In Simple Words
Imagine a free career workshop designed for struggling, long-term unemployed youth. If the organizer changes the flyer to say "Smart professionals use our coaching to get ahead," wealthy college graduates sign up in large numbers while the most disadvantaged youth stay away. The program fills its seats with candidates who might perform well, but fails to reach the vulnerable group it was funded to help.
Youth approached about job training in Cairo
- Basic training invitation
- Comparison applicant pool
- Invitation plus family-respect accounts
- Applicant mix score: +0.174 standard deviations
For social-respect messaging in Experiment 1, applicants scored 0.174 standard deviations higher than control applicants on a model-based index of baseline characteristics predicting response. The difference is significant at 5%. This is a compositional shift, not an improvement in individual welfare, income or measured later program returns.
See source →Research question
Attempts to increase labor market assistance take-up through stigma mitigation shift enrollment toward older, wealthier, and already employed jobseekers. This creates a policy trade-off between maximizing program treatment returns through better-prepared candidates and reaching the most economically disadvantaged target populations.
Participants
N = 1,460 jobseekers (Experiment 1) and N = 768 jobseekers (Experiment 2) in Greater Cairo, Egypt.
Study Design
Randomized Field Experiment comparing baseline Lasso-based applicant indexes and machine learning subgroup estimations across control and stigma mitigation treatment arms.
Results
Stigma treatments shifted the applicant baseline characteristics index by +0.174 standard deviations in Exp 1 (p < 0.05) and +0.914 in Exp 2 (p < 0.05), increasing the applicant share of wealthy jobseekers by 62% (p < 0.01) and currently employed jobseekers by 28% (p < 0.05).
Takeaway
Define explicitly whether a labor policy prioritizes equity or impact efficiency before launching anti-stigma messaging campaigns in recruitment drives.
Source and citation
See source →Read alongside the research
Plain-English glossary
Original explanations, informed by the references below. Examples are illustrations, not data from the studies above. The research text stays unchanged.
- Baseline
The starting measurements in a study. Researchers use these to compare what participants were like at the start with what happens later.
ExampleBefore a training programme starts, researchers measure workers’ earnings. That first measurement is the baseline.
GET-IT glossary · Baseline characteristics ↗Read more about baseline →