The Rise of Intelligent Finance : A SPAR-4-SLR Approach in Exploring the Role of AI in Enhancing Financial Planning and Financial Literacy
DOI:
https://doi.org/10.17010/ijrcm/2025/v12i4/175949Keywords:
financial literacy, financial planning, AI, artificial intelligence, SLR, robo-advisor, chatbots.JEL Classification Codes : C88, D83, G41, G53
Publishing Chronology: Paper Submission Date : November 5, 2025 ; Paper sent back for Revision : November 15, 2025 ; Paper Acceptance Date : November 25, 2025
Abstract
Purpose : In this study, we presented a systematic literature review of how artificial intelligence (AI) and financial technology (FinTech) have converged with the concept of financial literacy, financial inclusion, and its planning.
Methodology : A total of 879 papers were extracted from the Scopus database for the period 2010 to 2025, and after refinement using SPAR-4-SLR, we identified 54 articles. To have a clear understanding and to trace the intellectual development of the literature in this area, we applied the ADO-TCM framework.
Findings : There is a clear progression of trends in this domain. Earlier studies were based on basic theories, and subsequent work has applied models such as TAM, UTAUT, and the diffusion of innovation to capture technology acceptance. A significant portion of the literature is inclined toward institutional and systemic perspectives, including agency theory, human capital, and risk management. Despite this theoretical richness, methodologies remain limited, with survey and experimental studies dominating, while longitudinal, comparative, and mixed-method approaches are scarce.
Practical Implication : It has been noted that there is a deficiency of literature in the developing economies, which shows a major gap in the literature, and more critical consideration is required. A broader theoretical integration, methodological diversification, and greater attention to the underrepresented context are required for strengthening the future of AI-driven financial literacy research.
Originality : This research provided a new dimension to look at the literature development in this area. Additionally, the model which is used in this paper is most suitable to give a rigorous view of every element and variable used in the literature.
Downloads
Published
How to Cite
Issue
Section
References
1) Abdulle, M. A., Kulmie, D. A., Awale, A. A., Ibrahim, M. S., & Adan, A. T. (2025). Female university students and fintech literacy: Evidence from Somalia. International Journal of Economics and Financial Issues, 15(2), 226–234. https://doi.org/10.32479/ijefi.17773
2) Afjal, M. (2023). Bridging the financial divide: A bibliometric analysis on the role of digital financial services within FinTech in enhancing financial inclusion and economic development. Humanities and Social Sciences Communications, 10, Article no. 645. https://doi.org/10.1057/s41599-023-02086-y
3) Ajibade, S.-S., Jasser, M. B., Alebiosu, D. O., Al-Hadi, I. A., Al-Dharhani, G. S., Hassan, F., & Gyamfi, B. A. (2024). Uncovering the dynamics in the application of machine learning in computational finance: A bibliometric and social network analysis. International Journal of Economics and Financial Issues, 14(4), 299–315. https://doi.org/10.32479/ijefi.16399
4) Alonso, S. L., Ozili, P. K., Hernández, B. M., & Pacheco, L. M. (2025). Evaluating the acceptance of CBDCs: Experimental research with artificial intelligence (AI) generated synthetic response. Quantitative Finance and Economics, 9(1), 242–273. https://doi.org/10.3934/QFE.2025008
5) Athota, V. S., Pereira, V., Hasan, Z., Vaz, D., Laker, B., & Reppas, D. (2023). Overcoming financial planners' cognitive biases through digitalization: A qualitative study. Journal of Business Research, 154, Article ID 113291. https://doi.org/10.1016/j.jbusres.2022.08.055
6) Bai, Z. (2024). Examining the association between robo-advisory and perceived financial satisfaction. Review of Behavioral Finance, 16(4), 668–681. https://doi.org/10.1108/RBF-10-2023-0268
7) Bayakhmetova, A., Rudenko, L., Krylova, L., Suleimenova, B., Niyazbekova, S., & Nurpeisova, A. (2025). Artificial intelligence in financial behavior: Bibliometric ideas and new opportunities. Journal of Risk and Financial Management, 18(3), 159. https://doi.org/10.3390/jrfm18030159
8) Braun, H., & Chandler, J. S. (1987). Predicting stock market behavior through rule induction: An application of the learning‐from‐example approach. Decision Sciences, 18(3), 415–429. https://doi.org/10.1111/j.1540-5915.1987.tb01533.x
9) Cahyono, D., Susbiyani, A., Lestari, E., Fauziyah, Qomariah, N., & Guntur, Y. S. (2025). Role of personal savings in financial tech impact on family planning in Indonesia. Aptisi Transactions on Technopreneurship, 7(1), 120–131. https://doi.org/10.34306/att.v7i1.494
10) Carl, K., Dignam, C., Kochan, M., Alston, C., & Green, D. (2024). Discovering prompt engineering: A qualitative study of nonexpert teachers' interactions with ChatGPT. Issues in Information Systems, 25(4), 205–220. https://doi.org/10.48009/4_iis_2024_117
11) Changaranchola, M. N., & Samantara, R. (2025). Fun at work: A systematic literature review and research agenda. Human Systems Management. https://doi.org/10.1177/01672533251374567
12) Chen, Z. (2025). Revolutionizing finance with conversational AI: A focus on ChatGPT implementation and challenges. Humanities and Social Sciences Communications, 12, Article no. 388. https://doi.org/10.1057/s41599-025-04725-y
13) Chhatwani, M. (2022). Does robo-advisory increase retirement worry? A causal explanation. Managerial Finance, 48(4), 611–628. https://doi.org/10.1108/MF-05-2021-0195
14) Chiu, Y.-L., Gao, X., Liu, H.-C., & Zhai, Q. (2025). Financial literacy of ChatGPT: Evidence through financial news. Finance Research Letters, 78, Article ID 107088. https://doi.org/10.1016/j.frl.2025.107088
15) Cuadros Carrion, M. B., Czarnik, Z. J., Lemke, R. J., & Tao, R. (2025). Examining the complementary relationship between peer-to-peer lending and traditional banks in the USA. Managerial Finance, 51(3), 413–435. https://doi.org/10.1108/MF-07-2024-0480
16) Dash, A., & Mohanta, G. (2025). Drivers of sustainable financial consumerism: Exploring the impact of artificial intelligence, finfluencers, financial literacy, and product quality on sustainable development. Cleaner and Responsible Consumption, 18, Article ID 100306. https://doi.org/10.1016/j.clrc.2025.100306
17) Dewi, V. I., Dharwiyanti, S., Widyarini, M., Widyastuti, U., & Irawan, Y. B. (2025). AI-driven digital finance adoption in the insurance industry: A value proposition and digital financial literacy. Polish Journal of Management Studies, 31(2), 38–55. https://doi.org/10.17512/pjms.2025.31.2.03
18) Didenko, I., & Sidelnyk, N. (2021). Insurance innovations as a part of the financial inclusion. Business Ethics and Leadership, 5(1), 127–135. https://doi.org/10.21272/bel.5(1).127-135.2021
19) Frączek, B. (2020). A system to support the transparency of consumer credit offers. Journal of Risk and Financial Management, 13(12), 317. https://doi.org/10.3390/jrfm13120317
20) Gan, L. Y., Khan, M. T., & Liew, T. W. (2021). Understanding consumer's adoption of financial robo-advisors at the outbreak of the COVID-19 crisis in Malaysia. Financial Planning Review, 4(3), Article no. e1127. https://doi.org/10.1002/cfp2.1127
21) Godbole, A., Shah, Z., & Mudholkar, R. S. (2025). Preventing household bankruptcy: The one-third rule in financial planning with mathematical validation and game-theoretic insights. Journal of Risk and Financial Management, 18(4), 185. https://doi.org/10.3390/jrfm18040185
22) Gupta, L., Shrivastav, R. K., Kumar, S., & Goel, R. (2025). Beyond banking: The future of financial inclusion and economic empowerment. In N. Mansour, A. K. Singh & V. Garg (eds.), Regulation and inclusivity in finance and accounting. Sustainable finance (pp. 77–97). Springer. https://doi.org/10.1007/978-3-032-01677-5_4
23) Hasan, Z., Vaz, D., Athota, V. S., Désiré, S. S., & Pereira, V. (2023). Can artificial intelligence (AI) manage behavioural biases among financial planners? Journal of Global Information Management, 31(2), 1–18. https://doi.org/10.4018/JGIM.321728
24) Hidayat-ur-Rehman, I. (2025). The role of financial literacy in enhancing firm's sustainable performance through Fintech adoption: A moderated mediation analysis. International Journal of Innovation Science, 17(4), 754–785. https://doi.org/10.1108/IJIS-03-2024-0056
25) Huang, J., Liu, R., Wang, W., Wang, Z., Wang, C., & Jin, Y. (2024). Unleashing Fintech's potential: A catalyst for green bonds issuance. Journal of International Financial Markets, Institutions and Money, 93, Article ID 102009. https://doi.org/10.1016/j.intfin.2024.102009
26) Jain, R., Pal, A., Gupta, K., & Gaur, D. (2026). Artificial intelligence in finance: The journey of robo advisors so far and the way ahead. Indian Journal of Finance, 20(1), 47–71. https://doi.org/10.17010/ijf/2026/v20i1/174132
27) Jin, L., & Liu, M. (2025). Unlocking financial opportunities: The substantial alleviation of financing constraints on small and micro enterprises through digital inclusive finance. Journal of the Knowledge Economy, 16, 2283–2309. https://doi.org/10.1007/s13132-024-01863-7
28) Jose, A. M., Jose, M. T., & Suresh, G. (2022). Impact of corporate governance on financial performance of Nifty 50 companies: An empirical analysis. Indian Journal of Research in Capital Markets, 8(3), 22–36. https://doi.org/10.17010/ijrcm/2021/v8i3/167955
29) Joseph, D., Girish, S., & Suresh, G. (2023). FinTech and financial capability, what do we know and what we do not know: A scoping review. Indian Journal of Finance, 17(12), 40–55. https://doi.org/10.17010/ijf/2023/v17i12/170910
30) Jünger, M., & Mietzner, M. (2020). Banking goes digital: The adoption of FinTech services by German households. Finance Research Letters, 34, Article ID 101260. https://doi.org/10.1016/j.frl.2019.08.008
31) Kass-Hanna, J., Lyons, A. C., & Liu, F. (2022). Building financial resilience through financial and digital literacy in South Asia and Sub-Saharan Africa. Emerging Markets Review, 51(Part A), Article ID 100846. https://doi.org/10.1016/j.ememar.2021.100846
32) Khongwir, C. M., & Sharmiladevi, J. C. (2023). A bibliometric analysis on financial inclusion and financial literacy–Analyzing the current research trends. Indian Journal of Finance, 17(2), 27–53. https://doi.org/10.17010/ijf/2023/v17i2/172638
33) Kittipanya-ngam, P., Tan, K. H., & Cavite, H. J. (2025). Future-ready AI: A framework for ethical and sustainable adoption. Technology in Society, 83, Article ID 102993. https://doi.org/10.1016/j.techsoc.2025.102993
34) Kotishwar, A. (2020). Impact of blockchain technology on efficiency of financial transactions. Indian Journal of Finance, 14(3), 36–44. https://doi.org/10.17010/ijf/2020/v14i3/151074
35) Lewis, D. R. (2018). The perils of overconfidence: Why many consumers fail to seek advice when they really should. Journal of Financial Services Marketing, 23(2), 104–111. https://doi.org/10.1057/s41264-018-0048-7
36) Lim, W. M., Yap, S.-F., & Makkar, M. (2021). Home sharing in marketing and tourism at a tipping point: What do we know, how do we know, and where should we be heading? Journal of Business Research, 122, 534–566. https://doi.org/10.1016/j.jbusres.2020.08.051
37) Linge, A. A., Jiwani, A., & Kakde, B. B. (2024). Factors affecting risk attitude and investors' happiness of newly employed individuals. Indian Journal of Finance, 18(5), 66–80. https://doi.org/10.17010/ijf/2024/v18i5/173843
38) Litterscheidt, R., & Streich, D. J. (2020). Financial education and digital asset management: What's in the black box? Journal of Behavioral and Experimental Economics, 87, Article ID 101573. https://doi.org/10.1016/j.socec.2020.101573
39) Lohan, S., Sidhu, A., & Kakran, S. (2023). Impact of investors' attention on the global stock market: A bibliometric analysis. Indian Journal of Finance, 17(10), 21–42. https://doi.org/10.17010/ijf/2023/v17i10/170881
40) Mohapatra, A. K., Das, R. C., & Khilar, S. (2025). Financial inclusion and socio-economic development: The mediating role of social empowerment in rural Odisha of India. Indian Journal of Finance, 19(6), 29–45. https://doi.org/10.17010/ijf/2025/v19i6/175130
41) Mohapatra, A. K., Sahoo, A. P., Tripathy, P., Matta, R., & Saxena, A. (2026). Adoption of explainable artificial intelligence in retail investors' decision-making: Evidence from India. Indian Journal of Finance, 20(1), 24–37. https://doi.org/10.17010/ijf/2026/v20i1/175903
42) Niszczota, P., & Abbas, S. (2023). GPT has become financially literate: Insights from financial literacy tests of GPT and a preliminary test of how people use it as a source of advice. Finance Research Letters, 58(Part A), Article ID 104333. https://doi.org/10.1016/j.frl.2023.104333
43) Nkwinika, E., & Akinola, S. (2023). The importance of financial management in small and medium-sized enterprises (SMEs): An analysis of challenges and best practices. Technology Audit and Production Reserves, 5(4(73)), 12–20. https://doi.org/10.15587/2706-5448.2023.285749
44) Oehler, A., Horn, M., & Wendt, S. (2022). Investor characteristics and their impact on the decision to use a robo-advisor. Journal of Financial Services Research, 62(1–2), 91–125. https://doi.org/10.1007/s10693-021-00367-8
45) Olayiwola, J., Ajide, F., & Oyeyemi, J. (2024). Relationship between venture capital, financial innovation, and operating performance in Nigerian Fintech firms. Economics and Culture, 21(2), 180–198. https://doi.org/10.2478/jec-2024-0027
46) Paul, J., Khatri, P., & Duggal, H. K. (2024). Frameworks for developing impactful systematic literature reviews and theory building: What, why and how? Journal of Decision Systems, 33(4), 537–550. https://doi.org/10.1080/12460125.2023.2197700
47) Paul, J., Lim, W. M., O'Cass, A., Hao, A. W., & Bresciani, S. (2021). Scientific procedures and rationales for systematic literature reviews (SPAR-4-SLR). International Journal of Consumer Studies, 45(6), O1–O16. https://doi.org/10.1111/ijcs.12695
48) Philippas, N. D., & Avdoulas, C. (2020). Financial literacy and financial well-being among generation-Z university students: Evidence from Greece. The European Journal of Finance, 26(4–5), 360–381. https://doi.org/10.1080/1351847X.2019.1701512
49) Piehlmaier, D. M. (2022). Overconfidence and the adoption of robo-advice: Why overconfident investors drive the expansion of automated financial advice. Financial Innovation, 8, Article no. 14. https://doi.org/10.1186/s40854-021-00324-3
50) Ray, D., Rout, H. S., & Ray, P. (2022). How do households utilize banking services and what are the determinants of it? An empirical analysis from the rural and tribal areas of an eastern Indian state. Journal of Public Affairs, 22(2), Article no. e2520. https://doi.org/10.1002/pa.2520
51) Rossi, A. G., & Utkus, S. (2024). The diversification and welfare effects of robo-advising. Journal of Financial Economics, 157, Article ID 103869. https://doi.org/10.1016/j.jfineco.2024.103869
52) Salas-Velasco, M. (2023). Economic and financial education for investment and financing decision-making in a graduate degree: Experimental evaluation of the effectiveness of two delivery methods. The Journal of Economic Education, 54(3), 225–242. https://doi.org/10.1080/00220485.2023.2191594
53) Singh, A. K., Shrivastav, R. K., & Chapagain, R. (2024). Sustainable financing initiatives and bank performance: A bibliometric analysis. Indian Journal of Finance, 18(8), 22–43. https://doi.org/10.17010/ijf/2024/v18i8/174241
54) Singh, V., Choubey, B., & Sauer, S. (2024). Liquidity forecasting at corporate and subsidiary levels using machine learning. Intelligent Systems in Accounting, Finance and Management, 31(3), Article no. e1565. https://doi.org/10.1002/isaf.1565
55) Singh, A. K., Goel, S. K., & Negi, D. (2023). Financial sustainability of microfinance institutions: Evidence from India. Indian Journal of Research in Capital Markets, 10(2), 8–19. https://doi.org/10.17010/ijrcm/2023/v10i2/173301
56) Sunil, N., & Kumar, S. B. (2025). Financial literacy and fintech: A double-edged sword for millennial investors' behavioral biases. Indian Journal of Finance, 19(3), 44–63. https://doi.org/10.17010/ijf/2025/v19i3/174849
57) Tara, K., & Singh, S. (2015). Green banking: An approach towards environmental management. Prabandhan: Indian Journal of Management, 7(11), 7–20. https://doi.org/10.17010/pijom/2014/v7i11/59258
58) Ullah, R., Ismail, H. B., Khan, M. T., & Zeb, A. (2024). Nexus between Chat GPT usage dimensions and investment decisions making in Pakistan: Moderating role of financial literacy. Technology in Society, 76, Article ID 102454. https://doi.org/10.1016/j.techsoc.2024.102454
59) Waliszewski, K., & Warchlewska, A. (2020). Attitudes towards artificial intelligence in the area of personal financial planning: A case study of selected countries. Entrepreneurship and Sustainability Issues, 8(2), 399–420. https://doi.org/10.9770/jesi.2020.8.2(24)
60) Xiao, J. J., & Meng, K. (2025). AI and personal finance: Evaluating rules of thumb generated by ChatGPT. International Journal of Bank Marketing, 43(9), 1969–1989. https://doi.org/10.1108/IJBM-03-2025-0227
61) Xue, R., Gepp, A., O'Neill, T. J., Stern, S., & Vanstone, B. J. (2021). Financial literacy and financial strategies: The mediating role of financial concerns. Australian Journal of Management, 46(3), 437–465. https://doi.org/10.1177/0312896220940762
62) Yang, C., & Stivers, A. (2024). Investigating AI languages' ability to solve undergraduate finance problems. Journal of Education for Business, 99(1), 44–51. https://doi.org/10.1080/08832323.2023.2253963
63) Zhu, A. Y. (2024). Optimizing financial decision-making for emerging adults: A compact Python-based personalized financial projection approach. Technology in Society, 77, Article ID 102599. https://doi.org/10.1016/j.techsoc.2024.102599
64) Zhu, A. Y. (2025). Unlocking financial literacy with machine learning: A critical step to advance personal finance research and practice. Technology in Society, 81, Article ID 102797. https://doi.org/10.1016/j.techsoc.2024.102797