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New technologies and diffusion of innovative financial products: Evidence on exchange-traded funds in selected emerging and developed economies

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  • Marszk, Adam
  • Lechman, Ewa

Abstract

Exchange-traded funds (ETFs) are one of the most rapidly-expanding categories of innovative financial products that have been introduced on many financial markets, in both emerging and developed economies. Our research contributes to the present state of knowledge by examining factors, including information and communication technologies (ICTs), influencing the diffusion of ETFs. In our research, we consider also the impact of other segments of the financial system, such as the banking sector, and changes in the real side of the economy. The main aim of the paper is to provide empirical evidence on relationships between penetration of ICTs and diffusion of ETFs. Using a sample of 32 emerging and developed economies; we analyze all countries for which data on the turnover of ETFs on the local stock exchanges are available. The time span of our analysis is 2004–2014. The methodological framework combines innovation diffusion models, which are applied to characterize the key features of the process of diffusion of ETFs and ICT, with dynamic panel models, panel VAR models with exogenous variables and VAR models with exogenous variables (for country-specific analysis), which are used to examine the relationships between ETFs, ICTs, and other selected factors. Our major findings confirm that adoption of ICTs constitutes an important prerequisite for the diffusion of ETFs due to potential demand- and supply-side linkages. Among the other factors that potentially influence the diffusion of ETFs, we found three variables that demonstrate positive and statistically significant impacts: stock market turnover, financial development, and financial markets. Country-wise VAR models with selected exogenous variables confirm the influence of ICTs in most of the countries analyzed.

Suggested Citation

  • Marszk, Adam & Lechman, Ewa, 2019. "New technologies and diffusion of innovative financial products: Evidence on exchange-traded funds in selected emerging and developed economies," Journal of Macroeconomics, Elsevier, vol. 62(C).
  • Handle: RePEc:eee:jmacro:v:62:y:2019:i:c:s0164070417305736
    DOI: 10.1016/j.jmacro.2018.10.001
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    as
    1. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Wurgler, Jeffrey, 2000. "Financial markets and the allocation of capital," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 187-214.
    4. Koop, Gary & Korobilis, Dimitris, 2016. "Model uncertainty in Panel Vector Autoregressive models," European Economic Review, Elsevier, vol. 81(C), pages 115-131.
    5. Giovanni Dosi & Richard R. Nelson, 2000. "An Introduction to Evolutionary Theories in Economics," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 11, pages 327-346, Edward Elgar Publishing.
    6. Yartey, Charles Amo, 2008. "Financial development, the structure of capital markets, and the global digital divide," Information Economics and Policy, Elsevier, vol. 20(2), pages 208-227, June.
    7. Canova, Fabio & Ciccarelli, Matteo, 2013. "Panel Vector Autoregressive Models: A Survey," CEPR Discussion Papers 9380, C.E.P.R. Discussion Papers.
    8. Fabio Canova & Matteo Ciccarelli, 2009. "Estimating Multicountry Var Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(3), pages 929-959, August.
    9. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    10. Sassi, Seifallah & Goaied, Mohamed, 2013. "Financial development, ICT diffusion and economic growth: Lessons from MENA region," Telecommunications Policy, Elsevier, vol. 37(4), pages 252-261.
    11. Dées, Stéphane & Güntner, Jochen, 2014. "Analysing and forecasting price dynamics across euro area countries and sectors: a panel VAR approach," Working Paper Series 1724, European Central Bank.
    12. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio, 2017. "Knowledge Spillovers, ICT and Productivity Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 592-618, August.
    13. Itzhak Ben-David & Francesco A. Franzoni & Rabih Moussawi, 2016. "Exchange Traded Funds (ETFs)," Swiss Finance Institute Research Paper Series 16-64, Swiss Finance Institute.
    14. Michael R. M. Abrigo & Inessa Love, 2016. "Estimation of panel vector autoregression in Stata," Stata Journal, StataCorp LP, vol. 16(3), pages 778-804, September.
    15. Asongu, Simplice A. & Moulin, Bertrand, 2016. "The role of ICT in reducing information asymmetry for financial access," Research in International Business and Finance, Elsevier, vol. 38(C), pages 202-213.
    16. V. Srinivasan & Charlotte H. Mason, 1986. "Technical Note—Nonlinear Least Squares Estimation of New Product Diffusion Models," Marketing Science, INFORMS, vol. 5(2), pages 169-178.
    17. Stijn Claessens & Simeon Djankov & Joseph P. H. Fan & Larry H. P. Lang, 2002. "Disentangling the Incentive and Entrenchment Effects of Large Shareholdings," Journal of Finance, American Finance Association, vol. 57(6), pages 2741-2771, December.
    18. Martin Lettau & Ananth Madhavan, 2018. "Exchange-Traded Funds 101 for Economists," Journal of Economic Perspectives, American Economic Association, vol. 32(1), pages 135-154, Winter.
    19. Nicholas Economides, 1997. "The Economics of Networks," Brazilian Electronic Journal of Economics, Department of Economics, Universidade Federal de Pernambuco, vol. 1(0), December.
    20. Geroski, P. A., 2000. "Models of technology diffusion," Research Policy, Elsevier, vol. 29(4-5), pages 603-625, April.
    21. Ramey, Valerie A. & Shapiro, Matthew D., 1998. "Costly capital reallocation and the effects of government spending," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 48(1), pages 145-194, June.
    22. Gregory S. Miller & Douglas J. Skinner, 2015. "The Evolving Disclosure Landscape: How Changes in Technology, the Media, and Capital Markets Are Affecting Disclosure," Journal of Accounting Research, Wiley Blackwell, vol. 53(2), pages 221-239, May.
    23. Agapova, Anna, 2011. "Conventional mutual index funds versus exchange-traded funds," Journal of Financial Markets, Elsevier, vol. 14(2), pages 323-343, May.
    24. Sang Lee & Matthew Alford & John Cresson & Lara Gardner, 2017. "The Effects of Information Communication Technology on Stock Market Capitalization: A Panel Data Analysis," Business and Economic Research, Macrothink Institute, vol. 7(1), pages 261-272, June.
    25. Jovanovic, Boyan & Rousseau, Peter L., 2005. "General Purpose Technologies," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 18, pages 1181-1224, Elsevier.
    26. Elhanan Helpman & Manuel Trajtenberg, 1996. "Diffusion of General Purpose Technologies," NBER Working Papers 5773, National Bureau of Economic Research, Inc.
    27. Mr. Kangni R Kpodar & Mihasonirina Andrianaivo, 2011. "ICT, Financial Inclusion, and Growth: Evidence from African Countries," IMF Working Papers 2011/073, International Monetary Fund.
    28. Hayakawa, Kazuhiko, 2016. "Improved GMM estimation of panel VAR models," Computational Statistics & Data Analysis, Elsevier, vol. 100(C), pages 240-264.
    29. Granger, C. W. J., 1980. "Testing for causality : A personal viewpoint," Journal of Economic Dynamics and Control, Elsevier, vol. 2(1), pages 329-352, May.
    30. Schmiedel, Heiko & Malkamaki, Markku & Tarkka, Juha, 2006. "Economies of scale and technological development in securities depository and settlement systems," Journal of Banking & Finance, Elsevier, vol. 30(6), pages 1783-1806, June.
    31. Andrews, Donald W. K. & Lu, Biao, 2001. "Consistent model and moment selection procedures for GMM estimation with application to dynamic panel data models," Journal of Econometrics, Elsevier, vol. 101(1), pages 123-164, March.
    32. Hirotugu Akaike, 1969. "Fitting autoregressive models for prediction," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 21(1), pages 243-247, December.
    33. Niebel, Thomas, 2018. "ICT and economic growth – Comparing developing, emerging and developed countries," World Development, Elsevier, vol. 104(C), pages 197-211.
    34. Lechman, Ewa & Marszk, Adam, 2015. "ICT technologies and financial innovations: The case of exchange traded funds in Brazil, Japan, Mexico, South Korea and the United States," Technological Forecasting and Social Change, Elsevier, vol. 99(C), pages 355-376.
    35. F. Riva & A. Calamia & L. Deville, 2013. "Liquidity in European equity ETFs: What really matters?," Post-Print hal-00846610, HAL.
    36. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
    37. Stigler, George J., 2011. "Economics of Information," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 5, pages 35-49.
    38. Reena Aggarwal & Laura Schofield, 2014. "The Growth of Global ETFs and Regulatory Challenges," Advances in Financial Economics, in: Advances in Financial Economics, volume 16, pages 77-102, Emerald Group Publishing Limited.
    39. Ivan Diaz-Rainey & Gbenga Ibikunle, 2012. "A taxonomy of the 'dark side' of financial innovation: the cases of high frequency trading and exchange traded funds," International Journal of Entrepreneurship and Innovation Management, Inderscience Enterprises Ltd, vol. 16(1/2), pages 51-72.
    40. repec:imf:imfsdn:15/8 is not listed on IDEAS
    41. Ewa Lechman, 2015. "ICT Diffusion in Developing Countries," Springer Books, Springer, edition 127, number 978-3-319-18254-4, September.
    42. Badi H. Baltagi, 2008. "Forecasting with panel data," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(2), pages 153-173.
    43. Madhavan, Ananth N., 2016. "Exchange-Traded Funds and the New Dynamics of Investing," OUP Catalogue, Oxford University Press, number 9780190279394.
    44. Isaiah Hull, 2016. "The development and spread of financial innovations," Quantitative Economics, Econometric Society, vol. 7(2), pages 613-636, July.
    45. Hossein Rezaie Dolatabadi & Fatemeh Faghani & Seyed Mehdi Tabatabaee, 2013. "Impact of Information Technology Development on Stock Market Development. Empirical Study in the World’s Leading Capital Markets," International Journal of Academic Research in Accounting, Finance and Management Sciences, Human Resource Management Academic Research Society, International Journal of Academic Research in Accounting, Finance and Management Sciences, vol. 3(1), pages 382-390, January.
    46. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
    47. Farkhanda Shamim, 2007. "The ICT environment, financial sector and economic growth: a cross‐country analysis," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 34(4), pages 352-370, September.
    48. Michael R.M. Abrigo & Inessa Love, 2016. "Estimation of Panel Vector Autoregression in Stata: a Package of Programs," Working Papers 201602, University of Hawaii at Manoa, Department of Economics.
    49. Terrence Hendershott & Charles M. Jones & Albert J. Menkveld, 2011. "Does Algorithmic Trading Improve Liquidity?," Journal of Finance, American Finance Association, vol. 66(1), pages 1-33, February.
    50. Ms. Ratna Sahay & Mr. Martin Cihak & Mr. Papa M N'Diaye & Mr. Adolfo Barajas & Ms. Diana B Ayala Pena & Ran Bi & Miss Yuan Gao & Ms. Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Sv, 2015. "Rethinking Financial Deepening: Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 2015/008, International Monetary Fund.
    51. Blitz, David & Huij, Joop, 2012. "Evaluating the performance of global emerging markets equity exchange-traded funds," Emerging Markets Review, Elsevier, vol. 13(2), pages 149-158.
    52. 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.
    53. Ratna Sahay & Martin Cihak & Papa M N'Diaye & Adolfo Barajas & Diana B Ayala Pena & Ran Bi & Yuan Gao & Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Svirydzenka & Seyed Reza Yousef, 2015. "Rethinking Financial Deepening; Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 15/08, International Monetary Fund.
    54. Kangni Kpodar & Mihasonirina Andrianaivo, 2011. "ICT, Financial Inclusion and Growth: Evidence from African Countries," Post-Print halshs-00602411, HAL.
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    2. Owusu-Agyei, Samuel & Okafor, Godwin & Chijoke-Mgbame, Aruoriwo Marian & Ohalehi, Paschal & Hasan, Fakhrul, 2020. "Internet adoption and financial development in sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 161(C).

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    More about this item

    Keywords

    Exchange-traded funds; Financial innovations; Information and communication technologies; Diffusion;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

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