IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v182y2024ics0148296324002649.html
   My bibliography  Save this article

How to combine and clean bibliometric data and use bibliometric tools synergistically: Guidelines using metaverse research

Author

Listed:
  • Lim, Weng Marc
  • Kumar, Satish
  • Donthu, Naveen

Abstract

Bibliometrics (or scientometrics) is a powerful technique to assess the trajectory of scientific research. Building on the Journal of Business Research’s seminal guides for bibliometric analysis—i.e., “How to conduct a bibliometric analysis: An overview and guidelines” and “Guidelines for advancing theory and practice through bibliometric research”—and using metaverse research as a case, this article presents in-depth procedural guidelines for (i) combing and cleaning bibliometric data from multiple databases (Scopus and Web of Science) and (ii) conducting bibliometric analysis using multiple tools (bibliometrix and VOSviewer). Besides serving as a guide to harness the potential of bibliometrics for insightful assessments of scientific research, this article provides noteworthy insights into various features of the metaverse. This includes an examination of decentralized systems and the integration of digital assets, alongside innovations, the influence of industrial revolutions, and ethical and sustainable development. The dynamics of digital identity, ownership, and business models are explored in tandem with engagement strategies and multi-disciplinary perspectives of the metaverse. This comprehensive analysis also addresses metaverse challenges, market behaviors, and marketing strategies. Collectively, these insights offer a robust foundation for scholars, practitioners, and policymakers to shape the future of the metaverse with clarity, purpose, and impact.

Suggested Citation

  • Lim, Weng Marc & Kumar, Satish & Donthu, Naveen, 2024. "How to combine and clean bibliometric data and use bibliometric tools synergistically: Guidelines using metaverse research," Journal of Business Research, Elsevier, vol. 182(C).
    • Handle: RePEc:eee:jbrese:v:182:y:2024:i:c:s0148296324002649
    DOI: 10.1016/j.jbusres.2024.114760
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296324002649
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbusres.2024.114760?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Yogesh K. Dwivedi & L. Hughes & Y. Wang & A.A. Alalwan & S.J. Ahn & J. Balakrishnan & S. Barta & R. Belk & D. Buhalis & Vincent Dutot & R. Felix & R. Filieri & C. Flavián & A. Gustafsson & C. Hinsch &, 2023. "Metaverse Marketing: How the Metaverse Will Shape the Future of Consumer Research and Practice," Post-Print hal-04292610, HAL.
    2. Donthu, Naveen & Kumar, Satish & Mukherjee, Debmalya & Pandey, Nitesh & Lim, Weng Marc, 2021. "How to conduct a bibliometric analysis: An overview and guidelines," Journal of Business Research, Elsevier, vol. 133(C), pages 285-296.
    3. Aria, Massimo & Cuccurullo, Corrado, 2017. "bibliometrix: An R-tool for comprehensive science mapping analysis," Journal of Informetrics, Elsevier, vol. 11(4), pages 959-975.
    4. Weng Marc Lim & Satish Kumar & Faizan Ali, 2022. "Advancing knowledge through literature reviews: ‘what’, ‘why’, and ‘how to contribute’," The Service Industries Journal, Taylor & Francis Journals, vol. 42(7-8), pages 481-513, June.
    5. Choi, Hee-soo & Kim, Sang-heon, 2017. "A content service deployment plan for metaverse museum exhibitions—Centering on the combination of beacons and HMDs," International Journal of Information Management, Elsevier, vol. 37(1), pages 1519-1527.
    6. Chalmers, Dominic & Fisch, Christian & Matthews, Russell & Quinn, William & Recker, Jan, 2022. "Beyond the bubble: Will NFTs and digital proof of ownership empower creative industry entrepreneurs?," Journal of Business Venturing Insights, Elsevier, vol. 17(C).
    7. Sang-Gun Lee & Silvana Trimi & Won Byun & Mincheol Kang, 2011. "Innovation and imitation effects in Metaverse service adoption," Service Business, Springer;Pan-Pacific Business Association, vol. 5(2), pages 155-172, June.
    8. Qiao, Xingzhi & Zhu, Huiming & Tang, Yiding & Peng, Cheng, 2023. "Time-frequency extreme risk spillover network of cryptocurrency coins, DeFi tokens and NFTs," Finance Research Letters, Elsevier, vol. 51(C).
    9. Yencha, Christopher, 2023. "Spatial heterogeneity and non-fungible token sales: Evidence from Decentraland LAND sales," Finance Research Letters, Elsevier, vol. 58(PA).
    10. Kraus, Sascha & Kumar, Satish & Lim, Weng Marc & Kaur, Jaspreet & Sharma, Anuj & Schiavone, Francesco, 2023. "From moon landing to metaverse: Tracing the evolution of Technological Forecasting and Social Change," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    11. Aharon, David Y. & Demir, Ender & Siev, Smadar, 2022. "Real returns from unreal world? Market reaction to Metaverse disclosures," Research in International Business and Finance, Elsevier, vol. 63(C).
    12. Tan, Teck Ming & Makkonen, Hannu & Kaur, Puneet & Salo, Jari, 2022. "How do ethical consumers utilize sharing economy platforms as part of their sustainable resale behavior? The role of consumers’ green consumption values," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    13. Kumar, Satish & Sureka, Riya & Lucey, Brian M. & Dowling, Michael & Vigne, Samuel & Lim, Weng Marc, 2024. "MetaMoney: Exploring the intersection of financial systems and virtual worlds," Research in International Business and Finance, Elsevier, vol. 68(C).
    14. A. Koohang & J.H. Nord & K.-B. Ooi & G.W.-H. Tan & M. Al-Emran & E.C.-X. Aw & A.M. Baabdullah & D. Buhalis & T.-H. Cham & C. Dennis & Vincent Dutot & Yogesh K. Dwivedi & L. Hughes & E. Mogaji & N. Pan, 2023. "Shaping the Metaverse into Reality: A Holistic Multidisciplinary Understanding of Opportunities, Challenges, and Avenues for Future Investigation," Post-Print hal-04292613, HAL.
    15. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    16. David Moher & Alessandro Liberati & Jennifer Tetzlaff & Douglas G Altman & The PRISMA Group, 2009. "Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement," PLOS Medicine, Public Library of Science, vol. 6(7), pages 1-6, July.
    17. Sharma, Wamika & Lim, Weng Marc & Kumar, Satish & Verma, Aastha & Kumra, Rajeev, 2024. "Game on! A state-of-the-art overview of doing business with gamification," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    18. Teck Ming Tan & Jari Salo, 2023. "Ethical Marketing in the Blockchain-Based Sharing Economy: Theoretical Integration and Guiding Insights," Journal of Business Ethics, Springer, vol. 183(4), pages 1113-1140, April.
    19. Saïd Echchakoui, 2020. "Why and how to merge Scopus and Web of Science during bibliometric analysis: the case of sales force literature from 1912 to 2019," Journal of Marketing Analytics, Palgrave Macmillan, vol. 8(3), pages 165-184, September.
    20. Ante, Lennart & Wazinski, Friedrich-Philipp & Saggu, Aman, 2023. "Digital real estate in the metaverse: An empirical analysis of retail investor motivations," Finance Research Letters, Elsevier, vol. 58(PA).
    21. Mukherjee, Debmalya & Lim, Weng Marc & Kumar, Satish & Donthu, Naveen, 2022. "Guidelines for advancing theory and practice through bibliometric research," Journal of Business Research, Elsevier, vol. 148(C), pages 101-115.
    22. Brij B. Gupta & Akshat Gaurav & Aiiad A. Albeshri & Dheyaaldin Alsalman, 2023. "New paradigms of sustainable entrepreneurship in metaverse: a micro-level perspective," International Entrepreneurship and Management Journal, Springer, vol. 19(3), pages 1449-1465, September.
    23. Hosahally, Shashank & Zaremba, Arkadiusz, 2023. "A decision-making characteristics framework for marketing attribution in practice: Improving empirical procedures," Journal of Digital & Social Media Marketing, Henry Stewart Publications, vol. 11(1), pages 89-100, June.
    24. Mamidala, Vasanthi & Kumari, Pooja, 2023. "Investigating herding severity in different NFT categories," Finance Research Letters, Elsevier, vol. 58(PB).
    25. Lijuan Yang, 2023. "Recommendations for metaverse governance based on technical standards," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-10, December.
    26. Belk, Russell & Humayun, Mariam & Brouard, Myriam, 2022. "Money, possessions, and ownership in the Metaverse: NFTs, cryptocurrencies, Web3 and Wild Markets," Journal of Business Research, Elsevier, vol. 153(C), pages 198-205.
    27. Flavián, Carlos & Ibáñez-Sánchez, Sergio & Orús, Carlos, 2019. "The impact of virtual, augmented and mixed reality technologies on the customer experience," Journal of Business Research, Elsevier, vol. 100(C), pages 547-560.
    28. Ghosh, Indranil & Alfaro-Cortés, Esteban & Gámez, Matías & García, Noelia, 2023. "Do travel uncertainty and invasion rhetoric spur Metaverse financial asset? – Gauging the role of media influence," Finance Research Letters, Elsevier, vol. 51(C).
    29. Sascha Kraus & Matthias Breier & Weng Marc Lim & Marina Dabić & Satish Kumar & Dominik Kanbach & Debmalya Mukherjee & Vincenzo Corvello & Juan Piñeiro-Chousa & Eric Liguori & Daniel Palacios-Marqués &, 2022. "Literature reviews as independent studies: guidelines for academic practice," Review of Managerial Science, Springer, vol. 16(8), pages 2577-2595, November.
    30. Kumar, Satish & Sahoo, Saumyaranjan & Lim, Weng Marc & Dana, Léo-Paul, 2022. "Religion as a social shaping force in entrepreneurship and business: Insights from a technology-empowered systematic literature review," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    31. Donthu, Naveen & Marc Lim, Weng & Kumar, Satish & Pandey, Nitesh, 2023. "Tribute to a marketing legend: Commemorating the contributions of Shelby D. Hunt with implications for the future of marketing," Journal of Business Research, Elsevier, vol. 164(C).
    32. John Hulland, 2024. "Bibliometric reviews—some guidelines," Journal of the Academy of Marketing Science, Springer, vol. 52(4), pages 935-938, July.
    33. Andrea Caputo & Mariya Kargina, 2022. "A user-friendly method to merge Scopus and Web of Science data during bibliometric analysis," Journal of Marketing Analytics, Palgrave Macmillan, vol. 10(1), pages 82-88, March.
    34. Wedel, Michel & Bigné, Enrique & Zhang, Jie, 2020. "Virtual and augmented reality: Advancing research in consumer marketing," International Journal of Research in Marketing, Elsevier, vol. 37(3), pages 443-465.
    35. Lal, Madan & Kumar, Satish & Pandey, Dharen Kumar & Rai, Varun Kumar & Lim, Weng Marc, 2023. "Exchange rate volatility and international trade," Journal of Business Research, Elsevier, vol. 167(C).
    36. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sharma, Wamika & Lim, Weng Marc & Kumar, Satish & Verma, Aastha & Kumra, Rajeev, 2024. "Game on! A state-of-the-art overview of doing business with gamification," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    2. Mukherjee, Debmalya & Kumar, Satish & Pandey, Nitesh & Lahiri, Somnath, 2023. "Is offshoring dead? A multidisciplinary review and future directions," Journal of International Management, Elsevier, vol. 29(3).
    3. Azmat, Fara & Lim, Weng Marc & Moyeen, Abdul & Voola, Ranjit & Gupta, Girish, 2023. "Convergence of business, innovation, and sustainability at the tipping point of the sustainable development goals," Journal of Business Research, Elsevier, vol. 167(C).
    4. Goodell, John W. & Kumar, Satish & Lahmar, Oumaima & Pandey, Nitesh, 2023. "A bibliometric analysis of cultural finance," International Review of Financial Analysis, Elsevier, vol. 85(C).
    5. Latino, Maria Elena & De Lorenzi, Maria Chiara & Corallo, Angelo & Petruzzelli, Antonio Messeni, 2024. "The impact of metaverse for business model innovation: A review, novel insights and research directions," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
    6. Yucheng Zhang & Zhiling Wang & Lin Xiao & Lijun Wang & Pei Huang, 2023. "Discovering the evolution of online reviews: A bibliometric review," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-22, December.
    7. Dušan Nikolić & Dragan Ivanović & Lidija Ivanović, 2024. "An open-source tool for merging data from multiple citation databases," Scientometrics, Springer;Akadémiai Kiadó, vol. 129(7), pages 4573-4595, July.
    8. Domenico Villano & Laura Colli & Federico Martellozzo & Sara Lombardi, 2024. "Business Climate Adaptation and Resilience. A Systematic Literature Review (2013-2023)," Working Papers - Business wp2024_01.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    9. Ratinho, Tiago & Bruneel, Johan, 2024. "Taking stock of research on hybrid organizations: Enriching theoretical perspectives, extending empirical contexts, and expanding practical relevance," Journal of Business Research, Elsevier, vol. 170(C).
    10. Kumar, Satish & Sureka, Riya & Lucey, Brian M. & Dowling, Michael & Vigne, Samuel & Lim, Weng Marc, 2024. "MetaMoney: Exploring the intersection of financial systems and virtual worlds," Research in International Business and Finance, Elsevier, vol. 68(C).
    11. Aysan, Ahmet Faruk & Gozgor, Giray & Nanaeva, Zhamal, 2024. "Technological perspectives of Metaverse for financial service providers," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
    12. Rakshith Bhandary & Sandeep S. Shenoy & Ankitha Shetty & Adithya D. Shetty, 2024. "Education loan repayment: a systematic literature review," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 29(4), pages 1365-1376, December.
    13. Kingsley Hung Khai Yeo & Weng Marc Lim & Kwang-Jing Yii, 2024. "Financial planning behaviour: a systematic literature review and new theory development," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 29(3), pages 979-1001, September.
    14. Hull, Simon Antony, 2024. "All for one and one for all? Exploring the nexus of land administration, land management and land governance," Land Use Policy, Elsevier, vol. 144(C).
    15. Kumar, Satish & Chavan, Meena & Pandey, Nitesh, 2023. "Journal of International Management: A 25-year review using bibliometric analysis," Journal of International Management, Elsevier, vol. 29(1).
    16. David Moroz, 2024. "What does terroir mean? A science mapping of a multidimensional concept," Journal of Agricultural Economics, Wiley Blackwell, vol. 75(3), pages 889-913, September.
    17. Mbarki, Imen & Khan, Muhammad Arif & Karim, Sitara & Paltrinieri, Andrea & Lucey, Brian M., 2023. "Unveiling commodities-financial markets intersections from a bibliometric perspective," Resources Policy, Elsevier, vol. 83(C).
    18. Alaminos, David & Guillén-Pujadas, Miguel & Vizuete-Luciano, Emili & Merigó, José María, 2024. "What is going on with studies on financial speculation? Evidence from a bibliometric analysis," International Review of Economics & Finance, Elsevier, vol. 89(PB), pages 429-445.
    19. Nejla Ould Daoud Ellili, 2024. "Financial inclusion and sustainable development: A review and research agenda," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 29(4), pages 1345-1364, December.
    20. Andrea Caputo & Mariya Kargina, 2022. "A user-friendly method to merge Scopus and Web of Science data during bibliometric analysis," Journal of Marketing Analytics, Palgrave Macmillan, vol. 10(1), pages 82-88, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbrese:v:182:y:2024:i:c:s0148296324002649. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.