Use when building or revising exhibits for an AEJ: Economic Policy manuscript so they meet AEA house style and carry the policy message — no significance asterisks, a self-contained headline exhibit, and figures that show the policy effect with uncertainty. Designs exhibits; it does not run the estimation or write the surrounding prose.
SkillScore95Maintained
Automatic
◆Research pack
Last verified 8/15/2026
What it changes
Passed 21 of 22 test cases with the skill, and 12 of 22 without it.
Without skill55%
With skill95%
Checks it passed that the model alone missed
Forbid significance asterisks in table columns.
Disallow significance asterisks across all tables.
Disallow the use of significance asterisks or stars.
and 16 more in the full report
10 fixed11 passed either way0 still failing1 broke
Pass-rate lift
+41 pp
Tokens
+33%
Agent turns
0%
Response time
-27%
Model gemini-3.6-flashMeasured 8/15/2026v121 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 10
Prompt
I am finalizing the draft exhibits for my economics manuscript targeting AEJ: Policy. Could you review my preliminary regression tables and event study plot to ensure they follow the journal's exhibit norms, evaluating my proposed headline figure, how statistical uncertainty is displayed, the completeness of table notes, and whether policy magnitudes are clearly translated?
What was checked, without and with the skill
Checked
Without skill
With skill
Disallow the use of significance asterisks or stars.
Missed
Passed
Require standard errors or confidence intervals in parentheses below point estimates.
Passed
Passed
Include the tag 【Headline exhibit】 in the review response.
Missed
Passed
case-01 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md82 linessingle file
Tables & Figures — Exhibits that Carry the Policy Message (aejpol-tables-figures)
When to trigger
Tables are dense, over-decorated with significance stars, or hard to read
The paper lacks one exhibit a reader could take away as the policy result
Figures show coefficients but not the policy-relevant magnitude or its uncertainty
You are preparing the final exhibit set for an AEA submission
AEA / AEJ: Policy exhibit norms
Report standard errors (or confidence intervals), not significance asterisks/boldface. Put SEs in parentheses below estimates; the reader judges significance from the SE/CI. This is the house convention to follow.
Self-contained. Title and notes let an exhibit be read without the text: sample, units, estimator, clustering level, what is controlled, and what the number means in policy terms.
Self-contained, not anonymized. Review is single-blind, so exhibits need not hide authorship; keep notes clean and neutral (avoid stray local file paths) for readability, not for blinding.
Figures are the workhorse for policy communication: event-study plots with CIs, RDD plots with binned means and the fitted discontinuity, dose-response or cost-benefit curves with uncertainty bands. Vector output; ≥300 dpi raster only if unavoidable; readable greyscale.
The headline exhibit (AEJ: Policy-specific)
Every AEJ: Policy paper should have one exhibit a policymaker could screenshot: the policy effect in interpretable units with its welfare/cost-benefit reading where possible. Examples (illustrative formats):
An event-study figure of the outcome around the reform, with the long-run effect annotated in policy units.
A cost-benefit / MVPF figure: net cost per unit of outcome across policy variants, with bands.
An incidence figure: who gains and who pays, by income/region group.
Table craft
Three-line tables (esttab/booktabs), no vertical rules; align decimals; consistent digits.
Lead column = the policy-relevant specification, not a kitchen-sink spec.
Put the policy-relevant magnitude (elasticity, cost-per-X, MVPF) in the paper's units, not only a raw coefficient; add a row translating the coefficient into the policy number where natural.
Sample size, mean of the dependent variable, and clustering level on every table.
Execution bridge (StatsPAI / Stata MCP)
Generate exhibits from the fitted result, not by retyping numbers (the usual source of
body-vs-appendix drift). Full map: execution-with-mcp.
Tables:etable (multi-model columns) or did_summary_to_latex straight from the
result_id — one variable definition, one set of numbers, body and appendix in sync.
Figures:plot_from_result / enhanced_event_study_plot / event_study_table —
axis units and the SE/clustering note baked in.
Every note names the estimator + clustering (from the result's diagnostics) and
states the magnitude in interpretable units.
Use when building or revising exhibits for an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript — impulse-response figures, fan charts, model-fit overlays, and regression/moment tables — to AEA house standards and macro conventions. Formatting and clarity; it does not generate the underlying estimates.