Individual skill

aejpol-theory-model

Use when an AEJ: Economic Policy manuscript needs a framework that maps reduced-form estimates into a welfare, cost-benefit, or distributional policy object — sufficient statistics, MVPF, optimal-policy, or a small applied model. Builds the estimate-to-welfare bridge and states its assumptions; it does not run the empirical estimation or write the prose.

AEJ-Economic-Policy-Skills/skills/aejpol-theory-model/SKILL.md

Read pinned source

Source commit 932eb23331721b16e967c59f093781be1928b498

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
No
Repository scan complete
No
Skill scan complete
Yes
Observed behavior
Not checked yet
Last checked
Nov 9, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
1,411
Repository last updated
Sep 27, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Theory / Welfare Model — Estimate-to-Policy Bridge (aejpol-theory-model)

## When to trigger

- You have a credible causal estimate but no framework to say what it means for welfare or policy
- A referee says the welfare claim is "hand-waved" or the "so what" is missing
- You need to convert an elasticity / treatment effect into a cost-benefit or optimal-policy statement
- A reviewer asks "what is the sufficient statistic, and does your estimate identify it?"

## The AEJ: Policy role of theory

At AEJ: Policy theory is usually **in service of the policy reading**, not the headline. Most papers do not need a full structural model; they need a transparent framework that turns a reduced-form estimate into a **welfare, cost-benefit, or distributional** object a policymaker can use. Pick the lightest framework that delivers the policy statement and make its assumptions explicit.

### Bridge paths (lightest first)
Back to top