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Targeting Labour Market Programmes - Results from a Randomized Experiment

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  • Stefanie Behncke
  • Markus Frölich
  • Michael Lechner

Abstract

We evaluate a randomized experiment of a statistical support system developed to assist caseworkers in Swiss employment offices in choosing appropriate active labour market programmes for their unemployed clients. The support system was piloted in several employment offices in which, randomly, half of the caseworkers used the system and the other half acted as control group. Caseworkers retained full discretion about the choice of active labour market programmes, and the evaluation results showed that caseworkers largely did not follow the statistical support system. This indicates that stronger incentives are needed for caseworkers to comply with statistical profiling and targeting systems.

Suggested Citation

  • Stefanie Behncke & Markus Frölich & Michael Lechner, 2009. "Targeting Labour Market Programmes - Results from a Randomized Experiment," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 145(III), pages 221-268, September.
  • Handle: RePEc:ses:arsjes:2009-iii-1
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    1. Markus Frölich & Michael Lechner & Heidi Steiger, 2003. "Statistically Assisted Programme Selection - International Experiences and Potential Benefits for Switzerland," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 139(III), pages 311-331, September.
    2. Lechner, Michael & Smith, Jeffrey, 2007. "What is the value added by caseworkers?," Labour Economics, Elsevier, vol. 14(2), pages 135-151, April.
    3. Fredriksson, Peter & Johansson, Per, 2002. "Program evaluation and random program starts," Working Paper Series 2003:1, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    4. Markus Frölich, 2006. "Statistical treatment choice: an application to active labour market programmes," CeMMAP working papers CWP24/06, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    5. Rafael Lalive & Jan C. van Ours & Josef Zweimüller, 2005. "The Effect Of Benefit Sanctions On The Duration Of Unemployment," Journal of the European Economic Association, MIT Press, vol. 3(6), pages 1386-1417, December.
    6. Nicola Persico & Petra E. Todd, 2005. "Passenger Profiling, Imperfect Screening, and Airport Security," American Economic Review, American Economic Association, vol. 95(2), pages 127-131, May.
    7. Robert Moffitt, 2006. "Welfare work Requirements with Paternalistic Government Preferences," Economic Journal, Royal Economic Society, vol. 116(515), pages 441-458, November.
    8. Arulampalam, W. & Robin A. Naylor & Jeremy P. Smith, 2002. "University of Warwick," Royal Economic Society Annual Conference 2002 9, Royal Economic Society.
    9. Christopher J. O'Leary & Paul T. Decker & Stephen A. Wandner, 2002. "Targeting Reemployment Bonuses," Book chapters authored by Upjohn Institute researchers, in: Stephen A. Wandner & Randall W. Eberts & Christopher J. O'Leary (ed.), Targeting Employment Services, chapter 6, pages 161-182, W.E. Upjohn Institute for Employment Research.
    10. Charles F Manski, 2007. "Adaptive Minimax-Regret Treatment Choice, with Application to Drug Approval," Levine's Working Paper Archive 122247000000001404, David K. Levine.
    11. Charles F. Manski, 2006. "Search Profiling With Partial Knowledge of Deterrence," Economic Journal, Royal Economic Society, vol. 116(515), pages 385-401, November.
    12. Dan A. Black & Jeffrey A. Smith & Mark C. Berger & Brett J. Noel, 2003. "Is the Threat of Reemployment Services More Effective Than the Services Themselves? Evidence from Random Assignment in the UI System," American Economic Review, American Economic Association, vol. 93(4), pages 1313-1327, September.
    13. S. A. Murphy, 2003. "Optimal dynamic treatment regimes," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 65(2), pages 331-355, May.
    14. Manski, Charles F., 2000. "Identification problems and decisions under ambiguity: Empirical analysis of treatment response and normative analysis of treatment choice," Journal of Econometrics, Elsevier, vol. 95(2), pages 415-442, April.
    15. Charles F. Manski, 2004. "Statistical Treatment Rules for Heterogeneous Populations," Econometrica, Econometric Society, vol. 72(4), pages 1221-1246, July.
    16. Christopher J. O’Leary & Paul T. Decke & Stephen A. Wandner, 2005. "Cost-Effectiveness of Targeted Reemployment Bonuses," Journal of Human Resources, University of Wisconsin Press, vol. 40(1).
    17. Manski, Charles F., 2007. "Minimax-regret treatment choice with missing outcome data," Journal of Econometrics, Elsevier, vol. 139(1), pages 105-115, July.
    18. Randall W. Eberts & Christopher J. O'Leary & Kelly DeRango, 2002. "A Frontline Decision Support System for One-Stop Centers," Book chapters authored by Upjohn Institute researchers, in: Randall W. Eberts & Christopher J. O'Leary & Stephen A. Wandner (ed.), Targeting Employment Services, chapter 12, pages 337-379, W.E. Upjohn Institute for Employment Research.
    19. Dehejia, Rajeev H., 2005. "Program evaluation as a decision problem," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 141-173.
    20. Conny Wunsch, 2007. "Optimal Use of Labour Market Policies," University of St. Gallen Department of Economics working paper series 2007 2007-26, Department of Economics, University of St. Gallen.
    21. Randall W. Eberts & Christopher J. O'Leary, 2003. "A Frontline Decision Support System for Georgia Career Centers," Book chapters authored by Upjohn Institute researchers, in: Joshua Riley & Aquila Branch & Stephen Wandner & Wayne Gordon (ed.),A Compilation of Selected Papers from the Employment and Training Administration's 2003 Biennial National Research Conference, ETA Occasional Paper 20, pages 80-129, W.E. Upjohn Institute for Employment Research.
    22. repec:mpr:mprres:3005 is not listed on IDEAS
    23. Nicola Persico & Petra Todd, 2006. "Generalising the Hit Rates Test for Racial Bias in Law Enforcement, With an Application to Vehicle Searches in Wichita," Economic Journal, Royal Economic Society, vol. 116(515), pages 351-367, November.
    24. William C. Horrace & Peter Schmidt, 2000. "Multiple comparisons with the best, with economic applications," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(1), pages 1-26.
    25. Staghøj, Jonas & Svarer, Michael & Rosholm, Michael, 2007. "A Statistical Programme Assignment Model," IZA Discussion Papers 3165, Institute of Labor Economics (IZA).
    26. Bryson, Alex & Kasparova, Diana, 2003. "Profiling benefit claimants in Britain: a feasibility study," LSE Research Online Documents on Economics 4991, London School of Economics and Political Science, LSE Library.
    27. Mark C. Berger & Dan Black & Jeffrey Smith, 2000. "Evaluating Profiling as a Means of Allocating Government Services," University of Western Ontario, Departmental Research Report Series 200018, University of Western Ontario, Department of Economics.
    28. Frolich, Markus, 2008. "Statistical Treatment Choice: An Application to Active Labor Market Programs," Journal of the American Statistical Association, American Statistical Association, vol. 103, pages 547-558, June.
    29. Bell, Stephen H. & Orr, Larry L., 2002. "Screening (and creaming?) applicants to job training programs: the AFDC homemaker-home health aide demonstrations," Labour Economics, Elsevier, vol. 9(2), pages 279-301, April.
    30. Randall W. Eberts & Christopher J. O'Leary & Stephen A. Wandner (ed.), 2002. "Targeting Employment Services," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number tes, November.
    Full references (including those not matched with items on IDEAS)

    Citations

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    Cited by:

    1. Oscar Mitnik, 2008. "How do Training Programs Assign Participants to Training? Characterizing the Assignment Rules of Government Agencies for Welfare-to-Work Programs in California," Working Papers 0907, University of Miami, Department of Economics.
    2. Luis Ayala & Magdalena Rodríguez, 2010. "Evaluating welfare reform under program heterogeneity and alternative measures of success," Working Papers 186, ECINEQ, Society for the Study of Economic Inequality.
    3. Weber, Andrea, 2008. "Individual Incentives in Program Participation: Splitting up the Process in Assignment and Enrollment," IZA Discussion Papers 3404, Institute of Labor Economics (IZA).
    4. Philip J. O’Connell & Seamus Mcguinness & Elish Kelly, 2012. "The Transition from Short- to Long-Term Unemployment: A Statistical Profiling Model for Ireland," The Economic and Social Review, Economic and Social Studies, vol. 43(1), pages 135-164.
    5. Bas van der Klaauw & Sandra Vriend, 2015. "A Nonparametric Method for Predicting Survival Probabilities," Tinbergen Institute Discussion Papers 15-126/V, Tinbergen Institute.
    6. Bolhaar, Jonneke & Ketel, Nadine & van der Klaauw, Bas, 2020. "Caseworker's discretion and the effectiveness of welfare-to-work programs," Journal of Public Economics, Elsevier, vol. 183(C).
    7. Bhattacharya, Debopam & Dupas, Pascaline, 2012. "Inferring welfare maximizing treatment assignment under budget constraints," Journal of Econometrics, Elsevier, vol. 167(1), pages 168-196.
    8. Djebbari, Habiba & Smith, Jeffrey, 2008. "Heterogeneous impacts in PROGRESA," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 64-80, July.
    9. Staghøj, Jonas & Svarer, Michael & Rosholm, Michael, 2007. "A Statistical Programme Assignment Model," IZA Discussion Papers 3165, Institute of Labor Economics (IZA).
    10. Pierre Koning, 2009. "The effectiveness of Public Employment Service workers in the Netherlands," Empirical Economics, Springer, vol. 37(2), pages 393-409, October.
    11. Assadi, Anahita & Lundin, Martin, 2015. "Tenure and street-level bureaucrats: how assessment tools are used at the frontline of the public sector," Working Paper Series 2015:19, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    12. Uri Shalit, 2022. "Commentary on “Causal Decision Making and Causal Effect Estimation Are Not the Same…and Why It Matters”," INFORMS Joural on Data Science, INFORMS, vol. 1(1), pages 19-20, April.
    13. Christopher J. O'Leary & Salomon Orellana & Kevin Doyle & Randall W. Eberts & Ben Damerow & Amy Myers & Kenneth Kline & Anna Wilcoxson & Beth C. Truesdale & Scott Powell, 2023. "Predictive Analytics Supporting Labor Market Success: A Career Explorer for Job Seekers and Workforce Professionals in Michigan," Upjohn Working Papers 23-391, W.E. Upjohn Institute for Employment Research.
    14. Jonathan M.V. Davis & Sara B. Heller, 2017. "Rethinking the Benefits of Youth Employment Programs: The Heterogeneous Effects of Summer Jobs," NBER Working Papers 23443, National Bureau of Economic Research, Inc.
    15. Jonas Staghøj & Michael Svarer & Michael Rosholm, 2010. "Choosing the Best Training Programme: Is there a Case for Statistical Treatment Rules?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(2), pages 172-201, April.
    16. Mira Bierbaum & Eleonora E M Nillesen, 2021. "Sustaining the integrity of the threatened self: A cluster-randomised trial among social assistance applicants in the Netherlands," PLOS ONE, Public Library of Science, vol. 16(6), pages 1-21, June.
    17. Reinhard Hujer, 2011. "Mikroökonometrie und Kausalität: Zur Bedeutung arbeitsmarktpolitischer Evaluationsstudien," AStA Wirtschafts- und Sozialstatistisches Archiv, Springer;Deutsche Statistische Gesellschaft - German Statistical Society, vol. 5(1), pages 5-18, March.

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    More about this item

    Keywords

    Profiling; active labour market programmes; ALMP; statistical treatment rules; unemployment; public employment services;
    All these keywords.

    JEL classification:

    • J68 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Public Policy

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