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Personal Income Tax Reforms: a Genetic Algorithm Approach

Author

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  • Matteo Morini

    (ENS Lyon, RHÔNE ALPES COMPLEX SYSTEMS INSTITUTE (IXXI), Lyon, France; Department of Economics and Statistics (Dipartimento di Scienze Economico-Sociali e Matematico-Statistiche), University of Torino, Italy)

  • Simone Pellegrino

    (Department of Economics and Statistics (Dipartimento di Scienze Economico-Sociali e Matematico-Statistiche), University of Torino, Italy)

Abstract

Given a settled reduction in the present level of tax revenue, and by exploring a very large combinatorial space of tax structures, in this paper we employ a genetic algorithm in order to determine the optimal structure of a personal income tax that allows the maximization of the redistributive effect of the tax, while preventing all taxpayers being worse off than with the present tax structure. We take Italy as a case study.

Suggested Citation

  • Matteo Morini & Simone Pellegrino, 2014. "Personal Income Tax Reforms: a Genetic Algorithm Approach," Working papers 026, Department of Economics, Social Studies, Applied Mathematics and Statistics (Dipartimento di Scienze Economico-Sociali e Matematico-Statistiche), University of Torino.
    • Handle: RePEc:tur:wpapnw:026
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    1. Sandmo, Agnar, 1981. "Income tax evasion, labour supply, and the equity--efficiency tradeoff," Journal of Public Economics, Elsevier, vol. 16(3), pages 265-288, December.
    2. Rolf Aaberge & Ugo Colombino, 2013. "Using a Microeconometric Model of Household Labour Supply to Design Optimal Income Taxes," Scandinavian Journal of Economics, Wiley Blackwell, vol. 115(2), pages 449-475, April.
    3. Olivier Bargain & Kristian Orsini & Andreas Peichl, 2014. "Comparing Labor Supply Elasticities in Europe and the United States: New Results," Journal of Human Resources, University of Wisconsin Press, vol. 49(3), pages 723-838.
    4. Berliant, Marcus & Gouveia, Miguel, 1993. "Equal sacrifice and incentive compatible income taxation," Journal of Public Economics, Elsevier, vol. 51(2), pages 219-240, June.
    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. Olivier Bargain & Kristian Orsini & Andreas Peichl, 2012. "Comparing Labor Supply Elasticities in Europe and the US: New Results," SOEPpapers on Multidisciplinary Panel Data Research 525, DIW Berlin, The German Socio-Economic Panel (SOEP).
    7. Simone Pellegrino & Massimiliano Piacenza & Gilberto Turati, 2011. "Developing a static microsimulation model for the analysis of housing taxation in Italy," International Journal of Microsimulation, International Microsimulation Association, vol. 4(2), pages 73-85.
    8. Peter, Klara Sabirianova & Buttrick, Steve & Duncan, Denvil, 2010. "Global Reform of Personal Income Taxation, 1981–2005: Evidence From 189 Countries," National Tax Journal, National Tax Association;National Tax Journal, vol. 63(3), pages 447-478, September.
    9. Richard Blundell & Andrew Shephard, 2012. "Employment, Hours of Work and the Optimal Taxation of Low-Income Families," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(2), pages 481-510.
    10. Emmanuel Saez, 2001. "Using Elasticities to Derive Optimal Income Tax Rates," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(1), pages 205-229.
    11. Arnaud Lefranc & Nicolas Pistolesi & Alain Trannoy, 2008. "Inequality Of Opportunities Vs. Inequality Of Outcomes: Are Western Societies All Alike?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 54(4), pages 513-546, December.
    12. O'Donoghue, Cathal & Immervoll, Herwig, 2001. "Imputation of gross amounts from net incomes in household surveys: an application using EUROMOD," EUROMOD Working Papers EM1/01, EUROMOD at the Institute for Social and Economic Research.
    13. Gerlinde Verbist & Francesco Figari, 2014. "The Redistributive Effect and Progressivity of Taxes Revisited: An International Comparison across the European Union," FinanzArchiv: Public Finance Analysis, Mohr Siebeck, Tübingen, vol. 70(3), pages 405-429, September.
    14. Young, H Peyton, 1990. "Progressive Taxation and Equal Sacrifice," American Economic Review, American Economic Association, vol. 80(1), pages 253-266, March.
    15. Wagstaff, Adam & van Doorslaer, Eddy & van der Burg, Hattem & Calonge, Samuel & Christiansen, Terkel & Citoni, Guido & Gerdtham, Ulf-G. & Gerfin, Michael & Gross, Lorna & Hakinnen, Unto, 1999. "Redistributive effect, progressivity and differential tax treatment: Personal income taxes in twelve OECD countries," Journal of Public Economics, Elsevier, vol. 72(1), pages 73-98, April.
    16. Sermpinis, Georgios & Stasinakis, Charalampos & Theofilatos, Konstantinos & Karathanasopoulos, Andreas, 2015. "Modeling, forecasting and trading the EUR exchange rates with hybrid rolling genetic algorithms—Support vector regression forecast combinations," European Journal of Operational Research, Elsevier, vol. 247(3), pages 831-846.
    17. Feldstein, Martin, 1976. "On the theory of tax reform," Journal of Public Economics, Elsevier, vol. 6(1-2), pages 77-104.
    18. Simone Pellegrino, 2008. "Using the principle of equal sacrifice to evaluate a tax reform," Politica economica, Società editrice il Mulino, issue 2, pages 211-234.
    19. Arthur C. Brooks, 2000. "Genetic Algorithms and Public Economics," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 2(4), pages 493-513, October.
    20. Lin, Chang-Chun & Liu, Yi-Ting, 2008. "Genetic algorithms for portfolio selection problems with minimum transaction lots," European Journal of Operational Research, Elsevier, vol. 185(1), pages 393-404, February.
    21. Stern, N. H., 1976. "On the specification of models of optimum income taxation," Journal of Public Economics, Elsevier, vol. 6(1-2), pages 123-162.
    22. Richard Blundell & Andrew Shephard, 2012. "Employment, Hours of Work and the Optimal Taxation of Low-Income Families," Review of Economic Studies, Oxford University Press, vol. 79(2), pages 481-510.
    23. repec:pri:cepsud:218shephard is not listed on IDEAS
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    Citations

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    Cited by:

    1. Simone Pellegrino & Guido Perboli & Giovanni Squillero, 2019. "Balancing the equity-efficiency trade-off in personal income taxation: an evolutionary approach," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 36(1), pages 37-64, April.
    2. Saeed Solaymani, 2020. "Assessing the economic and social impacts of fiscal policies," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 47(3), pages 671-694, March.
    3. Fernando Di Nicola & Giorgio Mongelli & Simone Pellegrino, 2015. "The static microsimulation model of the Italian Department of Finance: Structure and first results regarding income and housing taxation," ECONOMIA PUBBLICA, FrancoAngeli Editore, vol. 2015(2), pages 125-157.
    4. S. N. Alpysbaeva & G. V. Stroeva & Sh. Zh. Shuneev & A. A. Bakdolotov, 2020. "Transition to the Progressive Scale of Individual Income Tax in Kazakhstan: Opportunities and Limitations," Studies on Russian Economic Development, Springer, vol. 31(1), pages 120-127, January.
    5. Simone Pellegrino & Achille Vernizzi, 2018. "Decomposing the Redistributive Effect of Taxation to Reveal Axiom Violations," Working papers 049, Department of Economics, Social Studies, Applied Mathematics and Statistics (Dipartimento di Scienze Economico-Sociali e Matematico-Statistiche), University of Torino.
    6. Edyta Małecka-Ziembińska & Radosław Ziembiński, 2020. "Application of Genetic Algorithm to Optimal Income Taxation," JRFM, MDPI, vol. 13(11), pages 1-24, October.
    7. Paolo Di Caro, 2017. "Analisi distributiva dell?IRPEF utilizzando i microdati di fonte fiscale," ECONOMIA PUBBLICA, FrancoAngeli Editore, vol. 2017(1), pages 35-59.

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    More about this item

    Keywords

    Personal income taxation; Genetic algorithms; Micro-simulation models; Reynolds-Smolensky index; Tax reforms;
    All these keywords.

    JEL classification:

    • C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies
    • H24 - Public Economics - - Taxation, Subsidies, and Revenue - - - Personal Income and Other Nonbusiness Taxes and Subsidies

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