plotnine static visualization (ggplot2 syntax for Python). Geoms, aesthetics, scales, coordinates, facets, themes.
Checks whether registered notebooks have current, stale, or missing outputs. Use before rendering or to verify freshness.
Use when polishing the language and rhetoric of an 《经济研究》 manuscript — eliminating empty-significance phrases, fixing vague policy talk, replacing method-flexing with mechanism,…
Use when targeting Journal of International Business Studies (JIBS) or deciding whether an international-business / cross-border manuscript fits this venue.
Use when sharpening the theoretical contribution and the "so what" for an Administrative Science Quarterly (ASQ) manuscript once results exist.
Use when targeting ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) or deciding whether a computer-science manuscript fits this venue.
Use when targeting Journal of Economic Growth or deciding whether a growth / long-run development manuscript fits this venue.
Use when organizing ICLR appendices, supplementary files, anonymous code/data, revised PDFs, private links, and discussion-period updates under OpenReview rules.
Use when assembling the Supporting Information for a Journal of the American Chemical Society (JACS) manuscript — complete procedures, full compound characterization, copies of…
Use when the identification or estimation strategy is the bottleneck for a RAND Journal of Economics (RJE) industrial-organization manuscript — structural demand/supply, entry and…
Use to write the abstract and keywords for 《社会学研究》 (Sociological Studies) per the journal's norms — Chinese abstract ≤ 200 characters, 3–5 Chinese keywords, English abstract ≤ 150…
Use when running the final Mathematical Finance submission preflight through Wiley Research Exchange, including LaTeX source, compiled PDF, supplementary files, classifications,…
Use when the credibility core of a Review of Finance (RoF) manuscript is the bottleneck — causal identification for empirical finance (DID, IV, RDD, event study, natural…
Use when targeting IEEE Pacific Visualization Symposium (PacificVis) or deciding whether a computer-science manuscript fits this venue.
Use to understand how Critical Inquiry (CI) evaluates a submission — peer review plus close reading by the editors-in-chief in consultation with the editorial team, the…
Use when positioning a Psychological Science manuscript against the literature within the journal's tight word budget.
Use when setting expectations for, or interpreting, the Journal of International Business Studies (JIBS) editorial process — the desk-screen, double-blind review, area-editor…
Use when polishing the prose and notation of an Operations Research (OR) manuscript — enforcing the equation-free introduction, the text-only abstract under 200 words, clean…
Use when the research question or contribution is the bottleneck for a The Review of Financial Studies (RFS) manuscript.
Use when building the theoretical engine of a MIS Quarterly manuscript — a behavioral mechanism and hypotheses, a design theory and testable design propositions for a…
Classical end-to-end empirical analysis workflow in the traditional Stata ecosystem — native Stata + reghdfe + ivreg2 + csdid + did_imputation + eventstudyinteract + sdid +…
Use when analyzing and reporting results for a Psychological Science manuscript. The journal requires effect sizes with confidence intervals, full disclosure of…
Use when targeting Nature Energy or deciding whether an energy research manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style,…
Use when building the theoretical argument of a Social Forces (SF) manuscript into a portable, general-audience contribution — whether the work is quantitative, demographic,…
Use when targeting IEEE Symposium on Foundations of Computer Science (FOCS) or deciding whether a computer-science manuscript fits this venue.
Use when executing and reporting the analysis for an American Sociological Review (ASR) manuscript so it survives expert masked review — honest uncertainty, robustness, and…
Use when checking whether a paper fits the Journal of International Economics (JIE) scope and clears its originality gate — trade patterns and commercial policy, exchange rates,…
Manual for the marginaleffects R and Python package, and guide to the book "Model to Meaning". Use when users ask about predictions, comparisons, slopes, marginal effects — from…
Use when preparing The Econometrics Journal replication files, README, software versions, data documentation, seeds, proprietary-data exemptions, and OUP Supporting Information…
Use when polishing the prose of a Journal of Marketing (JM) manuscript — front-loading the substantive argument, writing for a general managerial-and-scholarly audience, and…
Use when situating an Administrative Science Quarterly (ASQ) manuscript within organization-theory conversations and sharpening the gap/tension it addresses.
Use when sharpening a contribution for The Econometrics Journal (EctJ) into a compact leading-case claim with demonstrated applied value, covering the failure mode of incumbent…
Use when interpreting the Strategic Management Journal (SMJ) review process and a decision letter, and planning the revision strategy.
Use when responding to reviewer reports for an Economic-Research R&R. Produces the point-by-point response letter and aligned manuscript edits.
Use when running and reporting the empirical analysis for a Journal of International Business Studies (JIBS) manuscript — cross-national measurement equivalence,…
Use when building figures and tables for an Agricultural Systems (AgSy) manuscript so exhibits communicate interactions, dynamics, trade-offs, and model performance clearly.
Use as the entry point for any Journal of Communication (JoC) manuscript. Routes to the right JoC sub-skill based on where you are in the lifecycle and which format (original…
Use when deciding whether an econometrics paper fits The Econometrics Journal's leading-case, applied-value bar rather than Journal of Econometrics, Econometric Theory,…
Use when writing Python code for DSGE models, HANK models, numerical economic computation, causal inference, or quantitative economic data analysis
Use when targeting Nature Reviews Earth & Environment (Nat. Rev. Earth Environ.) or deciding whether a review-type Earth or environmental science manuscript fits this…
Use when running the final pre-submission preflight for the Journal of Labor Economics (JOLE) via Editorial Manager — single-blind NON-anonymized format, title page with all…
Use when building figures, tables, and the mandatory Table of Contents (TOC)/abstract graphic for an Environmental Science & Technology (ES&T) manuscript.
Use when meeting the Journal of Personality and Social Psychology (JPSP) transparency requirements — TOP Guidelines at Level 2, JARS reporting, data/code/materials disclosure to a…
Use when the introduction and related-work sections of a The Journal of Finance (JF) manuscript fail to state a crisp marginal contribution against the finance literature.
Use when polishing prose, theorem statements, the abstract, and the introduction for a Journal of Business & Economic Statistics (JBES) methods paper so the methodological…
Safely remove intermediate files from completed research sessions while preserving important data
Use when running the final pre-submission preflight for the Journal of Financial Intermediation (JFI) via Editorial Manager — the US$500 non-refundable fee, single-PDF-fo — from…
Use when drafting or polishing a Social Psychology Quarterly (SPQ) manuscript so it reads for a sociological-social-psychology audience, follows the ASA Style Guide, and fits the…
Use when a 《中国行政管理》 manuscript is at the topic-selection stage and the public-administration theory frame, the research question, or the venue match are unsettled.
Use when finalizing the descriptive, results, and identification exhibits for a Journal of Accounting Research (JAR) manuscript — the summary-statistics table, correlation matrix,…
Use when writing the response to an American Journal of Political Science (AJPS) revise-and-resubmit.
Use when designing the numerical / simulation study for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — validating the proven theoretical properties, testing…
Use after an Organization Science R&R to plan the revision and draft the point-by-point response letter, following the journal's codified author-response norms — verbatim italic…
Use when running the pre-submission preflight for 《中国社会科学》 (Social Sciences in China) — checking footnote (页下注) conventions, abstract/keyword limits, bilingual title/abstract, the…
Use when targeting Experimental Economics or deciding whether a lab- or field-experiment manuscript fits this venue.
Use when articulating the contribution of a Mathematical Finance (Wiley) manuscript — frame the methodological novelty and its payoff for financial modelling (pricing, hedging,…
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. — from brycewang-stanford/Auto-Empirical-Research-Skills
Use when a Journal of Human Resources (JHR) revise-and-resubmit arrives and you must plan the response letter — answering referees and the handling editor, satisfying the…
Use when drafting or polishing the prose of a PMLA (Publications of the Modern Language Association) essay so it reads clearly for a broad membership of language and literature…
Use to write the editor-facing cover letter for Science — a tight, significance-forward pitch that helps the editor decide in minutes whether to send the paper out for review.