From qe-skills
Polishes prose, abstracts, and introductions for Quantitative Economics manuscripts following QE house rules (no significance asterisks, report SEs/coverage sets).
How this skill is triggered — by the user, by Claude, or both
Slash command
/qe-skills:qe-writing-styleThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
- The prose buries the economic question under method or notation
QE is read across all of economics through an Econometric Society lens, so a paper must make both the substantive economic question and the quantitative apparatus (structural model, estimator, experiment, or simulation) legible to a smart non-specialist early. Format facts that shape the writing: the abstract is ≤150 words; the title page carries keywords and affiliations; the manuscript is 1.5/double-spaced, ≥12pt, ≤32 lines per page, with figures and tables in-text. Crucially, QE's house rules forbid asterisks and boldface for statistical significance — the prose and exhibits must communicate findings through point estimates with standard errors and confidence/coverage sets, so write magnitudes and uncertainty into the sentences themselves. QE also applies its own reference style at copyediting, so keep citations consistent rather than chasing a format.
A draft abstract reads: "We study how minimum wages affect employment using a structural model of labor demand, and discuss policy implications." It names a topic, never a finding. The QE rewrite states the quantity with its uncertainty: "Estimating labor demand on firm-level data, a $1 minimum-wage rise lowers low-wage employment 1.2% (s.e. 0.4) but raises retained workers' earnings 3.1% (s.e. 0.7); net surplus rises in low-turnover sectors and falls in high-turnover ones." (Illustrative, ≤150 words.) The reader leaves with a number, its uncertainty, and the lesson.
【Abstract verdict】states finding + number + uncertainty, ≤150 words? [Y/N] — fix: ...
【Intro arc】question / hardness / approach / result / interpretation / contribution present? [Y/N each]
【Headline estimate in intro】present + units + SE/coverage? [Y/N]
【Significance reporting】asterisk-free, SEs/coverage shown? [Y/N]
【Broad lesson stated】[Y/N]
【Next step】qe-replication-and-data-policy or qe-review-process
npx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin qe-skillsPolishes prose, abstracts, and introductions for QJE manuscripts so the big idea lands fast for a general-interest reader. Reflects QJE's house style.
Revises prose of REStat manuscripts to match house style, focusing on abstract and introduction. Polishes framing and prose without changing results.
Revises AEJ: Applied economics manuscripts to AEA house style: places the design and headline causal estimate with uncertainty in the first paragraph, polishes abstract and introduction.