Robo-Advisors in Wealth Management: A Bibliometric Study of Research Evolution

Main Article Content

Loso Judijanto

Abstract

Robo-advisors have emerged as a transformative force in wealth management, leveraging artificial intelligence (AI) and machine learning to provide automated financial advisory services. This study conducts a bibliometric analysis of research on robo-advisors using data exclusively from the Scopus database and analyzed through VOSviewer. The findings reveal that research in this field has evolved from foundational discussions on fintech and artificial intelligence to advanced themes such as machine learning, decentralized finance, and algorithmic transparency. The keyword analysis highlights "wealth management," "fintech," and "machine learning" as central themes, while the co-authorship network indicates strong interdisciplinary collaboration among researchers. Additionally, the study identifies key regulatory and ethical challenges, including data privacy, fiduciary responsibility, and algorithmic bias, which require further investigation. The discussion explores the technological advancements, investor behavior, and regulatory landscape shaping the future of robo-advisory services. This research contributes to the growing academic discourse by mapping the intellectual structure of robo-advisor studies and suggesting future research directions, particularly in the areas of explainable AI (XAI), blockchain integration, and personalized financial advisory models.

Article Details

How to Cite
Judijanto, L. (2025). Robo-Advisors in Wealth Management: A Bibliometric Study of Research Evolution. The Es Accounting And Finance, 3(02), 137–149. https://doi.org/10.58812/esaf.v3i02.501
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References

K. F. Phoon and C. C. F. Koh, “Robo-advisors and wealth management,” J. Altern. Investments, vol. 20, no. 3, p. 79, 2018.

T. P. L. Nguyen, L. W. Chew, S. Muthaiyah, B. H. Teh, and T. S. Ong, “Factors influencing acceptance of Robo-Advisors for wealth management in Malaysia,” Cogent Eng., vol. 10, no. 1, p. 2188992, 2023.

W. Han, J. Xu, Q. Cheng, Y. Zhong, and L. Qin, “Robo-Advisors: Revolutionizing Wealth Management Through the Integration of Big Data and Artificial Intelligence in Algorithmic Trading Strategies,” J. Knowl. Learn. Sci. Technol. ISSN 2959-6386, vol. 3, no. 3, pp. 33–45, 2024.

N. Donthu, S. Kumar, D. Mukherjee, N. Pandey, and W. M. Lim, “How to conduct a bibliometric analysis: An overview and guidelines,” J. Bus. Res., vol. 133, pp. 285–296, 2021.

A. Bhatia, A. Chandani, R. Divekar, M. Mehta, and N. Vijay, “Digital innovation in wealth management landscape: the moderating role of robo advisors in behavioural biases and investment decision-making,” Int. J. Innov. Sci., vol. 14, no. 3/4, pp. 693–712, 2022.

M. Reher and S. Sokolinski, “Robo advisors and access to wealth management,” J. financ. econ., vol. 155, p. 103829, 2024.

M. W. Uhl and P. Rohner, “Robo-advisors versus traditional investment advisors: An unequal game,” J. Wealth Manag., vol. 21, no. 1, p. 44, 2018.

F. Abraham, S. L. Schmukler, and J. Tessada, “Robo-advisors: Investing through machines,” World Bank Res. Policy Briefs, no. 134881, 2019.

I. Singh and N. Kaur, “Wealth management through robo advisory,” Int. J. Res., vol. 5, no. 6, pp. 33–43, 2017.

N. K. Sidhu, S. Gupta, S. Sharma, and M. Singh, “Navigating Tomorrow: The Uncharted Frontier of Robo-Advisors in Wealth Management,” in Robo-Advisors in Management, IGI Global, 2024, pp. 162–174.

M. Shanmuganathan, “Behavioural finance in an era of artificial intelligence: Longitudinal case study of robo-advisors in investment decisions,” J. Behav. Exp. Financ., vol. 27, p. 100297, 2020.

Z. Li, “The application of blockchain and robo-advisors in wealth management literature review,” Adv. Econ. Manag. Polit. Sci., vol. 7, pp. 397–406, 2023.

M. Tertilt and P. Scholz, “To advise, or not to advise—how robo-advisors evaluate the risk preferences of private investors,” J. Wealth Manag., vol. 21, no. 2, pp. 70–84, 2018.

H. Markowitz, “Modern portfolio theory,” J. Finance, vol. 7, no. 11, pp. 77–91, 1952.

G. Cardillo and H. Chiappini, “Robo-advisors: A systematic literature review,” Financ. Res. Lett., vol. 62, p. 105119, 2024.

M. Beketov, K. Lehmann, and M. Wittke, “Robo Advisors: quantitative methods inside the robots,” J. Asset Manag., vol. 19, no. 6, pp. 363–370, 2018.

F. D. Hodge, K. I. Mendoza, and R. K. Sinha, “The effect of humanizing robo‐advisors on investor judgments,” Contemp. Account. Res., vol. 38, no. 1, pp. 770–792, 2021.

V. Venkatesh, M. G. Morris, G. B. Davis, and F. D. Davis, “User acceptance of information technology: Toward a unified view,” MIS Q., pp. 425–478, 2003.

A. Grealish and P. N. Kolm, “Robo-advisors today and tomorrow: Investment advice is just an app away,” Grealish, Adam Kolm, Petter N.,’Robo-Advisors Today Tomorrow Invest. Advice Is Just an App Away.’The J. Wealth Manag., vol. 24, 2021.

S. Kesharwani, A. Prakash, and J. D. Gangwar, “Robo-Advisors: Automated Algorithm-Driven Wealth Management Services-A Literature Review,” Glob. J. Enterp. Inf. Syst., vol. 16, no. 2, pp. 91–99, 2024.

O. Onabowale, “The Rise of AI and Robo-Advisors: Redefining Financial Strategies in the Digital Age,” Int. J. Res. Publ. Rev., vol. 6, 2024.

D. Kordela, “Robo-advisors in asset management–the experience from Germany,” Eur. J. Serv. Manag., vol. 28, no. 4/1, pp. 151–157, 2018.

M. Faloon and B. Scherer, “Individualization of robo-advice,” J. Wealth Manag., vol. 20, no. 1, p. 30, 2017.

P. Sironi, FinTech innovation: from robo-advisors to goal based investing and gamification. John Wiley & Sons, 2016.

D. Clarke, “Robo-advisors-market impact and fiduciary duty of care to retail investors,” Available SSRN 3539122, 2020.

Z. Huang, “Robo-advisors and the Digitization of Wealth Management in China,” Digit. Financ. Revolut. China, p. 157, 2022.

A. Kaur, H. Kaur, and A. Tanwar, “Are Robo-Advisors Revolutionizing Portfolio Management for Enhanced Returns Over Human Advisors?,” in Risks and Challenges of AI-Driven Finance: Bias, Ethics, and Security, IGI Global, 2024, pp. 165–191.

N. Divyasree, S. Vinod, and V. Sajan, “Robo-Advisors for Wealth Management,” ICT Syst. Sustain. Proc. ICT4SD 2024, Vol. 5, p. 289.

L. Guo, “Regulating investment robo-advisors in China: problems and prospects,” Eur. Bus. Organ. Law Rev., vol. 21, no. 1, pp. 69–99, 2020.

I. Nain and S. Rajan, “Algorithms for better decision-making: a qualitative study exploring the landscape of robo-advisors in India,” Manag. Financ., vol. 49, no. 11, pp. 1750–1761, 2023.

D. Belanche, L. V Casaló, and C. Flavián, “Artificial Intelligence in FinTech: understanding robo-advisors adoption among customers,” Ind. Manag. Data Syst., vol. 119, no. 7, pp. 1411–1430, 2019.

L. R. Gomez-Mejia, P. C. Patel, and T. M. Zellweger, “In the horns of the dilemma: Socioemotional wealth, financial wealth, and acquisitions in family firms,” J. Manage., vol. 44, no. 4, pp. 1369–1397, 2018.

J. R. Kale, O. Kini, and H. E. Ryan Jr, “Financial advisors and shareholder wealth gains in corporate takeovers,” J. Financ. Quant. Anal., vol. 38, no. 3, pp. 475–501, 2003.

V. Yoganathan, V.-S. Osburg, W. H. Kunz, and W. Toporowski, “Check-in at the Robo-desk: Effects of automated social presence on social cognition and service implications,” Tour. Manag., vol. 85, p. 104309, 2021.

C. Hildebrand and A. Bergner, “Conversational robo advisors as surrogates of trust: onboarding experience, firm perception, and consumer financial decision making,” J. Acad. Mark. Sci., vol. 49, no. 4, pp. 659–676, 2021.

L. R. Gomez-Mejia, I. Neacsu, and G. Martin, “CEO risk-taking and socioemotional wealth: The behavioral agency model, family control, and CEO option wealth,” J. Manage., vol. 45, no. 4, pp. 1713–1738, 2019.

R. Tao, C.-W. Su, Y. Xiao, K. Dai, and F. Khalid, “Robo advisors, algorithmic trading and investment management: Wonders of fourth industrial revolution in financial markets,” Technol. Forecast. Soc. Change, vol. 163, p. 120421, 2021.

L. Brenner and T. Meyll, “Robo-advisors: a substitute for human financial advice?,” J. Behav. Exp. Financ., vol. 25, p. 100275, 2020.

A. B. Chhabra, “Beyond Markowitz: a comprehensive wealth allocation framework for individual investors,” J. Wealth Manag., vol. 7, no. 4, pp. 8–34, 2005.