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Measuring the Shadow Economy: Endogenous Switching Regression with Unobserved Separation

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  • Filer, Randall K.
  • Hanousek, Jan
  • Lichard, Tomáš

Abstract

We develop an estimator of unreported income that relies on much more flexible identifying assumptions than those underlying previous estimators of the shadow economy using household-level data. Assuming only that evading households have a higher consumption-income gap than non-evaders in surveys, an endogenous switching model with unknown sample separation enables the estimation of both the probability of hiding income and the expected amount of unreported income for each household. Using data from Czech and Slovak household budget surveys, we find the size of the shadow economy to be substantially larger than estimated using other techniques. These results are robust under a number of alternative specifications.

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  • Filer, Randall K. & Hanousek, Jan & Lichard, Tomáš, 2015. "Measuring the Shadow Economy: Endogenous Switching Regression with Unobserved Separation," CEPR Discussion Papers 10483, C.E.P.R. Discussion Papers.
    • Handle: RePEc:cpr:ceprdp:10483
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    1. Bruce D. Meyer & James X. Sullivan, 2012. "Winning the War: Poverty from the Great Society to the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 43(2 (Fall)), pages 133-200.
    2. Armagan Tuna Aktuna-Gunes & Christophe Starzec & François Gardes, 2013. "A new estimation of the size of informal economy using monetary and full expenditures in a complete demand system," Post-Print halshs-00841346, HAL.
    3. Eichenbaum, Martin & Hansen, Lars Peter, 1990. "Estimating Models with Intertemporal Substitution Using Aggregate Time Series Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 8(1), pages 53-69, January.
    4. Claus Thustrup Kreiner & David Dreyer Lassen & Søren Leth-Petersen, 2014. "Measuring the Accuracy of Survey Responses Using Administrative Register Data: Evidence from Denmark," NBER Chapters, in: Improving the Measurement of Consumer Expenditures, pages 289-307, National Bureau of Economic Research, Inc.
    5. Emmanuel Saez & Joel Slemrod & Seth H. Giertz, 2012. "The Elasticity of Taxable Income with Respect to Marginal Tax Rates: A Critical Review," Journal of Economic Literature, American Economic Association, vol. 50(1), pages 3-50, March.
    6. Marcus Ruge, 2010. "Determinants and Size of the Shadow Economy - A Structural Equation Model," International Economic Journal, Taylor & Francis Journals, vol. 24(4), pages 511-523.
    7. Pakoš, Michal, 2011. "Estimating Intertemporal and Intratemporal Substitutions When Both Income and Substitution Effects Are Present: The Role of Durable Goods," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(3), pages 439-454.
    8. Panayiota Lyssiotou & Panos Pashardes & Thanasis Stengos, 2004. "Estimates of the black economy based on consumer demand approaches," Economic Journal, Royal Economic Society, vol. 114(497), pages 622-640, July.
    9. Masao Ogaki & Carmen M. Reinhart, 1998. "Measuring Intertemporal Substitution: The Role of Durable Goods," Journal of Political Economy, University of Chicago Press, vol. 106(5), pages 1078-1098, October.
    10. Embaye, Abel, 2007. "Underground economy estimates for non-OECD countries using currency demand method, 1984-2005," MPRA Paper 20308, University Library of Munich, Germany.
    11. Elgin, Ceyhun & Uras, Burak R., 2013. "Public debt, sovereign default risk and shadow economy," Journal of Financial Stability, Elsevier, vol. 9(4), pages 628-640.
    12. Axel Dreher & Pierre-Guillaume Méon & Friedrich Schneider, 2014. "The devil is in the shadow: Do institutions affect income and productivity or only official income and official productivity?," Post-Print CEB, ULB -- Universite Libre de Bruxelles, vol. 158(1-2), pages 121-141, January.
    13. Wojciech Kopczuk & Joseph P. Lupton, 2007. "To Leave or Not to Leave: The Distribution of Bequest Motives," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(1), pages 207-235.
    14. Baldry, Jonathan C, 1987. "Income Tax Evasion and the Tax Schedule: Some Experimental Results," Public Finance = Finances publiques, , vol. 42(3), pages 357-383.
    15. Putniņš, Tālis J. & Sauka, Arnis, 2015. "Measuring the shadow economy using company managers," Journal of Comparative Economics, Elsevier, vol. 43(2), pages 471-490.
    16. Eckel, Catherine C. & Grossman, Philip J., 2008. "Men, Women and Risk Aversion: Experimental Evidence," Handbook of Experimental Economics Results, in: Charles R. Plott & Vernon L. Smith (ed.), Handbook of Experimental Economics Results, edition 1, volume 1, chapter 113, pages 1061-1073, Elsevier.
    17. Erik Hurst & Geng Li & Benjamin Pugsley, 2014. "Are Household Surveys Like Tax Forms? Evidence from Income Underreporting of the Self-Employed," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 19-33, March.
    18. Nurhan Davutyan, 2008. "Estimating the size of Turkey's informal sector: an expenditure‐based approach," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 11(4), pages 261-271.
    19. Kim, Chang-Jin & Piger, Jeremy & Startz, Richard, 2008. "Estimation of Markov regime-switching regression models with endogenous switching," Journal of Econometrics, Elsevier, vol. 143(2), pages 263-273, April.
    20. Serguey Braguinsky & Sergey Mityakov & Andrey Liscovich, 2014. "Direct Estimation of Hidden Earnings: Evidence from Russian Administrative Data," Journal of Law and Economics, University of Chicago Press, vol. 57(2), pages 281-319.
    21. Allingham, Michael G. & Sandmo, Agnar, 1972. "Income tax evasion: a theoretical analysis," Journal of Public Economics, Elsevier, vol. 1(3-4), pages 323-338, November.
    22. Matthew Brzozowski & Thomas F. Crossley, 2011. "Viewpoint: Measuring the well‐being of the poor with income or consumption: a Canadian perspective," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 44(1), pages 88-106, February.
    23. Diego Martinez-Lopez, 2013. "The underreporting of income by self-employed workers in Spain," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 4(4), pages 353-371, November.
    24. Schneider, Friedrich & Buehn, Andreas, 2012. "Shadow Economies in Highly Developed OECD Countries: What Are the Driving Forces?," IZA Discussion Papers 6891, Institute of Labor Economics (IZA).
    25. Yuriy Gorodnichenko & Jorge Martinez-Vazquez & Klara Sabirianova Peter, 2009. "Myth and Reality of Flat Tax Reform: Micro Estimates of Tax Evasion Response and Welfare Effects in Russia," Journal of Political Economy, University of Chicago Press, vol. 117(3), pages 504-554, June.
    26. Guiso, Luigi & Sapienza, Paola & Zingales, Luigi, 2018. "Time varying risk aversion," Journal of Financial Economics, Elsevier, vol. 128(3), pages 403-421.
    27. DeCicca, Philip & Kenkel, Donald & Liu, Feng, 2013. "Excise tax avoidance: The case of state cigarette taxes," Journal of Health Economics, Elsevier, vol. 32(6), pages 1130-1141.
    28. Merike Kukk & Karsten Staehr, 2014. "Income underreporting by households with business income: evidence from Estonia," Post-Communist Economies, Taylor & Francis Journals, vol. 26(2), pages 257-276, June.
    29. Phillip Cagan, 1958. "The Demand for Currency Relative to the Total Money Supply," Journal of Political Economy, University of Chicago Press, vol. 66(4), pages 303-303.
    30. Milton Friedman, 1957. "A Theory of the Consumption Function," NBER Books, National Bureau of Economic Research, Inc, number frie57-1, March.
    31. Raj Arunachalam & Trevon Logan, 2016. "On the heterogeneity of dowry motives," Journal of Population Economics, Springer;European Society for Population Economics, vol. 29(1), pages 135-166, January.
    32. Per Engstrom & Bertil Holmlund, 2009. "Tax evasion and self-employment in a high-tax country: evidence from Sweden," Applied Economics, Taylor & Francis Journals, vol. 41(19), pages 2419-2430.
    33. Schneider, Friedrich, 2012. "The Shadow Economy and Work in the Shadow: What Do We (Not) Know?," IZA Discussion Papers 6423, Institute of Labor Economics (IZA).
    34. James Alm & Abel Embaye, 2013. "Using Dynamic Panel Methods to Estimate Shadow Economies Around the World, 1984–2006," Public Finance Review, , vol. 41(5), pages 510-543, September.
    35. Friedrich Schneider & Andreas Buehn & Claudio Montenegro, 2010. "New Estimates for the Shadow Economies all over the World," International Economic Journal, Taylor & Francis Journals, vol. 24(4), pages 443-461.
    36. Armagan Tuna Aktuna-Gunes & Christophe Starzec & François Gardes, 2013. "A new estimation of the size of informal economy using monetary and full expenditures in a complete demand system," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00841346, HAL.
    37. Ann‐Sofie Kolm & Søren Bo Nielsen, 2008. "Under‐reporting of Income and Labor Market Performance," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 10(2), pages 195-217, April.
    38. Dickens, William T & Lang, Kevin, 1985. "A Test of Dual Labor Market Theory," American Economic Review, American Economic Association, vol. 75(4), pages 792-805, September.
    39. Pissarides, Christopher A. & Weber, Guglielmo, 1989. "An expenditure-based estimate of Britain's black economy," Journal of Public Economics, Elsevier, vol. 39(1), pages 17-32, June.
    40. Joel Slemrod & Caroline Weber, 2012. "Evidence of the invisible: toward a credibility revolution in the empirical analysis of tax evasion and the informal economy," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 19(1), pages 25-53, February.
    41. William T. Dickens & Kevin Lang, 1985. "Testing Dual Labor Market Theory: A Reconsideration of the Evidence," NBER Working Papers 1670, National Bureau of Economic Research, Inc.
    42. Lindsay Tedds, 2010. "Estimating the income reporting function for the self-employed," Empirical Economics, Springer, vol. 38(3), pages 669-687, June.
    43. Slemrod, Joel & Blumenthal, Marsha & Christian, Charles, 2001. "Taxpayer response to an increased probability of audit: evidence from a controlled experiment in Minnesota," Journal of Public Economics, Elsevier, vol. 79(3), pages 455-483, March.
    44. Jan Hanousek & Filip Palda, 2006. "Problems measuring the underground economy in transition1," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 14(4), pages 707-718, October.
    45. Brewer, Mike & O'Dea, Cormac, 2012. "Measuring living standards with income and consumption: evidence from the UK," ISER Working Paper Series 2012-05, Institute for Social and Economic Research.
    46. Schneider, Friedrich, 2014. "The Shadow Economy and Shadow Labor Force: A Survey of Recent Developments," IZA Discussion Papers 8278, Institute of Labor Economics (IZA).
    47. Steven B. Caudill, 2003. "Estimating a mixture of stochastic frontier regression models via the em algorithm: A multiproduct cost function application," Empirical Economics, Springer, vol. 28(3), pages 581-598, July.
    48. Alzua María Laura, 2009. "Are Secondary Workers Informal Workers? Evidence for Argentina," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE, September.
    49. Colin C. Williams, 2013. "Evaluating cross-national variations in the extent and nature of informal employment in the European Union," Industrial Relations Journal, Wiley Blackwell, vol. 44(5-6), pages 479-494, November.
    50. Milton Friedman, 1957. "The Relation between the Permanent Income and Relative Income Hypotheses," NBER Chapters, in: A Theory of the Consumption Function, pages 157-182, National Bureau of Economic Research, Inc.
    51. Claudio Quintano & Paolo Mazzocchi, 2010. "Some Alternative Estimates of Underground Economies in 12 New EU Member States," International Economic Journal, Taylor & Francis Journals, vol. 24(4), pages 611-628.
    52. James Alm & Abel Embaye, 2013. "Using Dynamic Panel Methods to Estimate Shadow Economies Around the World, 1984-2006," Working Papers 1303, Tulane University, Department of Economics.
    53. Herb J. Schuetze, 2002. "Profiles of Tax Non-compliance Among the Self-Employed in Canada: 1969 to 1992," Canadian Public Policy, University of Toronto Press, vol. 28(2), pages 219-237, June.
    54. Nurhan Davutyan, 2008. "Estimating the size of Turkey's informal sector: an expenditure-based approach," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 11(4), pages 261-271.
    55. Douglas, Stratford M & Conway, Karen Smith & Ferrier, Gary D, 1995. "A Switching Frontier Model for Imperfect Sample Separation Information: With an Application to Constrained Labor Supply," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(2), pages 503-529, May.
    56. Arnold Harberger, 1964. "Taxation, Resource Allocation, and Welfare," NBER Chapters, in: The Role of Direct and Indirect Taxes in the Federal Reserve System, pages 25-80, National Bureau of Economic Research, Inc.
    57. Joel Slemrod, 2007. "Cheating Ourselves: The Economics of Tax Evasion," Journal of Economic Perspectives, American Economic Association, vol. 21(1), pages 25-48, Winter.
    58. Mike Brewer & Cormac O'Dea, 2012. "Measuring living standards with income and consumption: evidence from the UK," IFS Working Papers W12/12, Institute for Fiscal Studies.
    59. S. Rajapakse, 2011. "Estimation of a complete system of nonlinear Engel curves: further evidence from Box-Cox Engel curves for Sri Lanka," Applied Economics, Taylor & Francis Journals, vol. 43(3), pages 371-385.
    60. Thomas, Jim, 1999. "Quantifying the Black Economy: 'Measurement without Theory' Yet Again?," Economic Journal, Royal Economic Society, vol. 109(456), pages 381-389, June.
    61. Fabio Clementi & Mauro Gallegati, 2005. "Pareto's Law of Income Distribution: Evidence for Grermany, the United Kingdom, and the United States," Microeconomics 0505006, University Library of Munich, Germany.
    62. P. Beneito, 2003. "A complete system of Engel curves in the Spanish economy," Applied Economics, Taylor & Francis Journals, vol. 35(7), pages 803-816.
    63. Ceyhun Elgin & Oguz Oztunali, 2012. "Shadow Economies around the World: Model Based Estimates," Working Papers 2012/05, Bogazici University, Department of Economics.
    64. Lee, Lung-Fei & Porter, Robert H, 1984. "Switching Regression Models with Imperfect Sample Separation Information-With an Application on Cartel Stability," Econometrica, Econometric Society, vol. 52(2), pages 391-418, March.
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    Cited by:

    1. Hanousek, Jan & Lichard, Tomáš & Torosyan, Karine, 2016. "‘Flattening’ the Tax Evasion: Evidence from the Post-Communist Natural Experiment," CEPR Discussion Papers 11229, C.E.P.R. Discussion Papers.
    2. Konrad Dymarski, 2013. "Segmentacja populacji a szacowany rozmiar szarej strefy," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 7-8, pages 133-155.
    3. Schneider, Friedrich, 2017. "Restricting or Abolishing Cash: An Effective Instrument for Fighting the Shadow Economy, Crime and Terrorism?," International Cash Conference 2017 – War on Cash: Is there a Future for Cash? 162914, Deutsche Bundesbank.
    4. Friedrich Schneider, 2023. "Do Different Estimation Methods Lead to Implausible Differences in the Size of Nonobserved or Shadow Economies? A Preliminary Answer," Annual Review of Resource Economics, Annual Reviews, vol. 15(1), pages 257-277, October.
    5. Piotr Dybka & Michał Kowalczuk & Bartosz Olesiński & Andrzej Torój & Marek Rozkrut, 2019. "Currency demand and MIMIC models: towards a structured hybrid method of measuring the shadow economy," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 26(1), pages 4-40, February.
    6. Randall K. Filer & Jan Hanousek & Tomáš Lichard & Karine Torosyan, 2019. "‘Flattening’ tax evasion? : Evidence from the post‐communist natural experiment," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 27(1), pages 223-246, January.
    7. Friedrich Schneider, 2017. "Implausible Large Differences in the Sizes of Underground Economies in Highly Developed European Countries? A Comparison of Different Estimation Methods," CESifo Working Paper Series 6522, CESifo.

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    More about this item

    Keywords

    Consumption-income gap; Tax evasion; Underreporting;
    All these keywords.

    JEL classification:

    • H26 - Public Economics - - Taxation, Subsidies, and Revenue - - - Tax Evasion and Avoidance
    • J46 - Labor and Demographic Economics - - Particular Labor Markets - - - Informal Labor Market
    • O17 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Formal and Informal Sectors; Shadow Economy; Institutional Arrangements

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