← Back to papers

Bartik Instruments: What, When, Why, and How

★ ★ ★ ★ ☆

Paper Summary

Paperzilla title
Unpacking the Black Box: Demystifying Bartik Instruments for Labor Economics

This paper demonstrates that the Bartik instrument, formed by interacting local industry shares and national industry growth rates, relies on the exogeneity of industry shares. It shows that the Bartik estimator is numerically equivalent to a GMM estimator with industry shares as instruments. The authors also provide tools to analyze the variation driving Bartik estimates and discuss how to assess the plausibility of the underlying research design.

Explain Like I'm Five

Scientists found a special math trick called Bartik. It helps them guess how jobs change in a town by looking at what kind of jobs are there and how those jobs are growing everywhere else, but it only works if the town's jobs weren't already changing on their own.

Possible Conflicts of Interest

One author was supported by the National Science Foundation Graduate Research Fellowship. Part of the work was completed while another author was employed by the Federal Reserve Bank of New York. However, the authors state that the views expressed are their own and do not necessarily reflect those of their affiliated institutions.

Identified Limitations

Assumption of location independence
The assumption of location independence ignores potential spatial spillovers or correlations, which could bias the results.
Assumption of steady states
The assumption of a series of steady states may not hold in all contexts, particularly those with dynamic adjustments, potentially leading to biased estimates.

Rating Explanation

This paper provides a valuable contribution to the literature on Bartik instruments by clarifying their identification strategy, unpacking their underlying variation, and offering tools for assessing their validity. The clear exposition and practical applications make it a useful resource for researchers using this popular identification strategy. However, it has a few limitations in the assumptions it needs.

Good to know

This is the Starter analysis. Paperzilla Pro fact-checks every citation, researches author backgrounds and funding sources, and uses advanced AI reasoning for more thorough insights.

Explore Pro →

File Information

Original Title: Bartik Instruments: What, When, Why, and How
Uploaded: July 14, 2025 at 06:53 AM
Privacy: Public