Classical end-to-end empirical analysis workflow in the traditional Python econometric stack — pandas + numpy + scipy + statsmodels + linearmodels + pyfixest + rdrobust + econml +…
Use to enforce Science's statistics and reproducibility reporting — n and replication, test choice and assumptions, effect sizes with uncertainty, multiple-comparison control,…
Use when positioning a Journal of Marketing Research (JMR) manuscript against the closest behavioral, modeling, and methods literatures so the contribution reads as a genuine…
Use when targeting IEEE International Conference on Robot and Human Interactive Communication (RO-MAN) or deciding whether a computer-science manuscript fits this venue.
Use when positioning a Journal of Personality and Social Psychology (JPSP) manuscript against the literatures its section's readers expect, building the long-format introduction…
Use when targeting Geometry & Topology (Geom. Topol.) or deciding whether a geometry or topology manuscript fits this top-tier MSP journal.
Use when deciding whether a project fits the Journal of the American Academy of Religion (JAAR) and how to frame it.
NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016). Revenue, expenses, assets, endowment, governance beyond IPEDS.
LaTeX tables with tabularray package. TRIGGERS - LaTeX table, tabularray, fixed-width columns, table alignment.
Use when targeting Nature Ecology & Evolution (Nat Ecol Evol) or deciding whether an ecology or evolutionary biology manuscript fits this venue.
Use when targeting 《管理科学》(Management Science — 哈尔滨工业大学管理学院主办的管理科学与工程类双月刊, 1987 年创刊, 管理科学与工程学会会刊) or deciding whether a Chinese management/management-science manuscript fits this…
Use when targeting Molecular Ecology (Mol Ecol) or deciding whether a manuscript applying molecular approaches to ecological, evolutionary, or conservation questions fits this…
Use when targeting 《治理研究》(Governance Studies — 中共浙江省委党校/浙江行政学院主办, 2018 年由《中共浙江省委党校学报》更名, 不收版面费/审稿费) or deciding whether a Chinese governance/public-policy manuscript fits this…
Use when targeting The Astronomical Journal (AJ) or deciding whether an observational astronomy manuscript fits this AAS/IOP venue.
CCD — federal universe of all U.S. public K-12 schools (~100K) and districts (~18K). Enrollment, staffing, finance, directory data (1986-present).
Use when targeting The Innovation or deciding whether a cross-disciplinary breakthrough manuscript fits this Cell Press-partnered broad-science journal.
Use when positioning a Journal of Public Economics (JPubE) manuscript against the public-finance literature — locating the contribution relative to the tax, social-insurance,…
Use when designing the multi-study package for a Journal of Personality and Social Psychology (JPSP) manuscript — sequencing studies, powering each one, choosing experimental /…
Use when auditing Review of Finance empirical or theoretical analysis: sample construction, identification, asset-pricing tests, corporate-finance variables, robustness, code…
Use when targeting Conference on Computational Natural Language Learning (CoNLL) or deciding whether a computer-science manuscript fits this venue.
Use when targeting 《经济问题探索》(Inquiry into Economic Issues — 云南省发展和改革委员会主管、云南省宏观经济研究院（云南省产业研究院）主办的经济类月刊, 1980 创刊, 匿名审稿) or deciding whether a Chinese econ/management manuscript fits…
Use when drafting or polishing prose for a Journal of Operations Management (JOM) empirical manuscript — front-loading the operations argument, writing for both academics and…
Use when deciding which nejm-* sub-skill to invoke next, or when sequencing a clinical manuscript from significance test through response to reviewers for The New England Journal…
Use when building the theoretical engine for an Administrative Science Quarterly (ASQ) manuscript — mechanisms, process vs. variance logic, constructs, and boundary conditions.
7 code execution skills. Trigger: running code, interactive notebooks, Jupyter, Colab, sandboxed execution.
Use when judging whether a result is general, deep, and method-driven enough to belong in Econometrica, and when sharpening the contribution statement.
Use when deciding which amj-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an Academy of Management Journal (AMJ)…
Use when running the final pre-submission preflight for the American Journal of Political Science (AJPS) via Editorial Manager — submission-type selection, full anonymizi — from…
Use when targeting Earth's Future (Earth's Future) or deciding whether an Anthropocene, Earth-system-futures, or sustainability manuscript fits this AGU open-access venue.
Use when finalizing tables and figures for a The Journal of Finance (JF) manuscript for the AFA flagship.
Use when running a pre-submission pre-mortem on a Journal of Political Economy (JPE) manuscript to anticipate the price-theory, general-equilibrium, and identification objections…
Use to assemble a reproducible replication package for a RAND Journal of Economics (RJE) industrial-organization manuscript and to handle RJE's supporting-information rules…
Quantitative methods for financial modeling, derivatives pricing, and risk an...
Use when writing the response to an Environmental Science & Technology (ES&T) revision decision. ES&T decisions are editor-led on the back of typically three expert reviews, so…
SAIPE — annual Census poverty estimates for school districts (Portal; county/state not in Portal). Use for district poverty, Title I context, or trends. ~18-month lag.
Use when preparing the data-availability statement and code/data archive for a Journal of Corporate Finance (JCF) submission under Elsevier "Research Data" Option C — stating data…
Use when strengthening an AAAI paper's reproducibility checklist, experimental traceability, seed reporting, compute disclosure, dataset access, code/data readiness, and evidence…
Use as the entry point for any Social Psychology Quarterly (SPQ) manuscript. Routes to the right SPQ sub-skill based on where you are in the lifecycle and which…
Use when targeting American Economic Review (AER) or deciding whether an economics manuscript fits this venue.
Use when deciding whether an empirical or theoretical finance manuscript fits the Journal of Banking & Finance (JBF) scope, especially banking, financial intermediation, financial…
Use when targeting Nature Cell Biology or deciding whether a cell-biology manuscript fits this venue.
Use when checking whether a research question fits the Journal of Human Resources (JHR) — empirical microeconomics with a policy-relevant, causal emphasis — and to filter out…
Clinical pharmacology principles for dosing, drug interactions, and patient s...
Use when targeting ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) or deciding whether a computer-science manuscript fits this venue.
Use to understand how Global Environmental Change (GEC) evaluates a manuscript — double-blind review, editorial screening for scope and social-science fit, the role of multiple…
Use when deciding which ceq-* sub-skill to invoke next, or when sequencing manuscript work from fit judgment through rebuttal for 《经济学(季刊)》 (China Economic Quarterly, CEQ).
Use when building the theoretical argument of an American Sociological Review (ASR) manuscript into a portable contribution — for quantitative, demographic,…
Use when building tables and figures for an American Journal of Sociology (AJS) manuscript to AJS house conventions — discrete consecutive numbering, appendix-table lettering,…
Use when positioning a The Review of Economic Studies (REStud) manuscript against the closest related work — confronting the nearest papers and stating the marginal contribution…
Use when shaping or sharpening a 《经济学(季刊)》 (China Economic Quarterly, CEQ) research question — turning data/correlation into a clean causal, model-able, internationally-legible…
Use when targeting European Conference on Information Retrieval (ECIR) or deciding whether a computer-science manuscript fits this venue.
Use when targeting Angewandte Chemie International Edition (Angew Chem Int Ed) or deciding whether a chemistry manuscript fits this GDCh/Wiley venue.
Use when a 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence. Prefers split-channel and moderation (heterogeneity-by-mechanism) regressions and treats the…
Use when running the final pre-submission preflight for a Journal of Financial Economics (JFE) manuscript — formatting, anonymity, references, exhibits, code/data deposit, the…
Use when targeting 《现代财经（天津财经大学学报）》(Modern Finance and Economics — 天津市教委主管、天津财经大学主办的经济类月刊, 1981 创刊, CN 12-1387/F) or deciding whether a Chinese econ/management manuscript fits…
Use when targeting Conference on Robot Learning (CoRL) or deciding whether a computer-science manuscript fits this venue.
Use when a Journal of Political Economy (JPE) manuscript needs an explicit economic model or mechanism — either a theory paper's model, or the framework that gives a reduced-form…
Use when targeting CA: A Cancer Journal for Clinicians (CA Cancer J Clin) or deciding whether an oncology manuscript fits this venue.
Use when deciding which jfr-* sub-skill to invoke next, or when sequencing manuscript work from fit positioning through rebuttal for 《金融研究》 (Journal of Financial Research).
Use when deciding which mw-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for 《管理世界》 (Management World).