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Industry 4.0 and intellectual capital in the age of FinTech

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  • Wang, Xiaoying
  • Sadiq, Ramla
  • Khan, Tahseen Mohsan
  • Wang, Rong

Abstract

In the Fourth Industrial Revolution, the prevalence of innovation and technology in the financial sector is indisputable. The purpose of this study is to determine the effect of IT investments on intellectual capital, aggregated and decomposed into its components, competitive advantage, and the performance of banks (Tobin's Q and CAMELS). These forces are further classified in terms of dual banking, bank size, and market position, and any country-based phenomena that might be applicable. Moreover, data is collected from 65 banks in the SAARC region, based on a time span of 11 years, from the years 2008 to 2018, and involving a total of 715 observations. Based on the endogeneity of IT investments, this study uses GMM regression for empirical analysis. The findings elicited from the empirical results demonstrate a positive impact of IT investments on the intellectual capital, and some sub-components. In the case of the impact of IT investments' on competitive advantage, the results are have come out to be diverse in nature. From a theoretical perspective, this paper contributes to the existing literature by presenting a valuable analytical framework for exploring the role of IT investments in a rapidly changing financial sector.

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  • Wang, Xiaoying & Sadiq, Ramla & Khan, Tahseen Mohsan & Wang, Rong, 2021. "Industry 4.0 and intellectual capital in the age of FinTech," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    • Handle: RePEc:eee:tefoso:v:166:y:2021:i:c:s0040162521000305
    DOI: 10.1016/j.techfore.2021.120598
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    References listed on IDEAS

    as
    1. Narayan, Paresh Kumar & Phan, Dinh Hoang Bach, 2019. "A survey of Islamic banking and finance literature: Issues, challenges and future directions," Pacific-Basin Finance Journal, Elsevier, vol. 53(C), pages 484-496.
    2. Olson, Dennis & Zoubi, Taisier A., 2011. "Efficiency and bank profitability in MENA countries," Emerging Markets Review, Elsevier, vol. 12(2), pages 94-110, June.
    3. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    4. Andres, Pablo de & Vallelado, Eleuterio, 2008. "Corporate governance in banking: The role of the board of directors," Journal of Banking & Finance, Elsevier, vol. 32(12), pages 2570-2580, December.
    5. Athanasoglou, Panayiotis P. & Brissimis, Sophocles N. & Delis, Matthaios D., 2008. "Bank-specific, industry-specific and macroeconomic determinants of bank profitability," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 18(2), pages 121-136, April.
    6. Farag, Hisham & Mallin, Chris & Ow-Yong, Kean, 2018. "Corporate governance in Islamic banks: New insights for dual board structure and agency relationships," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 54(C), pages 59-77.
    7. Sailesh Tanna & Kyriaki Kosmidou & Fotios Pasiouras, 2005. "Determinants of profitability of domestic UK commercial banks: panel evidence from the period 1995-2002," Money Macro and Finance (MMF) Research Group Conference 2005 45, Money Macro and Finance Research Group.
    8. Christensen, Clayton M., 1993. "The Rigid Disk Drive Industry: A History of Commercial and Technological Turbulence," Business History Review, Cambridge University Press, vol. 67(4), pages 531-588, January.
    9. Viswanath Venkatesh, 2000. "Determinants of Perceived Ease of Use: Integrating Control, Intrinsic Motivation, and Emotion into the Technology Acceptance Model," Information Systems Research, INFORMS, vol. 11(4), pages 342-365, December.
    10. Saeed, Momna & Izzeldin, Marwan & Hassan, M. Kabir & Pappas, Vasileios, 2020. "The inter-temporal relationship between risk, capital and efficiency: The case of Islamic and conventional banks," Pacific-Basin Finance Journal, Elsevier, vol. 62(C).
    11. Hongxing Yao & Muhammad Haris & Gulzara Tariq, 2018. "Profitability Determinants of Financial Institutions: Evidence from Banks in Pakistan," IJFS, MDPI, vol. 6(2), pages 1-28, May.
    12. Haskel, J & Corrado, C & Jona-Lasinio, C & Iommi, M, 2012. "Intangible capital and growth in advanced economies: measurement methods and comparative results," Working Papers 9913, Imperial College, London, Imperial College Business School.
    13. Richard R. Nelson, 1991. "Why do firms differ, and how does it matter?," Strategic Management Journal, Wiley Blackwell, vol. 12(S2), pages 61-74, December.
    14. Goddard, John & Molyneux, Phil & Wilson, John O S, 2004. "Dynamics of Growth and Profitability in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(6), pages 1069-1090, December.
    15. Arrighetti, Alessandro & Landini, Fabio & Lasagni, Andrea, 2014. "Intangible assets and firm heterogeneity: Evidence from Italy," Research Policy, Elsevier, vol. 43(1), pages 202-213.
    16. Tasawar Nawaz, 2019. "Intellectual capital profiles and financial performance of Islamic banks in the UK," International Journal of Learning and Intellectual Capital, Inderscience Enterprises Ltd, vol. 16(1), pages 87-97.
    17. Trad, Naama & Trabelsi, Mohamed Ali & Goux, Jean François, 2017. "Risk And Profi Tability Of Islamic Banks: A Religious Deception Or An Alternative Solution?," European Research on Management and Business Economics (ERMBE), Academia Europea de Dirección y Economía de la Empresa (AEDEM), vol. 23(1), pages 40-45.
    18. Asli Demirguk-Kunt & Thorsten Beck & Ouarda Merrouche, 2013. "Islamic Banking versus Conventional Banking: Business model, Efficiency, and Stability," Post-Print hal-01638080, HAL.
    19. Kabir, Md. Nurul & Worthington, Andrew & Gupta, Rakesh, 2015. "Comparative credit risk in Islamic and conventional bank," Pacific-Basin Finance Journal, Elsevier, vol. 34(C), pages 327-353.
    20. Goddard, John & Liu, Hong & Molyneux, Philip & Wilson, John O.S., 2011. "The persistence of bank profit," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2881-2890, November.
    21. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
    22. Wanke, Peter & Azad, Md. Abul Kalam & Barros, Carlos Pestana & Hassan, M. Kabir, 2016. "Predicting efficiency in Islamic banks: An integrated multicriteria decision making (MCDM) approach," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 45(C), pages 126-141.
    23. Carol Coorado & Jonathan Haskel & Cecilia Iona Lasinio & Massimiliano Iommi, 2012. "Intangible Capital and Growth Strategies for Advanced Economies: Measurement and Comparative Results," Working Papers LuissLab 12101, Dipartimento di Economia e Finanza, LUISS Guido Carli.
    24. Mahmood Yousefi & Sohrab Abizadeh & Ken McCormick, 1997. "Monetary stability and interest-free banking: the case of Iran," Applied Economics, Taylor & Francis Journals, vol. 29(7), pages 869-876.
    25. Maria Elena Bontempi & Jacques Mairesse, 2008. "Intangible Capital and Productivity: An Exploration on a Panel of Italian Manufacturing Firms," NBER Working Papers 14108, National Bureau of Economic Research, Inc.
    26. Pérez-Martín, A. & Pérez-Torregrosa, A. & Vaca, M., 2018. "Big Data techniques to measure credit banking risk in home equity loans," Journal of Business Research, Elsevier, vol. 89(C), pages 448-454.
    27. Belanès, Amel & Ftiti, Zied & Regaïeg, Rym, 2015. "What can we learn about Islamic banks efficiency under the subprime crisis? Evidence from GCC Region," Pacific-Basin Finance Journal, Elsevier, vol. 33(C), pages 81-92.
    28. Karen A. Bantel & Susan E. Jackson, 1989. "Top management and innovations in banking: Does the composition of the top team make a difference?," Strategic Management Journal, Wiley Blackwell, vol. 10(S1), pages 107-124, June.
    29. Molyneux, Philip & Thornton, John & Michael Llyod-Williams, D., 1996. "Competition and market contestability in Japanese commercial banking," Journal of Economics and Business, Elsevier, vol. 48(1), pages 33-45, February.
    30. Haskel, Jonathan & Iommi, Massimiliano, 2012. "Intangible Capital and Growth in Advanced Economies: Measurement and Comparative Results," CEPR Discussion Papers 9061, C.E.P.R. Discussion Papers.
    31. Carol A. Corrado & Charles R. Hulten, 2010. "How Do You Measure a "Technological Revolution"?," American Economic Review, American Economic Association, vol. 100(2), pages 99-104, May.
    32. Viswanath Venkatesh & Fred D. Davis, 2000. "A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies," Management Science, INFORMS, vol. 46(2), pages 186-204, February.
    33. Laukkanen, Tommi, 2016. "Consumer adoption versus rejection decisions in seemingly similar service innovations: The case of the Internet and mobile banking," Journal of Business Research, Elsevier, vol. 69(7), pages 2432-2439.
    34. Naama Trad & Mohamed Ali Trabelsi & Jean-François Goux, 2017. "Risk and profitability of Islamic banks: A religious deception or an alternative solution?," Post-Print halshs-01421357, HAL.
    35. S.A. Lippman & R.P. Rumelt, 1982. "Uncertain Imitability: An Analysis of Interfirm Differences in Efficiency under Competition," Bell Journal of Economics, The RAND Corporation, vol. 13(2), pages 418-438, Autumn.
    36. Sun, Poi Hun & Mohamad, Shamsher & Ariff, M., 2017. "Determinants driving bank performance: A comparison of two types of banks in the OIC," Pacific-Basin Finance Journal, Elsevier, vol. 42(C), pages 193-203.
    37. Farag, Hisham & Mallin, Chris, 2017. "Board diversity and financial fragility: Evidence from European banks," International Review of Financial Analysis, Elsevier, vol. 49(C), pages 98-112.
    38. Athanasoglou, Panayiotis & Delis, Manthos & Staikouras, Christos, 2006. "Determinants Of Bank Profitability In The South Eastern European Region," MPRA Paper 10274, University Library of Munich, Germany.
    39. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and the Sustainability of Competitive Advantage: Reply," Management Science, INFORMS, vol. 35(12), pages 1514-1514, December.
    40. Robert Hauswald & Robert Marquez, 2003. "Information Technology and Financial Services Competition," The Review of Financial Studies, Society for Financial Studies, vol. 16(3), pages 921-948, July.
    41. Beck, Thorsten & Demirgüç-Kunt, Asli & Merrouche, Ouarda, 2013. "Islamic vs. conventional banking: Business model, efficiency and stability," Journal of Banking & Finance, Elsevier, vol. 37(2), pages 433-447.
    42. Villalonga, Belen, 2004. "Intangible resources, Tobin's q, and sustainability of performance differences," Journal of Economic Behavior & Organization, Elsevier, vol. 54(2), pages 205-230, June.
    43. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    44. Indra Siswanti & Ubud Salim & Eko Ganis Sukoharsono & Siti Aisjah, 2017. "The Impact of Islamic Corporate Governance, Islamic Intellectual Capital and Islamic Financial Performance on Sustainable Business Islamic Banks," International Journal of Economics and Financial Issues, Econjournals, vol. 7(4), pages 316-323.
    45. Asma Mobarek & Alovaddin Kalonov, 2014. "Comparative performance analysis between conventional and Islamic banks: empirical evidence from OIC countries," Applied Economics, Taylor & Francis Journals, vol. 46(3), pages 253-270, January.
    46. Calabrese, Raffaella & Degl’Innocenti, Marta & Osmetti, Silvia Angela, 2017. "The effectiveness of TARP-CPP on the US banking industry: A new copula-based approach," European Journal of Operational Research, Elsevier, vol. 256(3), pages 1029-1037.
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