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Leaving the Past Behind: Effects of Clean Slate Regulation on Employment and Earnings

Authors

Dasgupta, Kabir
Ghimire, Keshar
Plum, Alexander

Supervisor

Item type

Journal Article

Degree name

Journal Title

Journal ISSN

Volume Title

Publisher

Elsevier BV

Abstract

We investigate the labor market implications of New Zealand’s clean slate initiative. The clean slate regulation allows automatic concealment of criminal records of previously convicted individuals who remain free of convictions for at least seven years (rehabilitation period) since their last sentence. We use detailed administrative data on criminal court charges to identify our sample of previously convicted individuals who are expected to have their criminal records automatically concealed upon completing their rehabilitation period. By linking our sample to high-frequency tax records including information on employment and earnings, we apply a difference-in-differences framework as well as models developed for staggered assignment of a treatment to study the causal mechanisms. Our analysis reveals that the clean slate reform did not affect eligible individuals’ employment propensity, but led to a modest but precisely estimated two-percent increase in monthly earnings of employed individuals.

Description

Keywords

14 Economics, 3801 Applied economics, 3802 Econometrics, 3803 Economic theory, Clean slate, Conviction, Employment, Earnings, Difference-in-Differences

Source

European Economic Review, ISSN: 0014-2921 (Print), Elsevier BV, 175, 105015-105015. doi: 10.1016/j.euroecorev.2025.105015

Rights statement

© 2025 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies. This is the Author's Accepted Manuscript of an article published in the European Economic Review. The Version of Record is available at DOI: 10.1016/j.euroecorev.2025.105015