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Firm responses to employment subsidies: a regression discontinuity approach to the 2012 Spanish labour market reform

Author

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  • Gamberoni, Elisa
  • Gradeva, Katerina
  • Weber, Sebastian

Abstract

This study focuses on the employment effect of a hiring subsidy available to firms with less than 50 employees, granted in the context of the 2012 Spanish labour market reform. Exploiting the arbitrary firm size threshold using regression discontinuity design, estimates show on average 2 percentage points higher employment growth for firms that became eligible for the scheme. However, tests and complementary regressions suggest that the higher employment growth for smaller firms in 2013 is driven by a 2010 reform, which imposes more stringent reporting requirements on larger firms. Accounting for this using difference-in-discontinuity regressions, we fail to find any significant effect of the subsidy on increasing employment of eligible firms. While our study suggests several pitfalls arising from size-contingent regulations, more data are needed to test for benecial long-term effects from the hiring subsidy in addressing duality of the Spanish labour market. JEL Classification: C21, D22, E24, H25

Suggested Citation

  • Gamberoni, Elisa & Gradeva, Katerina & Weber, Sebastian, 2016. "Firm responses to employment subsidies: a regression discontinuity approach to the 2012 Spanish labour market reform," Working Paper Series 1970, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20161970
    Note: 2648083
    as

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    References listed on IDEAS

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    1. Lorenzo Cappellari & Carlo Dell’Aringa & Marco Leonardi, 2012. "Temporary Employment, Job Flows and Productivity: A Tale of Two Reforms," Economic Journal, Royal Economic Society, vol. 122(562), pages 188-215, August.
    2. Jens Ludwig & Douglas L. Miller, 2007. "Does Head Start Improve Children's Life Chances? Evidence from a Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 159-208.
    3. Tito Boeri & Pietro Garibaldi, 2007. "Two Tier Reforms of Employment Protection: a Honeymoon Effect?," Economic Journal, Royal Economic Society, vol. 117(521), pages 357-385, June.
    4. Bibek Adhikari & Romain Duval & Bingjie Hu & Prakash Loungani, 2018. "Can Reform Waves Turn the Tide? Some Case Studies using the Synthetic Control Method," Open Economies Review, Springer, vol. 29(4), pages 879-910, September.
    5. Marco Leonardi & Giovanni Pica, 2013. "Who Pays for it? The Heterogeneous Wage Effects of Employment Protection Legislation," Economic Journal, Royal Economic Society, vol. 123(12), pages 1236-1278, December.
    6. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    7. Lee, David S. & Card, David, 2008. "Regression discontinuity inference with specification error," Journal of Econometrics, Elsevier, vol. 142(2), pages 655-674, February.
    8. Şebnem Kalemli- Özcan & Bent E. Sørensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yeşiltaş, 2024. "How to Construct Nationally Representative Firm-Level Data from the Orbis Global Database: New Facts on SMEs and Aggregate Implications for Industry Concentration," American Economic Journal: Macroeconomics, American Economic Association, vol. 16(2), pages 353-374, April.
    9. Andrew C. Eggers & Ronny Freier & Veronica Grembi & Tommaso Nannicini, 2018. "Regression Discontinuity Designs Based on Population Thresholds: Pitfalls and Solutions," American Journal of Political Science, John Wiley & Sons, vol. 62(1), pages 210-229, January.
    10. Juan J Dolado & Carlos Garcia--Serrano & Juan F. Jimeno, 2002. "Drawing Lessons From The Boom Of Temporary Jobs In Spain," Economic Journal, Royal Economic Society, vol. 112(721), pages 270-295, June.
    11. Sebnem Kalemli-Ozcan & Bent Sorensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yesiltas, 2015. "How to Construct Nationally Representative Firm Level Data from the Orbis Global Database: New Facts and Aggregate Implications," NBER Working Papers 21558, National Bureau of Economic Research, Inc.
    12. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 933-959.
    13. Peter N. Gal, 2013. "Measuring Total Factor Productivity at the Firm Level using OECD-ORBIS," OECD Economics Department Working Papers 1049, OECD Publishing.
    14. CompNet Task Force, 2014. "Micro-based evidence of EU competitiveness: The CompNet database," Working Paper Research 253, National Bank of Belgium.
    15. Samuel Bentolila & Pierre Cahuc & Juan J. Dolado & Thomas Le Barbanchon, 2012. "Two‐Tier Labour Markets in the Great Recession: France Versus Spain-super-," Economic Journal, Royal Economic Society, vol. 122(562), pages 155-187, August.
    16. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    17. Alan I. Barreca & Melanie Guldi & Jason M. Lindo & Glen R. Waddell, 2011. "Saving Babies? Revisiting the effect of very low birth weight classification," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 2117-2123.
    18. Miss Anna R Bordon & Mr. Christian H Ebeke & Ms. Kazuko Shirono, 2016. "When Do Structural Reforms Work? On the Role of the Business Cycle and Macroeconomic Policies," IMF Working Papers 2016/062, International Monetary Fund.
    19. Groh, Matthew & Krishnan, Nandini & McKenzie, David & Vishwanath, Tara, 2012. "Soft skills or hard cash ? the impact of training and wage subsidy programs on female youth employment in Jordan," Policy Research Working Paper Series 6141, The World Bank.
    20. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    21. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    22. Sørensen, Bent E & Kalemli-Özcan, Sebnem & Volosovych, Vadym & Villegas-Sanchez, Carolina & Yesiltas, Sevcan, 2015. "How to construct nationally representative firm level data from the ORBIS global database," CEPR Discussion Papers 10829, C.E.P.R. Discussion Papers.
    23. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    24. 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.
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    Cited by:

    1. García-Vega, María & Kneller, Richard & Stiebale, Joel, 2021. "Labor market reform and innovation: Evidence from Spain," Research Policy, Elsevier, vol. 50(5).
    2. Paulino Font & Mario Izquierdo & Sergio Puente, 2021. "The Effect of Subsidies to Mature-Age Employment: a Quasi-Experimental Analysis," Journal of Labor Research, Springer, vol. 42(2), pages 123-147, June.
    3. Lalinsky, Tibor & Pál, Rozália, 2022. "Distribution of COVID-19 government support and its consequences for firm liquidity and solvency," Structural Change and Economic Dynamics, Elsevier, vol. 61(C), pages 305-335.
    4. Kim, Mee Jung, 2023. "Impact of the Community Reinvestment Act on small business employment in lower income neighborhoods," Regional Science and Urban Economics, Elsevier, vol. 98(C).
    5. José Ignacio García-Pérez & Josep Mestres Domènech, 2019. "The Impact of the 2012 Spanish Labour Market Reform on Unemployment Inflows and Outflows: a Regression Discontinuity Analysis using Duration Models," Hacienda Pública Española / Review of Public Economics, IEF, vol. 231(4), pages 157-200, December.
    6. Laeven, Luc & McAdam, Peter & Popov, Alexander, 2023. "Credit shocks, employment protection, and growth:firm-level evidence from spain," Journal of Banking & Finance, Elsevier, vol. 152(C).
    7. Giulia Bovini & Eliana Viviano, 2018. "The Italian "employment-rich" recovery: a closer look," Questioni di Economia e Finanza (Occasional Papers) 461, Bank of Italy, Economic Research and International Relations Area.
    8. Lalinsky, Tibor & Pál, Rozália, 2021. "Efficiency and effectiveness of the COVID-19 government support: Evidence from firm-level data," EIB Working Papers 2021/06, European Investment Bank (EIB).

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    More about this item

    Keywords

    employment subsidies; firm response; labour market reforms; quasi-experiment; regression discontinuity design;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies

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