Victoria Cholette, PhD · Applied economist

How AI changes the work of applied economics

Too Early To Say is Victoria Cholette's independent applied-economics lab. AI agents draft code, search records, and run candidate analyses. Victoria sets the economic question, identification strategy, checks, and interpretation.

The work is for applied economists, policy analysts, and research leaders who need to know whether faster production still produces defensible evidence.

The research asks whether AI shifts the real cost of policy work away from running the analysis and toward specifying the question, checking the answer, and judging what it means.

The research program

The question is an economic one. Which tasks move to the agent, where new errors enter, which checks catch them, and who stays accountable for the policy claim.

Evidence program

AI and evidence production

Evidence on time saved, errors introduced, and review work required.

In Difference-in-Differences in Python, the data-generating process plants an effect of 1.60. The estimator runs clean and still returns the wrong number when it targets the wrong comparison.

Agents: implement and rerun candidate estimators. Researcher: defines the estimand, answer key, and failure rule.

Policy program

Policy applications

Policy findings with traceable data, methods, and limits.

In The Food Desert Myth, the published 4.7-fold comparison is under reconciliation across the article, data, and public materials until it matches a public record.

Agents: assemble and check source files. Researcher: defines access, defends the comparison, and interprets the finding.

Methods program

Open tests other researchers can reuse

Reusable checks that catch clean-looking failures.

In Instrumental Variables in Python, an F-statistic of 2,051 coexists with a causally invalid estimate.

Agents: run estimators and diagnostics. Researcher: specifies the simulated treatment and outcome equations and decides which claim the evidence supports.

Latest from the lab

Explore the current library