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Using Payroll Tax Variation to Unpack the Black Box of Firm-Level Production

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  • Youssef Benzarti
  • Jarkko Harju

Abstract

This paper uses quasi-experimental variation in payroll taxes to estimate their incidence and investigate how firms use their input factors. We find that higher payroll tax rates lead to large employment responses and have no effects on employee earnings. As payroll taxes increase, firms substitute away from low-skilled, routine and manual workers towards more productive workers and also reduce investments. Our results imply that, contrary to the canonical tax incidence model, firm-level production and input factor choices are affected by payroll taxes.

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  • Youssef Benzarti & Jarkko Harju, 2020. "Using Payroll Tax Variation to Unpack the Black Box of Firm-Level Production," NBER Working Papers 26640, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:26640
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    1. Alan I. Barreca & Jason M. Lindo & Glen R. Waddell, 2016. "Heaping-Induced Bias In Regression-Discontinuity Designs," Economic Inquiry, Western Economic Association International, vol. 54(1), pages 268-293, January.
    2. Emmanuel Saez & Benjamin Schoefer & David Seim, 2019. "Payroll Taxes, Firm Behavior, and Rent Sharing: Evidence from a Young Workers' Tax Cut in Sweden," American Economic Review, American Economic Association, vol. 109(5), pages 1717-1763, May.
    3. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    4. David Card & Thomas Lemieux, 2001. "Can Falling Supply Explain the Rising Return to College for Younger Men? A Cohort-Based Analysis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 705-746.
    5. Jeanne Lafortune & Ethan Lewis & José Tessada, 2019. "People and Machines: A Look at the Evolving Relationship between Capital and Skill in Manufacturing, 1860–1930, Using Immigration Shocks," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 30-43, March.
    6. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    7. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    8. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    9. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    10. Blanchard, Olivier Jean & Lopez-de-Silanes, Florencio & Shleifer, Andrei, 1994. "What do firms do with cash windfalls?," Journal of Financial Economics, Elsevier, vol. 36(3), pages 337-360, December.
    11. Ezra Oberfield & Devesh Raval, 2021. "Micro Data and Macro Technology," Econometrica, Econometric Society, vol. 89(2), pages 703-732, March.
    12. Pol Antràs & Teresa C. Fort & Felix Tintelnot, 2017. "The Margins of Global Sourcing: Theory and Evidence from US Firms," American Economic Review, American Economic Association, vol. 107(9), pages 2514-2564, September.
    13. Kahn, Shulamit, 1997. "Evidence of Nominal Wage Stickiness from Microdata," American Economic Review, American Economic Association, vol. 87(5), pages 993-1008, December.
    14. Supreet Kaur, 2019. "Nominal Wage Rigidity in Village Labor Markets," American Economic Review, American Economic Association, vol. 109(10), pages 3585-3616, October.
    15. William T. Dickens & Lorenz Goette & Erica L. Groshen & Steinar Holden & Julian Messina & Mark E. Schweitzer & Jarkko Turunen & Melanie E. Ward, 2007. "How Wages Change: Micro Evidence from the International Wage Flexibility Project," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 195-214, Spring.
    16. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    17. Emmanuel Saez & Manos Matsaganis & Panos Tsakloglou, 2012. "Earnings Determination and Taxes: Evidence From a Cohort-Based Payroll Tax Reform in Greece," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 493-533.
    18. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    19. George A. Akerlof & William R. Dickens & George L. Perry, 1996. "The Macroeconomics of Low Inflation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 27(1), pages 1-76.
    20. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    21. Alessandro Barattieri & Susanto Basu & Peter Gottschalk, 2014. "Some Evidence on the Importance of Sticky Wages," American Economic Journal: Macroeconomics, American Economic Association, vol. 6(1), pages 70-101, January.
    22. Kahneman, Daniel & Knetsch, Jack L & Thaler, Richard, 1986. "Fairness as a Constraint on Profit Seeking: Entitlements in the Market," American Economic Review, American Economic Association, vol. 76(4), pages 728-741, September.
    23. Michael A. Clemens & Ethan G. Lewis & Hannah M. Postel, 2018. "Immigration Restrictions as Active Labor Market Policy: Evidence from the Mexican Bracero Exclusion," American Economic Review, American Economic Association, vol. 108(6), pages 1468-1487, June.
    24. Antoine Bozio & Thomas Breda & Julien Grenet & Arthur Guillouzouic, 2024. "Does Tax-Benefit Linkage Matter for the Incidence of Payroll Taxes?," Working Papers halshs-02191315, HAL.
    25. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    26. Claudia Goldin & Lawrence F. Katz, 2007. "The Race between Education and Technology: The Evolution of U.S. Educational Wage Differentials, 1890 to 2005," NBER Working Papers 12984, National Bureau of Economic Research, Inc.
    27. Claudia Goldin & Lawrence F. Katz, 1998. "The Origins of Technology-Skill Complementarity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 693-732.
    28. Card, David, 1990. "Unexpected Inflation, Real Wages, and Employment Determination in Union Contracts," American Economic Review, American Economic Association, vol. 80(4), pages 669-688, September.
    29. Ku, Hyejin & Schönberg, Uta & Schreiner, Ragnhild C., 2020. "Do place-based tax incentives create jobs?," Journal of Public Economics, Elsevier, vol. 191(C).
    30. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    31. Joshua D. Rauh, 2006. "Investment and Financing Constraints: Evidence from the Funding of Corporate Pension Plans," Journal of Finance, American Finance Association, vol. 61(1), pages 33-71, February.
    32. Ethan Lewis, 2011. "Immigration, Skill Mix, and Capital Skill Complementarity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 1029-1069.
    33. Lichter, Andreas & Peichl, Andreas & Siegloch, Sebastian, 2015. "The own-wage elasticity of labor demand: A meta-regression analysis," European Economic Review, Elsevier, vol. 80(C), pages 94-119.
    34. David Card & Laura Giuliano, 2014. "Does Gifted Education Work? For Which Students?," NBER Working Papers 20453, National Bureau of Economic Research, Inc.
    35. H. S. Houthakker, 1955. "The Pareto Distribution and the Cobb-Douglas Production Function in Activity Analysis," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 23(1), pages 27-31.
    36. Bozio, Antoine & Breda, Thomas & Grenet, Julien, 2019. "Does Tax-Benefit Linkage Matter for the Incidence of Social Security Contributions?," IZA Discussion Papers 12502, Institute of Labor Economics (IZA).
    37. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
    38. Pedro Carneiro & Sokbae Lee, 2011. "Trends in Quality-Adjusted Skill Premia in the United States, 1960-2000," American Economic Review, American Economic Association, vol. 101(6), pages 2309-2349, October.
    39. Henrik J. Kleven & Mazhar Waseem, 2013. "Using Notches to Uncover Optimization Frictions and Structural Elasticities: Theory and Evidence from Pakistan," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 669-723.
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    2. Sophie Cottet, 2020. "Payroll Tax Reductions for Minimum Wage Workers: Relative Labor Cost or Cash Windfall Effects?," Working Papers halshs-03010943, HAL.
    3. E. Mark Curtis & Daniel G. Garrett & Eric C. Ohrn & Kevin A. Roberts & Juan Carlos Suárez Serrato, 2021. "Capital Investment and Labor Demand," NBER Working Papers 29485, National Bureau of Economic Research, Inc.
    4. Kim, Jinyoung & Kim, Seonghoon & Koh, Kanghyock, 2022. "Labor market institutions and the incidence of payroll taxation," Journal of Public Economics, Elsevier, vol. 209(C).
    5. Benzarti, Youssef & Harju, Jarkko, 2021. "Can payroll tax cuts help firms during recessions?," Journal of Public Economics, Elsevier, vol. 200(C).
    6. Bart Cockx & Sam Desiere, 2023. "Labour costs and the decision to hire the first employee," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 23/1071, Ghent University, Faculty of Economics and Business Administration.
    7. Wu, Huiwan, 2024. "How does enforcement of social insurance law minimize income gaps within firms: From a perspective of worker bargaining power," Finance Research Letters, Elsevier, vol. 62(PB).
    8. Sophie Cottet, 2024. "Payroll Tax Reductions for Minimum Wage Workers: Relative Labor Cost or Cash Windfall Effects?," CESifo Working Paper Series 11076, CESifo.
    9. Lerche, Adrian, 2022. "Investment Tax Credits and the Response of Firms," IZA Discussion Papers 15668, Institute of Labor Economics (IZA).
    10. Nai-Chun Wang & Deng-Kui Si & Chun-Feng Dong, 2022. "Social Insurance Burden and Corporate Environmental Performance: Evidence from China," Sustainability, MDPI, vol. 14(19), pages 1-22, September.
    11. Shanyue Jin & Yuying Gao & Shufeng (Simon) Xiao, 2021. "Corporate Governance Structure and Performance in the Tourism Industry in the COVID-19 Pandemic: An Empirical Study of Chinese Listed Companies in China," Sustainability, MDPI, vol. 13(21), pages 1-22, October.
    12. De Haas, Ralph & Sterk, Vincent & Van Horen, Neeltje, 2022. "Start-up types and macroeconomic performance in Europe," Bank of England working papers 986, Bank of England.
    13. Sophie Cottet, 2020. "Payroll Tax Reductions for Minimum Wage Workers: Relative Labor Cost or Cash Windfall Effects?," PSE Working Papers halshs-03010943, HAL.
    14. Audrey Guo, 2023. "Payroll Tax Incidence: Evidence from Unemployment Insurance," Papers 2304.05605, arXiv.org.
    15. Deng, Guoying & Du, Pengcheng & Hernandez, Manuel A. & Xu, Shu, 2024. "Corporate taxes and labor market informality evidence from China," IFPRI discussion papers 2244, International Food Policy Research Institute (IFPRI).
    16. Enrico Rubolino, 2022. "Taxing the Gender Gap: Labor Market Effects of a Payroll Tax Cut for Women in Italy," Cahiers de Recherches Economiques du Département d'économie 22.01, Université de Lausanne, Faculté des HEC, Département d’économie.
    17. Wenjing Bi & Yifei Li & Xiaotao Zhang & Tenglong Zhong, 2024. "Labor protection and enterprise digital transformation: A quasi‐natural experiment based on the enforcement of Social Insurance Law in China," Economics and Politics, Wiley Blackwell, vol. 36(2), pages 708-733, July.
    18. Yao, Wenyun & Lu, Feier & Wang, Yuting & Song, Zilong, 2023. "Social insurance contributions and firms' debt concentration choice: A quasi-natural experiment based on the implementation of China's social insurance law," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    19. Jin, Gang & Zhang, Jiwen & Ye, Yongwei & Yao, Shiqi & Song, Jingxiang, 2024. "Social insurance law and firm markup in China," Economic Modelling, Elsevier, vol. 132(C).
    20. Nathan Lachapelle & Francesco Pascucci, 2021. "Wage Rigidities in a Quantitative Spatial Economy: Commuting and Local Unemployment," LIDAM Discussion Papers IRES 2021027, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).

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    JEL classification:

    • H20 - Public Economics - - Taxation, Subsidies, and Revenue - - - General
    • H22 - Public Economics - - Taxation, Subsidies, and Revenue - - - Incidence
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies

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