aer-consistency

Solid

Use when auditing a finished or near-finished AER, AER:Insights, or AEJ manuscript for internal consistency: headline numbers across abstract, introduction, results, and tables; sample sizes; log-point and percentage-point conversions; cross-references; and in-text-citation/bibliography matching. Apply after the body and exhibits exist, before aer-referee-sim and aer-submission.

AI & Automation 34 stars 6 forks Updated 1 weeks ago MIT

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Quality Score: 80/100

Stars 20%
51
Recency 20%
90
Frontmatter 20%
70
Documentation 15%
100
Issue Health 10%
80
License 10%
100
Description 5%
100

Skill Content

# AER Consistency ## Overview Referees and editors run cheap integrity checks before engaging with ideas: does the abstract's number appear in the tables? Do the Ns add up? Does "Table 4" exist? Does every citation resolve? A single mismatch reframes the entire report from "is this right?" to "what else is wrong?" — and for AI-assisted manuscripts these mismatches are the **modal failure**, because text and tables are often generated in separate passes. This skill is the full-manuscript integrity audit. It is mechanical by design: every check below has a yes/no answer obtained by comparing two artifacts, not by judgment. Run it after every revision round, not only before first submission. ## When to Use - The body sections and exhibits exist and the manuscript is being assembled - After an R&R revision, when numbers and exhibit ordering changed - Before `aer-referee-sim` (so the simulated referees attack substance, not typos) and before `aer-submission` - Any time results were re-run — even "tiny" re-runs desynchronize text ## Audit 1 — The Headline-Number Register Build a register of every number that appears more than once in the manuscript, then verify each row against its single source of truth (the table or the replication output): ```text NUMBER SOURCE ABSTRACT INTRO RESULTS CONCL MATCH 4.2 log points Tab 3 col 4 yes yes yes yes OK s.e. 1.1 Tab 3 col 4 yes no yes no OK $84 bi...

Details

Author
brycewang-stanford
Repository
brycewang-stanford/AER-Skills
Created
2 months ago
Last Updated
1 weeks ago
Language
Python
License
MIT

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