Formal Employment and Organized Crime: Regression Discontinuity Evidence from Colombia

Working Paper: NBER ID: w26203

Authors: Gaurav Khanna; Carlos Medina; Anant Nyshadham; Jorge A. Tamayo

Abstract: Canonical models of crime emphasize economic incentives. Yet, causal evidence of sorting into criminal occupations in response to individual-level variation in incentives is limited. We link administrative socioeconomic microdata with the universe of arrests in MedellĂ­n over a decade. We exploit exogenous variation in formal-sector employment around a socioeconomic-score cutoff, below which individuals receive benefits if not formally employed, to test whether a higher cost to formal-sector employment induces crime. Regression discontinuity estimates show this policy generated reductions in formal-sector employment and a corresponding spike in organized crime, but no effects on crimes of impulse or opportunity.

Keywords: formal employment; organized crime; Colombia; regression discontinuity; socioeconomic incentives

JEL Codes: J24; J46; K42


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
SISBEN score cutoff (I32)formal employment (J46)
formal employment (J46)gang-related violent crimes (K42)
formal employment (J46)gang-related property crimes (K42)
formal employment (J46)gang-related drug crimes (K42)
SISBEN score cutoff (I32)gang-related violent crimes (K42)
SISBEN score cutoff (I32)gang-related property crimes (K42)
SISBEN score cutoff (I32)gang-related drug crimes (K42)

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