A Users’ Guide to Uncovering Worker and Firm Effects: The ABC of AKM

The AKM model introduced by Abowd, Kramarz, and Margolis (1999) has become a workhorse to study worker and firm heterogeneity, and to understand the sources of wage dispersion in the labor market using linked employer-employee data. In this article, we introduce the model and estimator, discuss some best practices for estimation, and review some empirical findings on the role of worker and firm heterogeneity in wage dispersion. While the AKM methodology has proven useful to analyze a host of questions in a variety of settings within labor economics and beyond, we also point to the need for methodological developments.

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Publication Details

Journal
The Journal of Economic Perspectives
Published
2026-05-01
DOI
https://doi.org/10.1257/jep.20231372
Primary Topic
Labor market dynamics and wage inequality
Type
article
Field-Weighted Citation Impact
0.00
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article

A Users’ Guide to Uncovering Worker and Firm Effects: The ABC of AKM

Thibaut Lamadon, Elena Manresa, Stéphane Bonhomme
The Journal of Economic Perspectives
Labor market dynamics and wage inequality
article

A Users’ Guide to Uncovering Worker and Firm Effects: The ABC of AKM

Thibaut Lamadon, Elena Manresa, Stéphane Bonhomme
article en

Abstract

The AKM model introduced by Abowd, Kramarz, and Margolis (1999) has become a workhorse to study worker and firm heterogeneity, and to understand the sources of wage dispersion in the labor market using linked employer-employee data. In this article, we introduce the model and estimator, discuss some best practices for estimation, and review some empirical findings on the role of worker and firm heterogeneity in wage dispersion. While the AKM methodology has proven useful to analyze a host of questions in a variety of settings within labor economics and beyond, we also point to the need for methodological developments.

The Journal of Economic PerspectivesVol. 40(2)
Princeton University (US), University of Illinois Chicago (US)
Decent work and economic growth
Openalex Percentile: Top 5%
Labor market dynamics and wage inequality
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