Notes on Randomization

policy research

A short review of papers where randomization is used in the evaluation of active labour market programs.

Meta evaluations

(Yeyati, Montané, and Sartorio, n.d.) undertake a meta-evaluation of active labour market policies where RCTs were the only evaluation method/experimental design. They note that RCTs in ALMP evaluations have exploded since 2014. (Card, Kluve, and Weber 2015) report that roughly 10% of ALMP evaluations used RCTs - by 2019 that number was 20% and rising.

Access to services

(Katz et al. 2020) evaluate the impact of sector-based labour market programs in four different randomized trials (where access to the program was randomized) in three different US areas (NYC, Tulsa, Northeast Ohio)

Outcomes mostly looking at earnings and attachment.

(Cheung et al. 2019) randomize access to the delivery of job search assistance at different service delivery sites in Sweden to show the impact of job search assistance alone. Many studies have trouble detecting the impact of just job search assistance vs other components like training (doubling caseworker meeting frequency was the program)

Program components

(Belot, Kircher, and Muller 2019) also show that randomization within components of service is useful. They randomize Scottish clients use of a digital job search tool which expands the occupations and structure of job search to demonstrate increasing job search effort / intensity / matching and payoff. (Briscese, Zanella, and Quinn 2020) do something very similar in Australia using the jobactive program; they randomize the use of standardized templates for resume and cover letters which demonstrate that the use of these tools improve job search success. Finally, from the University of Alberta, (Wheeler et al. 2019) undertake a similar RCT in large South African cities; randomizing access to LinkedIn and measuring the effect on job search outcomes and informational frictions.

(Bolhaar, Ketel, and Klaauw 2018) use a clever RCT design to randomize how caseworkers assign social assistance recipients to different types of interventions, demonstrating, among other things, that more outcomes are captured if less discretion is extended to caseworkers in the Netherlands.

Belot, Michèle, Philipp Kircher, and Paul Muller. 2019. “Providing Advice to Jobseekers at Low Cost: An Experimental Study on Online Advice.” The Review of Economic Studies 86 (4): 1411–47. https://doi.org/10.1093/restud/rdy059.
Bolhaar, Jonneke, Nadine Ketel, and Bas van der Klaauw. 2018. “Caseworker’s Discretion and the Effectiveness of Welfare-to-Work Programs.” Working Paper 11666. IZA Discussion Papers. https://www.econstor.eu/handle/10419/185126.
Briscese, Guglielmo, Giulio Zanella, and Veronica Quinn. 2020. “Improving Job Search Skills: A Field Experiment on Online Employment Assistance.” Working Paper 13170. IZA Discussion Papers. https://www.econstor.eu/handle/10419/216482.
Card, David, Jochen Kluve, and Andrea Weber. 2015. “What Works? A Meta Analysis of Recent Active Labor Market Program Evaluations.” w21431. Cambridge, MA: National Bureau of Economic Research. https://doi.org/10.3386/w21431.
Cheung, Maria, Johan Egebark, Anders Forslund, Lisa Laun, Magnus Rodin, and Johan Vikström. 2019. “Does Job Search Assistance Reduce Unemployment? Experimental Evidence on Displacement Effects and Mechanisms.” SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3515935.
Katz, Lawrence, Jonathan Roth, Richard Hendra, and Kelsey Schaberg. 2020. “Why Do Sectoral Employment Programs Work? Lessons from WorkAdvance.” w28248. Cambridge, MA: National Bureau of Economic Research. https://doi.org/10.3386/w28248.
Wheeler, Laurel E, Robert Garlick, Eric Johnson, Patrick Shaw, and Marissa Gargano. 2019. “Linkedin(to) Job Opportunities: Experimental Evidence from Job Readiness Training.” SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3452249.
Yeyati, Eduardo Levy, Martín Montané, and Luca Sartorio. n.d. “What Works for Active Labor Market Policies?” 28. https://www.hks.harvard.edu/centers/cid/publications/faculty-working-papers/labor-market-policies.

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