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Fighting long-term unemployment: Do we have the whole picture?

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  • Pasquini, Alessandra
  • Centra, Marco
  • Pellegrini, Guido

Abstract

Theoretical literature on active labour market policies underlined as targeted policies can have unplanned consequences (i.e. displacement and postponed hiring effects) on individuals outside the target group. These consequences mostly affect the hiring of those that are more often used in the control group when a counterfactual approach is used to evaluate a policy. They may imply a misestimation of policy effect. Surprisingly, few empirical analysis took into account of this possibility. We tried to fill this gap in the literature evaluating Law 407/90, a hiring subsidies policy targeting long-term unemployed and implemented in one of the most critic European labour markets: the italian ones. Using administrative data, we applied a regression discontinuity design to determine policy effectiveness. To select the bandwidth we introduced a new methodology motivated by the time-varying forcing variable. We furthermore checked for the presence of displacement and postponed hiring effects using a counterfactual approach. The results show the policy had a positive and significant impact. Moreover, no displacement and postponed hiring effects were detected.

Suggested Citation

  • Pasquini, Alessandra & Centra, Marco & Pellegrini, Guido, 2019. "Fighting long-term unemployment: Do we have the whole picture?," Labour Economics, Elsevier, vol. 61(C).
  • Handle: RePEc:eee:labeco:v:61:y:2019:i:c:s0927537119300909
    DOI: 10.1016/j.labeco.2019.101764
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    1. Kluve, Jochen & Lehmann, Hartmut & Schmidt, Christoph M., 2008. "Disentangling Treatment Effects of Active Labor Market Policies: The Role of Labor Force Status Sequences," Labour Economics, Elsevier, vol. 15(6), pages 1270-1295, December.
    2. 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.
    3. Sara Ayllón, 2013. "Unemployment persistence: not only stigma but discouragement too," Applied Economics Letters, Taylor & Francis Journals, vol. 20(1), pages 67-71, January.
    4. Sebastian Calonico & Matias D. Cattaneo & Max H. Farrell, 2018. "On the Effect of Bias Estimation on Coverage Accuracy in Nonparametric Inference," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(522), pages 767-779, April.
    5. Huttunen, Kristiina & Pirttilä, Jukka & Uusitalo, Roope, 2013. "The employment effects of low-wage subsidies," Journal of Public Economics, Elsevier, vol. 97(C), pages 49-60.
    6. Omori, Yoshiaki, 1997. "Stigma Effects of Nonemployment," Economic Inquiry, Western Economic Association International, vol. 35(2), pages 394-416, April.
    7. Stijn Baert & Dieter Verhaest, 2019. "Unemployment or Overeducation: Which is a Worse Signal to Employers?," De Economist, Springer, vol. 167(1), pages 1-21, March.
    8. Biewen, Martin & Steffes, Susanne, 2010. "Unemployment persistence: Is there evidence for stigma effects?," Economics Letters, Elsevier, vol. 106(3), pages 188-190, March.
    9. Pissarides, Christopher & Mortensen, Dale T., 2001. "Taxes, Subsidies and Equilibrium Labour Market Outcomes," CEPR Discussion Papers 2989, C.E.P.R. Discussion Papers.
    10. Alessio Brown & Johannes Koettl, 2015. "Active labor market programs - employment gain or fiscal drain?," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-36, December.
    11. Alessio J. G. Brown, 2015. "Can hiring subsidies benefit the unemployed?," IZA World of Labor, Institute of Labor Economics (IZA), pages 163-163, June.
    12. Calmfors, Lars & Forslund, Anders & Hemström, Maria, 2002. "Does active labour market policy work? Lessons from the Swedish experiences," Working Paper Series 2002:4, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    13. Schünemann Benjamin & Lechner Michael & Wunsch Conny, 2015. "Do Long-Term Unemployed Workers Benefit from Targeted Wage Subsidies?," German Economic Review, De Gruyter, vol. 16(1), pages 43-64, February.
    14. repec:iza:izawol:journl:y:2015:p:163 is not listed on IDEAS
    15. John Martin, 2015. "Activation and active labour market policies in OECD countries: stylised facts and evidence on their effectiveness," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-29, December.
    16. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," Review of Economic Studies, Oxford University Press, vol. 79(3), pages 933-959.
    17. Boone, Jan & van Ours, Jan C., 2004. "Effective Active Labor Market Policies," IZA Discussion Papers 1335, Institute of Labor Economics (IZA).
    18. Bucher, Anne, 2010. "Impacts of hiring subsidies targeted at the long-term unemployed on the low-skilled labor market: The French experience," Economic Modelling, Elsevier, vol. 27(2), pages 553-565, March.
    19. Sarah Hamersma, 2008. "The effects of an employer subsidy on employment outcomes: A study of the work opportunity and welfare-to-work tax credits," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 27(3), pages 498-520.
    20. Oberholzer-Gee, Felix, 2008. "Nonemployment stigma as rational herding: A field experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 65(1), pages 30-40, January.
    21. Boone, J. & van Ours, J.C., 2004. "Effective Labor Market Policies," Other publications TiSEM 9b8aece5-8c99-4420-b98f-6, Tilburg University, School of Economics and Management.
    22. Bernhard, Sarah & Gartner, Hermann & Stephan, Gesine, 2008. "Wage Subsidies for Needy Job-Seekers and Their Effect on Individual Labour Market Outcomes after the German Reforms," IZA Discussion Papers 3772, Institute of Labor Economics (IZA).
    23. Kory Kroft & Fabian Lange & Matthew J. Notowidigdo, 2013. "Duration Dependence and Labor Market Conditions: Evidence from a Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 1123-1167.
    24. Lawrence F. Katz, 1996. "Wage Subsidies for the Disadvantaged," NBER Working Papers 5679, National Bureau of Economic Research, Inc.
    25. Forslund, Anders & Johansson, Per & Lindqvist, Linus, 2004. "Employment subsidies - A fast lane from unemployment to work?," Working Paper Series 2004:18, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    26. Ammermüller, Andreas & Zwick, Thomas & Boockmann, Bernhard & Maier, Michael, 2007. "Do hiring subsidies reduce unemployment among the elderly? Evidence from two natural experiments," ZEW Discussion Papers 07-001, ZEW - Leibniz Centre for European Economic Research.
    27. Richard Blundell & Monica Costa Dias & Costas Meghir & John Van Reenen, 2004. "Evaluating the Employment Impact of a Mandatory Job Search Program," Journal of the European Economic Association, MIT Press, vol. 2(4), pages 569-606, June.
    28. Ursula Jaenichen & Gesine Stephan, 2011. "The effectiveness of targeted wage subsidies for hard-to-place workers," Applied Economics, Taylor & Francis Journals, vol. 43(10), pages 1209-1225.
    29. Gary Burtless, 1985. "Are Targeted Wage Subsidies Harmful? Evidence from a Wage Voucher Experiment," ILR Review, Cornell University, ILR School, vol. 39(1), pages 105-114, October.
    30. 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.
    31. Chiara Mussida, 2010. "Is Long-Term Unemployment Unaffected by Flexible Labour Market Legislation?," Rivista Internazionale di Scienze Sociali, Vita e Pensiero, Pubblicazioni dell'Universita' Cattolica del Sacro Cuore, vol. 118(1), pages 77-105.
    32. Martin, John P. & Grubb, David, 2001. "What works and for whom: a review of OECD countries' experiences with active labour market policies," Working Paper Series 2001:14, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    33. Sianesi, Barbara, 2008. "Differential effects of active labour market programs for the unemployed," Labour Economics, Elsevier, vol. 15(3), pages 370-399, June.
    34. Ammar Farooq & Adriana Kugler, 2015. "What factors contributed to changes in employment during and after the Great Recession?," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-28, December.
    35. Obermeier, Tim & Meier, Mario, 2016. "Duration Dependence, Dynamic Selection and the Optimal Timing of Unemployment Benefits," VfS Annual Conference 2016 (Augsburg): Demographic Change 145503, Verein für Socialpolitik / German Economic Association.
    36. Paolo Sestito & Eliana Viviano, 2016. "Hiring incentives and/or firing cost reduction? Evaluating the impact of the 2015 policies on the Italian labour market," Questioni di Economia e Finanza (Occasional Papers) 325, Bank of Italy, Economic Research and International Relations Area.
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    Cited by:

    1. Andrea Albanese & Bart Cockx & Muriel Dejemeppe, 2022. "Long-Term Effects of Hiring Subsidies for Unemployed Youths—Beware of Spillovers," CESifo Working Paper Series 9972, CESifo.
    2. Albanese, Andrea & Cockx, B. & Dejemeppe, Muriel, 2023. "Long-Term Effects of Hiring Subsidies for Low-Educated Unemployed Youths," Research Memorandum 008, Maastricht University, Graduate School of Business and Economics (GSBE).
    3. Sam Desiere & Bart Cockx, 2021. "How Effective Are Hiring Subsidies to Reduce Long-Term Unemployment among Prime-Aged Jobseekers? Evidence from Belgium," CESifo Working Paper Series 9325, CESifo.
    4. Rainer Eppel & Ulrike Huemer & Helmut Mahringer & Lukas Schmoigl, 2024. "Active Labour Market Policies: What Works for the Long-term Unemployed?," WIFO Working Papers 671, WIFO.

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    More about this item

    Keywords

    Long-term unemployed; Active labour market policies; Regression discontinuity design; Displacement effect; Postponed hiring effect; H29; H32; J680; J640;
    All these keywords.

    JEL classification:

    • H29 - Public Economics - - Taxation, Subsidies, and Revenue - - - Other
    • H32 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Firm

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