IDEAS home Printed from https://ideas.repec.org/p/cns/cnscwp/201517.html
   My bibliography  Save this paper

The Impact of Electronic Payments on Bank Cost Efficiency: Nonparametric Evidence

Author

Listed:
  • G. Ardizzi
  • F. Crudu
  • C. Petraglia

Abstract

This paper presents new evidence on the assessment of banks' cost efficiency gains stemming from ICT adoption. With respect to the existing literature we introduce two novelties. First, a measure of banking operating costs is explained in terms of a commonly used measure of IT innovation (the relative diffusion of ATMs) and a new variable defined as automated payment transactions. Second, the results obtained via standard parametric estimation methods are compared with those obtained via nonparametric estimation techniques. Using an original dataset of Italian banks or banks operating in Italy observed in the period 2006-2010, we do not find clear cost efficiency enhancing effects due to ATMs diffusion. On the other hand, the diffusion of electronic payments shows a significant effect in terms of cost inefficiency reduction.

Suggested Citation

  • G. Ardizzi & F. Crudu & C. Petraglia, 2015. "The Impact of Electronic Payments on Bank Cost Efficiency: Nonparametric Evidence," Working Paper CRENoS 201517, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
  • Handle: RePEc:cns:cnscwp:201517
    as

    Download full text from publisher

    File URL: https://crenos.unica.it/crenos/node/6550
    Download Restriction: no

    File URL: https://crenos.unica.it/crenos/sites/default/files/WP15-17.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Robert A. Eisenbeis & Simon H. Kwan, 1996. "An analysis of inefficiencies in banking: a stochastic cost frontier approach," Economic Review, Federal Reserve Bank of San Francisco, pages 16-26.
    2. Asian Development Bank (ADB), 2012. "ADB Cooperation with Civil Society Annual Report 2010," ADB Reports RPT124429, Asian Development Bank (ADB), revised 18 Apr 2014.
    3. Kwabena Gyimah-Brempong & Jeffrey Racine, 2010. "Aid and investment in LDCs: A robust approach," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 19(2), pages 319-349.
    4. Peter Hall & Qi Li & Jeffrey S. Racine, 2007. "Nonparametric Estimation of Regression Functions in the Presence of Irrelevant Regressors," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 784-789, November.
    5. [multiple or corporate authorship]., 2014. "CASE annual report 2013," LSE Research Online Documents on Economics 58040, London School of Economics and Political Science, LSE Library.
    6. Michelle Haynes & Steve Thompson, 2000. "The Productivity Impact of IT Deployment: An Empirical Evaluation of ATM Introduction," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 62(5), pages 607-619, December.
    7. Li, Qi & Racine, Jeffrey S, 2008. "Nonparametric Estimation of Conditional CDF and Quantile Functions With Mixed Categorical and Continuous Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 423-434.
    8. 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.
    9. Schmiedel, Heiko & Kostova, Gergana & Ruttenberg, Wiebe, 2012. "The social and private costs of retail payment instruments: a European perspective," Occasional Paper Series 137, European Central Bank.
    10. Luca Casolaro & Giorgio Gobbi, 2004. "Information technology and productivity changes in the Italian banking industry," Temi di discussione (Economic working papers) 489, Bank of Italy, Economic Research and International Relations Area.
    11. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    12. Kwabena Gyimah-Brempong & Jeffrey S. Racine, 2014. "Aid and Economic Growth: A Robust Approach," Journal of African Development, African Finance and Economic Association (AFEA), vol. 16(1), pages 1-35.
    13. Qi Li & Jeffrey Scott Racine, 2006. "Nonparametric Econometrics: Theory and Practice," Economics Books, Princeton University Press, edition 1, volume 1, number 8355.
    14. Ben Fung & Miguel Molico & Gerald Stuber, 2014. "Electronic Money and Payments: Recent Developments and Issues," Discussion Papers 14-2, Bank of Canada.
    15. Berger, Allen N, 2003. "The Economic Effects of Technological Progress: Evidence from the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(2), pages 141-176, April.
    16. Qi Li & Juan Lin & Jeffrey S. Racine, 2013. "Optimal Bandwidth Selection for Nonparametric Conditional Distribution and Quantile Functions," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(1), pages 57-65, January.
    17. Asian Development Bank (ADB), 2014. "Office of the Ombudsperson 2012 Annual Report," ADB Reports RPT135711, Asian Development Bank (ADB).
    18. Henderson,Daniel J. & Parmeter,Christopher F., 2015. "Applied Nonparametric Econometrics," Cambridge Books, Cambridge University Press, number 9780521279680.
    19. Robert DeYoung & Kenneth Spong & Richard J. Sullivan, 1995. "What makes a bank efficient? : a look at financial characteristics and management and ownership structure," Financial Industry Perspectives, Federal Reserve Bank of Kansas City, issue Dec, pages 1-19.
    20. Hayfield, Tristen & Racine, Jeffrey S., 2008. "Nonparametric Econometrics: The np Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i05).
    21. Luca Giordano & Antonio Lopes, 2009. "Measuring the Efficiency of the Banking System in a Dualistic Economy: Evidence from the Italian Case," Springer Books, in: Damiano Bruno Silipo (ed.), The Banks and the Italian Economy, chapter 0, pages 185-209, Springer.
    22. World Bank, 2014. "The World Bank Annual Report 2014 [Informe anual 2014 del Banco Mundial]," World Bank Publications - Books, The World Bank Group, number 20093, December.
    23. Tomasz Czekaj & Arne Henningsen, 2013. "Panel Data Specifications in Nonparametric Kernel Regression: An Application to Production Functions," IFRO Working Paper 2013/5, University of Copenhagen, Department of Food and Resource Economics.
    24. Humphrey, David & Willesson, Magnus & Bergendahl, Goran & Lindblom, Ted, 2006. "Benefits from a changing payment technology in European banking," Journal of Banking & Finance, Elsevier, vol. 30(6), pages 1631-1652, June.
    25. Jacob A. Bikker, 2004. "Competition and Efficiency in a Unified European Banking Market," Books, Edward Elgar Publishing, number 2830.
    26. Clifford M. Hurvich & Jeffrey S. Simonoff & Chih‐Ling Tsai, 1998. "Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(2), pages 271-293.
    27. Daniel J. Henderson & Chris Papageorgiou & Christopher F. Parmeter, 2012. "Growth Empirics without Parameters," Economic Journal, Royal Economic Society, vol. 122(559), pages 125-154, March.
    28. Schmiedel, Heiko & Kostova, Gergana & Ruttenberg, Wiebe, 2012. "The social and private costs of retail payment instruments: a European perspective," Occasional Paper Series 137, European Central Bank.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Farkhanda Shamim & Nobuyoshi Yamori & Shahid Anjum, 2017. "Clicks business of deposit-taking institutions: an efficiency analysis," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 44(6), pages 911-930, November.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Guerino Ardizzi & Federico Crudu & Carmelo Petraglia, 2019. "Innovation and Cost Efficiency in the Banking Industry: The Role of Electronic Payments," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 48(1), February.
    2. Michael S. Delgado & Daniel J. Henderson & Christopher F. Parmeter, 2014. "Does Education Matter for Economic Growth?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(3), pages 334-359, June.
    3. Das, Sonali & Racine, Jeffrey S., 2018. "Interactive nonparametric analysis of nonlinear systems," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 510(C), pages 290-301.
    4. Haupt, Harry & Schnurbus, Joachim & Semmler, Willi, 2018. "Estimation of grouped, time-varying convergence in economic growth," Econometrics and Statistics, Elsevier, vol. 8(C), pages 141-158.
    5. Mariam Camarero & Jesús Peiró-Palomino & Cecilio Tamarit, 2017. "External imbalances and growth," Working Papers 2017/02, Economics Department, Universitat Jaume I, Castellón (Spain).
    6. Mika Kortelainen & Simo Leppänen, 2013. "Public and private capital productivity in Russia: a non-parametric investigation," Empirical Economics, Springer, vol. 45(1), pages 193-216, August.
    7. Tomasz Czekaj & Arne Henningsen, 2013. "Panel Data Specifications in Nonparametric Kernel Regression: An Application to Production Functions," IFRO Working Paper 2013/5, University of Copenhagen, Department of Food and Resource Economics.
    8. Kumara, Ajantha Sisira & Samaratunge, Ramanie, 2017. "Impact of ill-health on household consumption in Sri Lanka: Evidence from household survey data," Social Science & Medicine, Elsevier, vol. 195(C), pages 68-76.
    9. Jesús Peiró-Palomino, 2016. "Social Capital and Economic Growth in Europe: Nonlinear Trends and Heterogeneous Regional Effects," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(5), pages 717-751, October.
    10. Ekpeno L. Effiong & Emmanuel E. Asuquo, 2017. "Migrants' Remittances, Governance and Heterogeneity," International Economic Journal, Taylor & Francis Journals, vol. 31(4), pages 535-554, October.
    11. Chatura Sewwandi Wijetunga, 2016. "Rice production structures in Sri Lanka: The normalized translog profit function approach," Asian Journal of Agriculture and rural Development, Asian Economic and Social Society, vol. 6(2), pages 21-35, February.
    12. Ito, Hiro & Kawai, Masahiro, 2016. "Trade invoicing in major currencies in the 1970s–1990s: Lessons for renminbi internationalization," Journal of the Japanese and International Economies, Elsevier, vol. 42(C), pages 123-145.
    13. Lombardi, Domenico & Siklos, Pierre L., 2016. "Benchmarking macroprudential policies: An initial assessment," Journal of Financial Stability, Elsevier, vol. 27(C), pages 35-49.
    14. Lin, Wei & Cai, Zongwu & Li, Zheng & Su, Li, 2015. "Optimal smoothing in nonparametric conditional quantile derivative function estimation," Journal of Econometrics, Elsevier, vol. 188(2), pages 502-513.
    15. Czekaj, Tomasz G., 2015. "Measuring the Technical Efficiency of Farms Producing Environmental Output: Semiparametric Estimation of Multi-output Stochastic Ray Production Frontiers," 2015 Conference, August 9-14, 2015, Milan, Italy 211555, International Association of Agricultural Economists.
    16. Chatura Sewwandi Wijetunga & Katsuhiro Saito, 2017. "Evaluating the Fertilizer Subsidy Reforms in the Rice Production Sector in Sri Lanka: A Simulation Analysis," Advances in Management and Applied Economics, SCIENPRESS Ltd, vol. 7(1), pages 1-3.
    17. Qi Li & Juan Lin & Jeffrey S. Racine, 2013. "Optimal Bandwidth Selection for Nonparametric Conditional Distribution and Quantile Functions," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(1), pages 57-65, January.
    18. Nolwenn Roudaut & Anne Vanhems, 2012. "Explaining firms efficiency in the Ivorian manufacturing sector: a robust nonparametric approach," Journal of Productivity Analysis, Springer, vol. 37(2), pages 155-169, April.
    19. Daniel J. Henderson & Andrew Houtenville & Le Wang, 2017. "The Distribution of Returns to Education for People with Disabilities," Journal of Labor Research, Springer, vol. 38(3), pages 261-282, September.
    20. Jeffrey Racine, 2015. "Mixed data kernel copulas," Empirical Economics, Springer, vol. 48(1), pages 37-59, February.

    More about this item

    Keywords

    ATM; transaction technology; bank cost efficiency; nonparametric regression; cross-validation; electronic payments;
    All these keywords.

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • G2 - Financial Economics - - Financial Institutions and Services
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms
    • L8 - Industrial Organization - - Industry Studies: Services

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:cns:cnscwp:201517. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: CRENoS (email available below). General contact details of provider: https://edirc.repec.org/data/crenoit.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.