MAPPING THE INTERDISCIPLINARY LANDSCAPE OF DIGITAL ROMANTIC FRAUDS USING VOS VIEWER

Ronal Kamim, Arum Karisma Nadya Lakshita, Dwi Permana Putra, Hendro Margono

Abstract


Romance fraud is a crime committed through emotional manipulation via digital platforms, causing significant financial and psychological harm to victims. Despite growing prevalence, the phenomenon lacks unified terminology, with terms such as "love scam," "catfishing," and "sweetheart swindle" reflecting its conceptual complexity. This bibliometric analysis of 152 publications (2010?2025) maps the interdisciplinary landscape of online romance fraud research using Scopus data and VOSviewer software. Five critical findings emerge: (1) publication acceleration of 553 percent from 2020?2024, signaling urgent recognition as a sociotechnical crisis; (2) geographic imbalance with the United States, United Kingdom, and Australia accounting for approximately 70 percent of publications while Global South nations remain epistemically marginalized; (3) disciplinary shift from early technical cybersecurity framings toward holistic, trauma-informed perspectives emphasizing mental health and victimization; (4) methodological limitations with 85 percent employing descriptive statistics and lacking longitudinal victim tracking; and (5) authorship concentration wherein two scholars account for 21 percent of publications. Analysis identified five distinct thematic clusters cybercrime systems, victimology, psychological manipulation, platform-specific risks, and digital risk behavior demonstrating that romance fraud demands integrated frameworks bridging criminology, psychology, computer science, and public health. The research landscape is simultaneously accelerating, shifting toward psychosocial concerns, geographically concentrated in privileged nations, and methodologically conservative, creating urgent gaps in Global South perspectives, culturally-specific victim experiences, and longitudinal designs. These findings inform evidence-based prevention strategies, cross-sector policy interventions, victim support services, and open urgent opportunities for future multidisciplinary exploration, particularly Global South-led investigations and perpetrator-focused inquiry essential for developing effective intervention approaches.

Keywords


Love scam, online dating fraud, mapping, sainstometics

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References


Aparicio, G., Iturralde, T., & Rodr?guez, A. V. (2023). Developments in the knowledge-based economy research field: a bibliometric literature review. Management Review Quarterly, 73(1), 317?352. https://doi.org/10.1007/s11301-021-00241-w

Baas, J., Schotten, M., Plume, A., C?t?, G., & Karimi, R. (2020). Scopus as a curated, high-quality bibliometric data source for academic research in quantitative science studies. Quantitative Science Studies, 1(1), 377?386. https://doi.org/10.1162/qss_a_00019

Bilz, A., Shepherd, L. A., & Johnson, G. I. (2023). Tainted Love: A Systematic Literature Review of Online Romance Scam Research. Interacting with Computers, 35(6), 773?788. https://doi.org/10.1093/iwc/iwad048

Buil-Gil, D., & Zeng, Y. (2022). Meeting you was a fake: investigating the increase in romance fraud during COVID-19. Journal of Financial Crime, 29(2), 460?475. https://doi.org/10.1108/JFC-02-2021-0042

Bukar, U. A., Sayeed, M. S., Razak, S. F. A., Yogarayan, S., Amodu, O. A., & Mahmood, R. A. R. (2023). A method for analyzing text using VOSviewer. MethodsX, 11. https://doi.org/10.1016/j.mex.2023.102339

Carter, E. (2023). Confirm Not Command: Examining Fraudsters Use of Language to Compel Victim Compliance in Their Own Exploitation. British Journal of Criminology, 63(6), 1405?1422. https://doi.org/10.1093/bjc/azac098

Centre for Science and Technology Studies of Leiden University. (2025). VOSviewer - Features - Highlights. Https://Www.Vosviewer.Com/Features/Highlights. https://www.vosviewer.com/features/highlights

Chabowski, B. R., Gabrielsson, P., & Mena, J. A. (2022). Using bibliometric research to advance the business-to-business sustainability literature: Establishing an integrative conceptual framework for future application. Industrial Marketing Management, 102, 527?545. https://doi.org/10.1016/J.INDMARMAN.2022.01.009

Cross, C., Dragiewicz, M., & Richards, K. (2018). Understanding Romance Fraud: Insights from Domestic Violence Research. British Journal of Criminology, 58(6), 1303?1322. https://doi.org/10.1093/bjc/azy005

D?nmez, İ. (2024). Sustainability in Educational Research: Mapping the Field with a Bibliometric Analysis. In Sustainability (Switzerland) (Vol. 16, Issue 13). Multidisciplinary Digital Publishing Institute (MDPI). https://doi.org/10.3390/su16135541

Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133, 285?296. https://doi.org/10.1016/j.jbusres.2021.04.070

Elsevier. (2025). Scopus content _ Elsevier. https://www.elsevier.com/products/scopus/content

Hamidah, I., Sriyon, & Hudha, M. N. (2020). A Bibliometric Analysis of Covid-19 Research using VOSviewer. Indonesian Journal of Science and Technology, 5(1), 154?170.

Hosseini, S., Baziyad, H., Norouzi, R., Jabbedari Khiabani, S., Gid?falvi, G., Albadvi, A., Alimohammadi, A., & Seyedabrishami, S. (2021). Mapping the intellectual structure of GIS-T field (2008?2019): a dynamic co-word analysis. Scientometrics, 126(4), 2667?2688. https://doi.org/10.1007/s11192-020-03840-8

Ife, C. C., Davies, T., Murdoch, S. J., & Stringhini, G. (2019). Bridging Information Security and Environmental Criminology Research to Better Mitigate Cybercrime. http://arxiv.org/abs/1910.06380

Jan van Eck, N. (2023). Visualizing Science Using OpenAlex and VOSviewer.

Keme?, A., & Altınay, A. T. (2023). Sustainable Energy Research Trend: A Bibliometric Analysis Using VOSviewer, RStudio Bibliometrix, and CiteSpace Software Tools. Sustainability (Switzerland), 15(4). https://doi.org/10.3390/su15043618

Lazarus, S., Whittaker, J. M., McGuire, M. R., & Platt, L. (2023). What do we know about online romance fraud studies? A systematic review of the empirical literature (2000 to 2021). Journal of Economic Criminology, 2, 100013. https://doi.org/10.1016/j.jeconc.2023.100013

Masrek , M. N. ., Baharuddin , M. F. ., & Syam , A. M. . (2025). Determinants of Behavioral Intention to Use Generative AI: The Role of Trust, Personal Innovativeness, and UTAUT II Factors. International Journal of Basic and Applied Sciences, 14(4), 378-390. https://doi.org/10.14419/44tk8615

Maria, M. R., Ballini, R., & Souza, R. F. (2023). Evolution of Green Finance: A Bibliometric Analysis through Complex Networks and Machine Learning. Sustainability (Switzerland), 15(2). https://doi.org/10.3390/su15020967

Mejia, C., Wu, M., Zhang, Y., & Kajikawa, Y. (2021). Exploring Topics in Bibliometric Research Through Citation Networks and Semantic Analysis. In Frontiers in Research Metrics and Analytics (Vol. 6). Frontiers Media SA. https://doi.org/10.3389/frma.2021.742311

Nomleni, K. E. J. (2023). Analisis Fenomena Romance Scam dalam Komunikasi Interpersonal Love Scammer & Korban. In Jurnal Communio : Jurnal Ilmu Komunikasi (Vol. 12, Issue 2). www.kompas.com

Novia, D., Husaeni, A., & Fitria, D. (2022). How to Calculate Bibliometric Using VOSviewer with Publish or Perish (Using Scopus Data): Science Education Keywords How to Calculate Bibliometric Using VOSviewer with Publish or Perish ? | 248. Indonesian Journal of Educational Research and Technology, 2(3), 247?274. https://doi.org/10.17509/ijert.v4i1.57213

Nurse, J. R. C. (2019). Cybercrime and You: How Criminals Attack and the Human Factors That They Seek to Exploit. In The Oxford Handbook of Cyberpsychology (pp. 662?690). Oxford University Press. https://doi.org/10.1093/oxfordhb/9780198812746.013.35

Rege, A. (2009). What?s Love Got to Do with It? Exploring Online Dating Scams and Identity Fraud. International Journal of Cyber Criminology, 3(2), 494?512.

Rubin, H. (2022). Structural Causes of Citation Gaps. Philosophical Studies, 179. https://doi.org/10.1007/s11098-021-01765-3

Sayekti, R., Batubara, A. K., Aditya, M., Purwaningtyas, F., & Syam, A. M. (2021). When the" Library as Place" Matters: A Case Study of an Academic Library. Library Philosophy & Practice.

Shahri, N. H. N. M., & Ali, Z. M. (2024). Bibliometric perspectives in mapping the progress of river water quality index studies. In Water Quality Research Journal (Vol. 59, Issue 4, pp. 232?267). IWA Publishing. https://doi.org/10.2166/wqrj.2024.022

Sharkey, Jennifer A, Feather, Jacqueline S, & Goedeke, Sonja. (2021). The current state of relationship science: A cross-disciplines review of key themes, theories, researchers and journals. Journal of Social and Personal Relationships, 39(4), 864?885. https://doi.org/10.1177/02654075211047638

Sifaiyya, Y., & Andriani, S. (2024). Mapping the Trends and Developments in Property Tax Research: A Bibliometric and Network Visualization Analysis with VOSviewer. Accounting Research Unit (ARU Journal), 5(2), 101?110. https://doi.org/10.30598/arujournalvol5iss2pp101-110

Sj?g?rde, P. (2022). Improving overlay maps of science: Combining overview and detail. Quantitative Science Studies, 3(4), 1097?1118. https://doi.org/10.1162/qss_a_00216

Sohaimi, N. S., Hanafiah, N. A. H., Manaf, A. A., & T?lay Zıvalı. (2024). Mapping the Discourse: Scientometric Analysis of Affordable Housing Research Trends. Journal of Contemporary Urban Affairs, 8(2). https://doi.org/10.25034/ijcua.2024.v8n2-8

Southeast Europe Police Chiefs Association. (2023, March 30). Conference ?SEPCA countries in the fight against Cybercrime? ? SEPCA. Https://Www.Sepcaregion.Eu/Conference-Sepca-Countries-in-the-Fight-against-Cybercrime/. https://www.sepcaregion.eu/conference-sepca-countries-in-the-fight-against-cybercrime/

Tomaszewski, R. (2023). Visibility, Impact, and Applications of Bibliometric Software Tools through Citation Analysis. Scientometrics, 128(7), 4007?4028. https://doi.org/10.1007/s11192-023-04725-2

Ullah, M., Shahid, A., ud Din, I., Roman, M., Assam, M., Fayaz, M., Ghadi, Y., & Aljuaid, H. (2022). Analyzing Interdisciplinary Research Using Co-Authorship Networks. Complexity, 2022. https://doi.org/10.1155/2022/2524491

Wang, Y., Meng, X., Xu, C., & Zhao, M. (2023). Research on electronic word-of-mouth for product and service quality improvement: bibliometric analysis and future directions. International Journal of Intelligent Computing and Cybernetics, 16(1), 68?98. https://doi.org/10.1108/IJICC-03-2022-0065

Whitty, M. T. (2013). The scammers persuasive techniques model. British Journal of Criminology, 53(4), 665?684. https://doi.org/10.1093/bjc/azt009

Whitty, M. T., & Buchanan, T. (2016). The online dating romance scam: The psychological impact on victims ? both financial and non-financial. Criminology and Criminal Justice, 16(2), 176?194. https://doi.org/10.1177/1748895815603773

Xie, Q., & Waltman, L. (2025). A comparison of citation-based clustering and topic modeling for science mapping. Scientometrics, 130(5), 2497?2522. https://doi.org/10.1007/s11192-025-05324-z

Xu, G., Hu, W., Qiao, Y., & Zhou, Y. (2020). Mapping an innovation ecosystem using network clustering and community identification: a multi-layered framework. Scientometrics, 124(3), 2057?2081. https://doi.org/10.1007/s11192-020-03543-0

Xue, Zhang, Zhiqiang, Zhang, & Zhengyin, Hu. (2023). Exploring interdisciplinarity of science projects based on the text mining. Journal of Information Science, 01655515231182075. https://doi.org/10.1177/01655515231182075




DOI: http://dx.doi.org/10.30829/jipi.v10i2.28009

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