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We examine the impact of restructuring active labor market programs for unemployed immigrants in Finland. Exploiting a discontinuity in the phase-in rules of the reform, we find that it increased compliers’ cumulative earnings by 47% over a 10-year follow-up period. We attribute these improvements to a more efficient use of existing resources. The reform did not affect total days in training, but it did modify the content toward training specifically designed for immigrants.