020) Evolutionary overview of urban expansion based on bibliometric analysis in Web of Science from 1990 to 2019. Habitat Int 95:102100. https://doi.org/10.1016/j.habitatint.2019.10210

Xu Z, Ge Z, Wang X, Skare M (2021) Bibliometric analysis of technology adoption literature published from 1997 to 2020. Technol Forecast Soc Change 170:120896. https://doi.org/10.1016/j.techfore.2021.120896

Yap YY, Tan SH, Choon SW (2022) Elderly’s intention to use technologies: a systematic literature review. Heliyon 8(1). https://doi.org/10.1016/j.heliyon.2022.e08765

Yu T, Dai J, Wang CL (2023) Adoption of blended learning: Chinese university students’ perspectives. Humanit Soc Sci Commun 10:390. https://doi.org/10.1057/s41599-023-01904-7

Yusif S, Soar J, Hafeez-Baig A (2016) Older people, assistive technologies, and the barriers to adoption: A systematic review. Int J Med Inform 94:112–116. https://doi.org/10.1016/j.ijmedinf.2016.07.004

Zhang J, Zhu L (2022) Citation recommendation using semantic representation of cited papers’ relations and content. Expert Syst Appl 187:115826. https://doi.org/10.1016/j.eswa.2021.115826

Zhao Y, Li J (2024) Opportunities and challenges of integrating artificial intelligence in China’s elderly care services. Sci Rep 14(1):9254. https://doi.org/10.1038/s41598-024-60067-w

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This research was supported by the Social Science Foundation of Shaanxi Province in China (Grant No. 2023J014).

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Xianru Shang, Zijian Liu, Chen Gong, Zhigang Hu & Yuexuan Wu

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Conceptualization, XS, YW, CW; methodology, XS, ZL, CG, CW; software, XS, CG, YW; writing-original draft preparation, XS, CW; writing-review and editing, XS, CG, ZH, CW; supervision, ZL, ZH, CW; project administration, ZL, ZH, CW; funding acquisition, XS, CG. All authors read and approved the final manuscript. All authors have read and approved the re-submission of the manuscript.

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Shang, X., Liu, Z., Gong, C. et al. Knowledge mapping and evolution of research on older adults’ technology acceptance: a bibliometric study from 2013 to 2023. Humanit Soc Sci Commun 11 , 1115 (2024). https://doi.org/10.1057/s41599-024-03658-2

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