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Efficiency measurement of fintech companies: a two-stage DEA approach

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  • Mehmet Çağlar

    (Yildiz Technical University)

  • Seyhan Nişel

    (İstanbul University)

Abstract

FinTechs have gained an important place in the financial sector with their dynamic and customer-oriented structures and innovative approaches and business models. In recent years, the competition between actors in the financial sector has intensified. In a rapidly developing sector, where competition is intense and challenging, efficiency is a very important performance indicator for fintechs. This study aims to measure and examine the efficiency performance of FinTech companies. Data Envelopment Analysis was used for efficiency measurement. By establishing a two-stage data envelopment analysis model, "profitability", "marketability" and "overall process" efficiencies of fintechs were measured and analyzed. Efficiency of FinTechs operating in eight different sub-sectors was measured for the period of 2010–2019. The results show that, fintechs’ profitability efficiency performances are higher than their marketability efficiency performances. Besides, efficiency performance of the fintech companies differs on the basis of sub-sectors. This paper is a pioneer study in efficiency measurement of FinTechs.

Suggested Citation

  • Mehmet Çağlar & Seyhan Nişel, 2024. "Efficiency measurement of fintech companies: a two-stage DEA approach," Electronic Commerce Research, Springer, vol. 24(2), pages 1335-1366, June.
    • Handle: RePEc:spr:elcore:v:24:y:2024:i:2:d:10.1007_s10660-023-09804-3
    DOI: 10.1007/s10660-023-09804-3
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    1. Thakor, Anjan, 2020. "Corrigendum to: Fintech and Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 43(C).
    2. Berger, Allen N. & Humphrey, David B., 1997. "Efficiency of financial institutions: International survey and directions for future research," European Journal of Operational Research, Elsevier, vol. 98(2), pages 175-212, April.
    3. Artie W. Ng & Benny K.B. Kwok, 2017. "Emergence of Fintech and cybersecurity in a global financial centre," Journal of Financial Regulation and Compliance, Emerald Group Publishing Limited, vol. 25(4), pages 422-434, November.
    4. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    5. Robert DeYoung, 2005. "The Performance of Internet-Based Business Models: Evidence from the Banking Industry," The Journal of Business, University of Chicago Press, vol. 78(3), pages 893-948, May.
    6. Kao, Chiang & Hwang, Shiuh-Nan, 2008. "Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan," European Journal of Operational Research, Elsevier, vol. 185(1), pages 418-429, February.
    7. Luo, Xueming, 2003. "Evaluating the profitability and marketability efficiency of large banks: An application of data envelopment analysis," Journal of Business Research, Elsevier, vol. 56(8), pages 627-635, August.
    8. Sang Joon Ahn & Seong Ho Lee, 2019. "The Effect of Consumers’ Perceived Value on Acceptance of an Internet-Only Bank Service," Sustainability, MDPI, vol. 11(17), pages 1-9, August.
    9. Zhu, Joe, 2000. "Multi-factor performance measure model with an application to Fortune 500 companies," European Journal of Operational Research, Elsevier, vol. 123(1), pages 105-124, May.
    10. René M. Stulz, 2019. "FinTech, BigTech, and the Future of Banks," Journal of Applied Corporate Finance, Morgan Stanley, vol. 31(4), pages 86-97, December.
    11. Lee, In & Shin, Yong Jae, 2018. "Fintech: Ecosystem, business models, investment decisions, and challenges," Business Horizons, Elsevier, vol. 61(1), pages 35-46.
    12. Maria Demertzis & Silvia Merler & Guntram B Wolff, 2018. "Capital Markets Union and the Fintech Opportunity," Journal of Financial Regulation, Oxford University Press, vol. 4(1), pages 157-165.
    13. Ben Bassem, 2008. "Efficiency of Microfinance Institutions in the Mediterranean: An Application of DEA," Transition Studies Review, Springer;Central Eastern European University Network (CEEUN), vol. 15(2), pages 343-354, September.
    14. Rainer Alt & Roman Beck & Martin T. Smits, 2018. "FinTech and the transformation of the financial industry," Electronic Markets, Springer;IIM University of St. Gallen, vol. 28(3), pages 235-243, August.
    15. Gutiérrez-Nieto, Begoña & Serrano-Cinca, Carlos & Mar Molinero, Cecilio, 2007. "Microfinance institutions and efficiency," Omega, Elsevier, vol. 35(2), pages 131-142, April.
    16. Vaneet Bhatia & Sankarshan Basu & Subrata Kumar Mitra & Pradyumna Dash, 2018. "A review of bank efficiency and productivity," OPSEARCH, Springer;Operational Research Society of India, vol. 55(3), pages 557-600, November.
    17. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    18. Tatiana Zalan & Elissar Toufaily, 2017. "The Promise of Fintech in Emerging Markets: Not as Disruptive," Contemporary Economics, University of Economics and Human Sciences in Warsaw., vol. 11(4), December.
    19. Nisar Ahmad & Amjad Naveed & Shabbir Ahmad & Irfan Butt, 2020. "Banking Sector Performance, Profitability, And Efficiency: A Citation‐Based Systematic Literature Review," Journal of Economic Surveys, Wiley Blackwell, vol. 34(1), pages 185-218, February.
    20. Boussofiane, A. & Dyson, R. G. & Thanassoulis, E., 1991. "Applied data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 52(1), pages 1-15, May.
    21. Chuang-Min Chao & Ming-Miin Yu & Nan-Hsing Hsiung & Li-Hsueh Chen, 2018. "Profitability efficiency, marketability efficiency and technology gaps in Taiwan’s banking industry: meta-frontier network data envelopment analysis," Applied Economics, Taylor & Francis Journals, vol. 50(3), pages 233-250, January.
    22. Peter Gomber & Jascha-Alexander Koch & Michael Siering, 2017. "Digital Finance and FinTech: current research and future research directions," Journal of Business Economics, Springer, vol. 87(5), pages 537-580, July.
    23. Pankaj Dutta & Aayush Jain & Asish Gupta, 2020. "Performance analysis of non-banking finance companies using two-stage data envelopment analysis," Annals of Operations Research, Springer, vol. 295(1), pages 91-116, December.
    24. Hermes, Niels & Lensink, Robert & Meesters, Aljar, 2011. "Outreach and Efficiency of Microfinance Institutions," World Development, Elsevier, vol. 39(6), pages 938-948, June.
    25. Lawrence M. Seiford & Joe Zhu, 1999. "Profitability and Marketability of the Top 55 U.S. Commercial Banks," Management Science, INFORMS, vol. 45(9), pages 1270-1288, September.
    26. Chen, Yao & Cook, Wade D. & Zhu, Joe, 2010. "Deriving the DEA frontier for two-stage processes," European Journal of Operational Research, Elsevier, vol. 202(1), pages 138-142, April.
    27. Jesús T. Pastor & José L. Ruiz, 2007. "Variables With Negative Values In Dea," Springer Books, in: Joe Zhu & Wade D. Cook (ed.), Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis, chapter 0, pages 63-84, Springer.
    28. Schaper, Philipp, 2017. "Under pressure: how the business environment affects productivity and efficiency of European life insurance companiesAuthor-Name: Eling, Martin," European Journal of Operational Research, Elsevier, vol. 258(3), pages 1082-1094.
    29. Hung, Shiu-Wan & Wang, An-Pang, 2012. "Entrepreneurs with glamour? DEA performance characterization of high-tech and older-established industries," Economic Modelling, Elsevier, vol. 29(4), pages 1146-1153.
    30. Kuan-Chieh Chen, 2020. "Implications of Fintech Developments for Traditional Banks," International Journal of Economics and Financial Issues, Econjournals, vol. 10(5), pages 227-235.
    31. Nuyens, Hedwige, 2019. "How disruptive are FinTech and digital for banks and regulators?," Journal of Risk Management in Financial Institutions, Henry Stewart Publications, vol. 12(3), pages 217-222, June.
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