Do the Long-term Unemployed Benefit from Automated Occupational Advice during Online Job Search?

with Michèle Belot and Paul Muller, Economic Journal, 2026, Vol 136, 184–206.

In a randomized field experiment, we provide personalized suggestions about suitable alternative occupations to long-term unemployed job seekers in the UK. Effects on the primary pre-registered outcomes of “finding a stable job” and “reaching a cumulative earnings threshold” are positive and large (between 20% to 40% after 9 months).

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