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Retail payment innovations and cash usage: accounting for attrition by using refreshment samples

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  • Heng Chen
  • Marie-Hélène Felt
  • Kim P. Huynh

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  • Heng Chen & Marie-Hélène Felt & Kim P. Huynh, 2017. "Retail payment innovations and cash usage: accounting for attrition by using refreshment samples," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 180(2), pages 503-530, February.
  • Handle: RePEc:bla:jorssa:v:180:y:2017:i:2:p:503-530
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    References listed on IDEAS

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    1. Hausman, Jerry A & Wise, David A, 1979. "Attrition Bias in Experimental and Panel Data: The Gary Income Maintenance Experiment," Econometrica, Econometric Society, vol. 47(2), pages 455-473, March.
    2. John Bagnall & David Bounie & Kim P. Huynh & Anneke Kosse & Tobias Schmidt & Scott Schuh, 2016. "Consumer Cash Usage: A Cross-Country Comparison with Payment Diary Survey Data," International Journal of Central Banking, International Journal of Central Banking, vol. 12(4), pages 1-61, December.
    3. Naoki Wakamori & Angelika Welte, 2017. "Why Do Shoppers Use Cash? Evidence from Shopping Diary Data," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(1), pages 115-169, February.
    4. Alvarez, Fernando & Lippi, Francesco, 2013. "The demand of liquid assets with uncertain lumpy expenditures," Journal of Monetary Economics, Elsevier, vol. 60(7), pages 753-770.
    5. Ben Fung & Kim P. Huynh & Gerald Stuber, 2015. "The Use of Cash in Canada," Bank of Canada Review, Bank of Canada, vol. 2015(Spring), pages 45-56.
    6. Huynh, Kim P. & Schmidt-Dengler, Philipp & Stix, Helmut, 2014. "Whenever and Wherever: The Role of Card Acceptance in the Transaction Demand for Money," Discussion Paper Series of SFB/TR 15 Governance and the Efficiency of Economic Systems 472, Free University of Berlin, Humboldt University of Berlin, University of Bonn, University of Mannheim, University of Munich.
    7. Gautam Gowrisankaran & Joanna Stavins, 2004. "Network Externalities and Technology Adoption: Lessons from Electronic Payments," RAND Journal of Economics, The RAND Corporation, vol. 35(2), pages 260-276, Summer.
    8. repec:spr:portec:v:1:y:2002:i:2:d:10.1007_s10258-002-0008-x is not listed on IDEAS
    9. Orazio P. Attanasio & Luigi Guiso & Tullio Jappelli, 2002. "The Demand for Money, Financial Innovation, and the Welfare Cost of Inflation: An Analysis with Household Data," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 317-351, April.
    10. Victor Stango, 2000. "Competition And Pricing In The Credit Card Market," The Review of Economics and Statistics, MIT Press, vol. 82(3), pages 499-508, August.
    11. John Fitzgerald & Peter Gottschalk & Robert Moffitt, 1998. "An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics," Journal of Human Resources, University of Wisconsin Press, vol. 33(2), pages 251-299.
    12. Nevo, Aviv, 2003. "Using Weights to Adjust for Sample Selection When Auxiliary Information Is Available," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(1), pages 43-52, January.
    13. Keisuke Hirano & Guido W. Imbens & Geert Ridder & Donald B. Rubin, 2001. "Combining Panel Data Sets with Attrition and Refreshment Samples," Econometrica, Econometric Society, vol. 69(6), pages 1645-1659, November.
    14. Fernando Alvarez & Francesco Lippi, 2009. "Financial Innovation and the Transactions Demand for Cash," Econometrica, Econometric Society, vol. 77(2), pages 363-402, March.
    15. 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.
    16. Carlos Arango & Kim Huynh & Ben Fung & Gerald Stuber, 2012. "The Changing Landscape for Retail Payments in Canada and the Implications for the Demand for Cash," Bank of Canada Review, Bank of Canada, vol. 2012(Autumn), pages 31-40.
    17. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, January.
    18. Bhattacharya, Debopam, 2008. "Inference in panel data models under attrition caused by unobservables," Journal of Econometrics, Elsevier, vol. 144(2), pages 430-446, June.
    19. Terence C. Cheng & Pravin K. Trivedi, 2015. "Attrition Bias in Panel Data: A Sheep in Wolf's Clothing? A Case Study Based on the Mabel Survey," Health Economics, John Wiley & Sons, Ltd., vol. 24(9), pages 1101-1117, September.
    20. Si, Yajuan & Reiter, Jerome P. & Hillygus, D. Sunshine, 2015. "Semi-parametric Selection Models for Potentially Non-ignorable Attrition in Panel Studies with Refreshment Samples," Political Analysis, Cambridge University Press, vol. 23(01), pages 92-112, December.
    21. Vella, Francis & Verbeek, Marno, 1999. "Two-step estimation of panel data models with censored endogenous variables and selection bias," Journal of Econometrics, Elsevier, vol. 90(2), pages 239-263, June.
    22. Nijman, Theo & Verbeek, Marno, 1992. "Nonresponse in Panel Data: The Impact on Estimates of a Life Cycle Consumption Function," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(3), pages 243-257, July-Sept.
    23. Heng Chen & Marie-Hélène Felt & Kim Huynh, 2014. "Retail Payment Innovations and Cash Usage: Accounting for Attrition Using Refreshment Samples," Staff Working Papers 14-27, Bank of Canada.
    24. Ben Fung & Miguel Molico & Gerald Stuber, 2014. "Electronic Money and Payments: Recent Developments and Issues," Discussion Papers 14-2, Bank of Canada.
    25. Nicoletti, Cheti, 2006. "Nonresponse in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 132(2), pages 461-489, June.
    26. Huynh, Kim P. & Schmidt-Dengler, Philipp & Stix, Helmut, 2014. "The Role of Card Acceptance in the Transaction Demand for Money," CEPR Discussion Papers 10183, C.E.P.R. Discussion Papers.
    27. Gene Amromin & Sujit Chakravorti, 2009. "Whither Loose Change? The Diminishing Demand for Small-Denomination Currency," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(2-3), pages 315-335, March.
    28. Gabriele Camera & Marco Casari & Stefania Bortolotti, 2016. "An Experiment on Retail Payments Systems," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 48(2-3), pages 363-392, March.
    29. Jeffrey M. Wooldridge, 2002. "Inverse probability weighted M-estimators for sample selection, attrition and stratification," CeMMAP working papers CWP11/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    30. Ai, Chunrong & Chen, Xiaohong, 2007. "Estimation of possibly misspecified semiparametric conditional moment restriction models with different conditioning variables," Journal of Econometrics, Elsevier, vol. 141(1), pages 5-43, November.
    31. Chunrong Ai & Xiaohong Chen, 2003. "Efficient Estimation of Models with Conditional Moment Restrictions Containing Unknown Functions," Econometrica, Econometric Society, vol. 71(6), pages 1795-1843, November.
    32. Kim Huynh & Philipp Schmidt-Dengler & Helmut Stix, 2014. "The Role of Card Acceptance in the Transaction Demand for Money," Staff Working Papers 14-44, Bank of Canada.
    33. Arango, Carlos & Huynh, Kim P. & Sabetti, Leonard, 2015. "Consumer payment choice: Merchant card acceptance versus pricing incentives," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 130-141.
    34. Nevo, Aviv, 2002. "Sample selection and information-theoretic alternatives to GMM," Journal of Econometrics, Elsevier, vol. 107(1-2), pages 149-157, March.
    35. Marc Rysman, 2007. "AN EMPIRICAL ANALYSIS OF PAYMENT CARD USAGE -super-," Journal of Industrial Economics, Wiley Blackwell, vol. 55(1), pages 1-36, March.
    36. Das, M., 2004. "Simple estimators for nonparametric panel data models with sample attrition," Journal of Econometrics, Elsevier, vol. 120(1), pages 159-180, May.
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    Citations

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    Cited by:

    1. Walter Engert & Ben Fung, 2017. "Central Bank Digital Currency: Motivations and Implications," Discussion Papers 17-16, Bank of Canada.
    2. Heng Chen & Kim Huynh & Oz Shy, 2017. "Cash Versus Card: Payment Discontinuities and the Burden of Holding Coins," Staff Working Papers 17-47, Bank of Canada.
    3. Takahiro Hoshino & Keisuke Takahata, 2018. "Identification of heterogeneous treatment effects as a function of potential untreated outcome under the nonignorable assignment condition," Keio-IES Discussion Paper Series 2018-005, Institute for Economics Studies, Keio University.

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