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Challenging the popular wisdom. New estimates of the unobserved economy

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  • Luisanna Onnis
  • Patrizio Tirelli

Abstract

We estimate the unrecorded economy in 49 economies from 1981 to 2005. Our study is based on electricity consumption series which are fil- tered to account for technological change and for the changing weight of the energy-intensive industrial sector. In contrast with studies based on the MIMIC method, we obtain a reduction in the weight of the unobserved economy. Unlike La Porta and Shleifer (2008), we identify measures of institutional quality which are significantly related to the shadow econ- omy even after controlling for per-capita GDP. Thus the shadow economy should not be dismissed as the unpleasant side e¤ect of underdevelopment. Instead it is related to some specific institutional aspects that may well survive even when the economy reaches higher development stages. We identify strong substitution effects between official and unofficial sectors both in the long run and over the business cycle. This has important impli- cations for income convergence and for the relationship between volatility and growth.

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  • Luisanna Onnis & Patrizio Tirelli, 2010. "Challenging the popular wisdom. New estimates of the unobserved economy," Working Papers 184, University of Milano-Bicocca, Department of Economics, revised Apr 2010.
  • Handle: RePEc:mib:wpaper:184
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    1. Angel Alanon & M. Gomez-Antonio, 2005. "Estimating the size of the shadow economy in Spain: a structural model with latent variables," Applied Economics, Taylor & Francis Journals, vol. 37(9), pages 1011-1025.
    2. Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
    3. Schneider, Friedrich, 2005. "Shadow economies around the world: what do we really know?," European Journal of Political Economy, Elsevier, vol. 21(3), pages 598-642, September.
    4. Iorgulescu Polimeni, Raluca & Polimeni, John M., 2007. "Multi-Scale Integrated Analysis of Societal Metabolism and Jevons’ Paradox for Romania, Bulgaria, Hungary and Poland," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 4(4), pages 61-76, December.
    5. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    6. Breitung, Jörg & Pesaran, Mohammad Hashem, 2005. "Unit roots and cointegration in panels," Discussion Paper Series 1: Economic Studies 2005,42, Deutsche Bundesbank.
    7. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    8. José Brambila Macias & Guido Cazzavillan, 2010. "Modeling the informal economy in Mexico:a structural equation approach," Journal of Developing Areas, Tennessee State University, College of Business, vol. 44(1), pages 345-365, September.
    9. Joshua Linn, 2008. "Energy Prices and the Adoption of Energy-Saving Technology," Economic Journal, Royal Economic Society, vol. 118(533), pages 1986-2012, November.
    10. Chang, Yoosoon, 2004. "Bootstrap unit root tests in panels with cross-sectional dependency," Journal of Econometrics, Elsevier, vol. 120(2), pages 263-293, June.
    11. Philip Cagan, 1958. "The Demand for Currency Relative to Total Money Supply," NBER Chapters, in: The Demand for Currency Relative to Total Money Supply, pages 1-37, National Bureau of Economic Research, Inc.
    12. Edgar L. Feige, 2005. "Overseas Holdings Of U.S.Currency And The Underground Economy," Macroeconomics 0501022, University Library of Munich, Germany.
    13. Torgler, Benno & Schneider, Friedrich, 2007. "Shadow Economy, Tax Morale, Governance and Institutional Quality: A Panel Analysis," Berkeley Olin Program in Law & Economics, Working Paper Series qt26s710z8, Berkeley Olin Program in Law & Economics.
    14. Acemoglu, Daron & Johnson, Simon & Robinson, James A., 2002. "An African Success Story: Botswana," CEPR Discussion Papers 3219, C.E.P.R. Discussion Papers.
    15. Chong, Alberto & Gradstein, Mark, 2007. "Inequality and informality," Journal of Public Economics, Elsevier, vol. 91(1-2), pages 159-179, February.
    16. Anton Dobronogov & Farrukh Iqbal, 2007. "Economic Growth in Egypt: Constraints and Determinants," Journal of African Development, African Finance and Economic Association (AFEA), vol. 9(1), pages 31-66.
    17. Christopher Bajada & Friedrich Schneider, 2005. "The Shadow Economies Of The Asia‐Pacific," Pacific Economic Review, Wiley Blackwell, vol. 10(3), pages 379-401, October.
    18. Torgler, Benno & Schneider, Friedrich, 2009. "The impact of tax morale and institutional quality on the shadow economy," Journal of Economic Psychology, Elsevier, vol. 30(2), pages 228-245, April.
    19. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    20. Peter Pedroni, 2000. "Fully Modified OLS for Heterogeneous Cointegrated Panels," Department of Economics Working Papers 2000-03, Department of Economics, Williams College.
    21. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    22. Feige, Edgar L., 1990. "Defining and estimating underground and informal economies: The new institutional economics approach," World Development, Elsevier, vol. 18(7), pages 989-1002, July.
    23. Aghion, Philippe & Banerjee, Abhijit, 2005. "Volatility and Growth," OUP Catalogue, Oxford University Press, number 9780199248612.
    24. Cebula, Richard, 1996. "An Empirical Analysis of the Impact of Government Tax and Auditing Policies on the Size of the Underground Economy: The Case of the United States, 1973-94," MPRA Paper 49810, University Library of Munich, Germany.
    25. Loayza, Norman V. & Rigolini, Jamele, 2006. "Informality trends and cycles," Policy Research Working Paper Series 4078, The World Bank.
    26. Granger,Clive W. J., 1999. "Empirical Modeling in Economics," Cambridge Books, Cambridge University Press, number 9780521662086.
    27. Popp, David C., 2001. "The effect of new technology on energy consumption," Resource and Energy Economics, Elsevier, vol. 23(3), pages 215-239, July.
    28. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    29. Schneider, Friedrich, 2008. "The Shadow Economy in Germany - A Blessing or a Curse for the Official Economy?," Economic Analysis and Policy, Elsevier, vol. 38(1), pages 89-111, March.
    30. Maddala, G S & Wu, Shaowen, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
    31. Roberto Dell’Anno & Miguel Gómez-Antonio & Angel Alañon-Pardo, 2007. "The shadow economy in three Mediterranean countries: France, Spain and Greece. A MIMIC approach," Empirical Economics, Springer, vol. 33(1), pages 197-197, July.
    32. David Giles & Lindsay Tedds & Gugsa Werkneh, 2002. "The Canadian underground and measured economies: Granger causality results," Applied Economics, Taylor & Francis Journals, vol. 34(18), pages 2347-2352.
    33. Giulietti, Monica & Otero, Jesus & Smith, Jeremy, 2006. "Testing for stationarity in heterogeneous panel data in the presence of cross section dependence," Economic Research Papers 269651, University of Warwick - Department of Economics.
    34. Klovland, Jan Tore, 1984. " Tax Evasion and the Demand for Currency in Norway and Sweden. Is There a Hidden Relationship?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 86(4), pages 423-439.
    35. Eilat, Yair & Zinnes, Clifford, 2002. "The Shadow Economy in Transition Countries: Friend or Foe? A Policy Perspective," World Development, Elsevier, vol. 30(7), pages 1233-1254, July.
    36. David E. A. Giles, 1999. "Modelling the hidden economy and the tax-gap in New Zealand," Empirical Economics, Springer, vol. 24(4), pages 621-640.
    37. Loayza, Norman V., 1996. "The economics of the informal sector: a simple model and some empirical evidence from Latin America," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 45(1), pages 129-162, December.
    38. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    39. Aizenman, Joshua & Marion, Nancy P, 1993. "Policy Uncertainty, Persistence and Growth," Review of International Economics, Wiley Blackwell, vol. 1(2), pages 145-163, June.
    40. Dominik H. Enste & Friedrich Schneider, 2000. "Shadow Economies: Size, Causes, and Consequences," Journal of Economic Literature, American Economic Association, vol. 38(1), pages 77-114, March.
    41. Enste, Dominik & Schneider, Friedrich, 1998. "Increasing Shadow Economies all over the World - Fiction or Reality?," IZA Discussion Papers 26, Institute of Labor Economics (IZA).
    42. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    43. Polimeni, John M & Iorgulescu Polimeni, Raluca, 2007. "Energy Consumption in Transitional Economies: Jevons' Paradox for Romania, Bulgaria, Hungary, and Poland (Part I)," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 4(3), pages 63-80, September.
    44. Friedman, Eric & Johnson, Simon & Kaufmann, Daniel & Zoido-Lobaton, Pablo, 2000. "Dodging the grabbing hand: the determinants of unofficial activity in 69 countries," Journal of Public Economics, Elsevier, vol. 76(3), pages 459-493, June.
    45. Bagachwa, M. S. D. & Naho, A., 1995. "Estimating the second economy in Tanzania," World Development, Elsevier, vol. 23(8), pages 1387-1399, August.
    46. Arne Jon Isachsen & Steiner Strøm, 1985. "The Size And Growth Of The Hidden Economy In Norway," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 31(1), pages 21-38, March.
    47. Feige, Edgar L. & Urban, Ivica, 2008. "Measuring underground (unobserved, non-observed, unrecorded) economies in transition countries: Can we trust GDP?," Journal of Comparative Economics, Elsevier, vol. 36(2), pages 287-306, June.
    48. Pedroni, Peter, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-670, Special I.
    49. Simon Johnson & Daniel Kaufman & Andrei Shleifer, 1997. "The Unofficial Economy in Transition," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 28(2), pages 159-240.
    50. Peter Pedroni, 2001. "Purchasing Power Parity Tests In Cointegrated Panels," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 727-731, November.
    51. Christian Gengenbach & Franz C. Palm & Jean‐Pierre Urbain, 2006. "Cointegration Testing in Panels with Common Factors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(s1), pages 683-719, December.
    52. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    53. Edgar L. Feige & Ivica Urban, 2003. "Estimating the Size and Growth of Unrecorded Economic Activity in Transition Countries: A Re-evaluation of Electric Consumption Method Estimates and their Implications," Macroeconomics 0311010, University Library of Munich, Germany.
    54. Ramey, Garey & Ramey, Valerie A, 1995. "Cross-Country Evidence on the Link between Volatility and Growth," American Economic Review, American Economic Association, vol. 85(5), pages 1138-1151, December.
    55. Partha Chatterjee & Malik Shukayev, 2006. "Are Average Growth Rate and Volatility Related?," Staff Working Papers 06-24, Bank of Canada.
    56. Helberger, Christof & Knepel, Helmut, 1988. "How big is the shadow economy? : A re-analysis of the unobserved-variable approach of B.S. Frey and H. Weck-Hannemann," European Economic Review, Elsevier, vol. 32(4), pages 965-976, April.
    57. Friedrich Schneider & Kausik Chaudhuri & Sumana Chatterjee, 2003. "The Size and Development of the Indian Shadow Economy and a Comparison with other 18 Asian Countries: An Empirical Investigation," Economics working papers 2003-02, Department of Economics, Johannes Kepler University Linz, Austria.
    58. Benno Torgler, 2007. "Tax Compliance and Tax Morale," Books, Edward Elgar Publishing, number 4096.
    59. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
    60. Francesco Busato & Bruno Chiarini, 2004. "Market and underground activities in a two-sector dynamic equilibrium model," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 23(4), pages 831-861, May.
    61. Allan, Grant & Hanley, Nick & McGregor, Peter & Swales, Kim & Turner, Karen, 2007. "The impact of increased efficiency in the industrial use of energy: A computable general equilibrium analysis for the United Kingdom," Energy Economics, Elsevier, vol. 29(4), pages 779-798, July.
    62. Kaufmann, Daniel & Kaliberda, Aleksander, 1996. "Integrating the unofficial economy into the dynamics of post-socialist economies : a framework of analysis and evidence," Policy Research Working Paper Series 1691, The World Bank.
    63. Schneider, Friedrich, 2004. "The Size of the Shadow Economies of 145 Countries all over the World: First Results over the Period 1999 to 2003," IZA Discussion Papers 1431, Institute of Labor Economics (IZA).
    64. Peter C. B. Phillips & Donggyu Sul, 2003. "Dynamic panel estimation and homogeneity testing under cross section dependence *," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 217-259, June.
    65. Philippe Aghion & George-Marios Angeletos & Abhijit Banerjee & Kalina Manova, 2005. "Volatility and Growth: Credit Constraints and Productivity-Enhancing Investment," NBER Working Papers 11349, National Bureau of Economic Research, Inc.
    66. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    67. 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.
    68. Andreas Bühn & Alexander Karmann & Friedrich Schneider, 2007. "Size and Development of the Shadow Economy and of Do-it-yourself Activities in Germany," CESifo Working Paper Series 2021, CESifo.
    69. Amaral, Pedro S. & Quintin, Erwan, 2006. "A competitive model of the informal sector," Journal of Monetary Economics, Elsevier, vol. 53(7), pages 1541-1553, October.
    70. Dimitropoulos, John, 2007. "Energy productivity improvements and the rebound effect: An overview of the state of knowledge," Energy Policy, Elsevier, vol. 35(12), pages 6354-6363, December.
    71. Koreshkova, Tatyana A., 2006. "A quantitative analysis of inflation as a tax on the underground economy," Journal of Monetary Economics, Elsevier, vol. 53(4), pages 773-796, May.
    72. Trevor Breusch, 2005. "Estimating the Underground Economy using MIMIC Models," Econometrics 0507003, University Library of Munich, Germany, revised 15 Dec 2005.
    73. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    74. Jesus Ferreiro & Felipe Serrano, 2001. "The Spanish Labour Market: Reforms and consequences," International Review of Applied Economics, Taylor & Francis Journals, vol. 15(1), pages 31-53.
    75. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    76. William W. Hogan & Dale W. Jorgenson, 1991. "Productivity Trends and the Cost of Reducing CO2 Emissions," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1), pages 67-86.
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    Cited by:

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    3. Colombo, Emilio & Onnis, Luisanna & Tirelli, Patrizio, 2016. "Shadow economies at times of banking crises: Empirics and theory," Journal of Banking & Finance, Elsevier, vol. 62(C), pages 180-190.
    4. Luisanna Onnis & Patrizio Tirelli, 2015. "Shadow economy: Does it matter for money velocity?," Empirical Economics, Springer, vol. 49(3), pages 839-858, November.
    5. Raffaella Basile & Bruno Chiarini & Elisabetta Marzano, 2011. "Can we Rely upon Fiscal Policy Estimates in Countries with Unreported Production of 15 Per Cent (or more) of GDP?," CESifo Working Paper Series 3521, CESifo.

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