brycewang-stanford
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- ▌ LLM Scientific Discovery Guide · brycewang-stanfordSurvey of LLM agents for biomedical scientific discovery
- ▌ Jet Replication And Data Policy · brycewang-stanfordUse when handling the Journal of Economic Theory (JET) data/code expectations — JET is theorem-proof oriented, but Elsevier Option C applies when research data exist: deposit/cite/link data in a repository or explain why sharing is not possible. Focuses on reproducible computation when a paper has any, plus generative-AI disclosure. Light by design.
- ▌ Jhr Replication And Data Policy · brycewang-stanfordUse when preparing Journal of Human Resources data and replication materials: archive plan footnote, public repository deposit, CC0 license, Data Availability Statement, read-me file, waiver requests, RCT pre-analysis-plan statements, and code package.
- ▌ Aeja Literature Positioning · brycewang-stanfordUse when the marginal contribution of an American Economic Journal: Applied Economics (AEJ: Applied) manuscript is fuzzy or undersold and must be staked precisely against prior applied-micro work. Positions the contribution; it does not fix the identification (aeja-identification) or the prose (aeja-writing-style).
- ▌ Aeri Literature Positioning · brycewang-stanfordUse when positioning the contribution of an American Economic Review: Insights (AER: Insights) short-format manuscript against the closest published work in one or two tight paragraphs. Stakes the gap concisely; it does not write the full literature review (there is no room for one).
- ▌ Etp Literature Positioning · brycewang-stanfordUse when staking the contribution of an Entrepreneurship Theory and Practice (ETP) manuscript against the entrepreneurship frontier and its sibling journals (JBV, SEJ, AMJ, Research Policy).
- ▌ Cjms Empirical Validation · brycewang-stanfordUse when designing the real-data validation of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — forecasting and financial-engineering strands: data provenance, rolling out-of-sample tests, benchmark batteries, and significance of improvement. Validates methods on data; simulation-based studies belong to cjms-numerical-experiments.
- ▌ Chemical Society Reviews · brycewang-stanfordUse when targeting Chemical Society Reviews (Chem Soc Rev) or deciding whether a chemistry review manuscript fits this RSC venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics. NOTE: Chem Soc Rev publishes reviews and tutorial reviews, not primary research; many leading reviews are solicited.
- ▌ Hrm Contribution Framing · brycewang-stanfordUse when the one-sentence claim is not sharp for a Human Resource Management (Wiley "HRM") manuscript — articulating the dual contribution the journal demands: a scholarly advance AND a clear implication for workforce policy or HRM practice. Frames the claim; it does not build the theory (hrm-theory-development).
- ▌ Mind Thesis And Argument · brycewang-stanfordUse when building the central argument of a Mind article — stating a sharp thesis and constructing a valid, sound argument for it. This is the core of an analytic-philosophy paper: explicit premises, a valid inference to the conclusion, and defensible premises. Structures the argument; it does not generate the philosophical content for you.
- ▌ Composites Part B Engineering · brycewang-stanfordUse when targeting Composites Part B: Engineering or deciding whether a composite-materials or composite-structures manuscript fits this venue. Encodes the journal's fit, the composites-science bar spanning materials and structures, characterization and validation rigor, official-submission re-check, and desk-reject heuristics.
- ▌ Aejmac Referee Strategy · brycewang-stanfordUse when anticipating the objections referees and coeditors will raise on an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript, and calibrating desk-reject and revision odds, before submission. Pre-empts pushback and plans the review; it does not draft the post-decision response letter (use aejmac-rebuttal).
- ▌ Rt Submission Readiness · brycewang-stanfordUse when an author is one revision away from submission and needs a venue-parameterized go/no-go scorecard on the actual manuscript: fit, identification, robustness, exhibits, exposition, venue mechanics, data/code, and pre-empted objections. Returns PASS/FLAG/FAIL per dimension, the blocking gaps, and the desk-reject risk. Reads the venue bar from the target pack + source-map.
- ▌ Govern Transparency And Data · brycewang-stanfordUse when preparing the Data Availability Statement and replication materials for a Governance: An International Journal of Policy, Administration, and Institutions manuscript. Governance requires the statement (mandatory) and encourages sharing data/code in a DOI-citable repository, but does not run a verified pre-publication reproduction check like APSR. Builds the statement and materials; it does not waive requirements.
- ▌ Aejmac Topic Selection · brycewang-stanfordUse when deciding whether a macro paper fits the American Economic Journal: Macroeconomics (AEJ: Macro) rather than AER, J. Monetary Economics, RED, or AEJ: Applied. Tests the broad-interest macro bar and venue fit; it does not write the paper or fix identification.
- ▌ Govern Research Design · brycewang-stanfordUse when defending the research design of a Governance: An International Journal of Policy, Administration, and Institutions manuscript — comparative/causal designs for governance & institutions, qualitative & comparative-historical case logic, mixed methods, and the measurement of governance/institutions. Governance judges each tradition on its own terms. Strengthens the design; it does not write code.
- ▌ Govern Theory Building · brycewang-stanfordUse when building the argument and theoretical contribution of a Governance: An International Journal of Policy, Administration, and Institutions manuscript — to theories of the state, institutions, the policy process, bureaucracy, governance networks, and accountability, with portability across cases and disciplined concept formation. Builds the argument; it does not test it.
- ▌ Govern Topic Selection · brycewang-stanfordUse when deciding whether a project fits Governance: An International Journal of Policy, Administration, and Institutions and how to frame it. The test is comparative/institutional significance for how the state governs — not single-country administrative novelty. Helps frame the question; it does not collect data.
- ▌ Podc Artifact Evaluation · brycewang-stanfordUse when an author expects an artifact-evaluation or badge track at ACM PODC and needs redirecting — PODC has NO artifact track and no ACM badges. This skill converts artifact-culture instincts into what PODC actually evaluates: proof-appendix completeness, model/assumption rigor, and the honest, optional role of any simulation.
- ▌ Pods Artifact Evaluation · brycewang-stanfordUse for the PODS analogue of artifact evaluation — there is no systems artifact track at this theory symposium, so this skill covers formal-claims verification instead: a complete at-submission proof appendix, a claim-to-proof mapping reviewers can check, the full-version-on-arXiv norm, and, only when a paper claims practicality, an honest optional code artifact.
- ▌ Aejmic Referee Strategy · brycewang-stanfordUse when anticipating referee objections or calibrating review expectations for an American Economic Journal: Microeconomics (AEJ: Micro) manuscript before submission. Pre-empts the objections theory referees raise and reads the editorial process; it does not draft the response letter (see aejmic-rebuttal).
- ▌ Hpca Artifact Evaluation · brycewang-stanfordUse when packaging an HPCA artifact for the voluntary post-acceptance evaluation on the separate AE HotCRP: scoping reproducibility tiers, preparing simulator- and silicon-heavy workflows for cold-start evaluators, budgeting their wall-clock time, and earning IEEE reproducibility badges.
- ▌ Aej Applied Economics · brycewang-stanfordUse when targeting American Economic Journal: Applied Economics or deciding whether an applied micro manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics.
- ▌ Aeja Referee Strategy · brycewang-stanfordUse when anticipating the objections a sophisticated American Economic Journal: Applied Economics (AEJ: Applied) referee will raise, so a manuscript pre-empts them before submission or addresses them in revision. Plans the defense; it does not draft the response letter (aeja-rebuttal) or run the submission preflight (aeja-submission).
- ▌ Aejmic Tables Figures · brycewang-stanfordUse when presenting results for an American Economic Journal: Microeconomics (AEJ: Micro) manuscript — propositions, numerical examples, schematic theory figures, and empirical/experimental tables. Builds exhibits to AEA house norms; it does not derive the results (see aejmic-theory-model).
- ▌ Govern Review Process · brycewang-stanfordUse when you need to understand how Governance: An International Journal of Policy, Administration, and Institutions evaluates a manuscript — double-blind review by at least two referees, desk screening for scope (corporate governance and literature reviews are desk-rejected), the reject / R&R / accept decision categories, and how comparative-institutional reviewers judge. Sets expectations and shapes the paper to survive review; it does not contact editors.
- ▌ Govern Tables Figures · brycewang-stanfordUse when building tables and figures for a Governance: An International Journal of Policy, Administration, and Institutions manuscript so exhibits carry comparative/institutional arguments across countries and are self-contained, accessible, and grayscale-legible. Designs cross-national tables, regression tables, coefficient/event-study plots, and maps; it does not run the analysis.
- ▌ Aejmac Replication Package · brycewang-stanfordUse when assembling the data, code, and documentation package for an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check. Covers macro specifics (simulation/calibration code, restricted-access data); it does not write the analysis itself.
- ▌ Aejmic Replication Package · brycewang-stanfordUse when assembling the proof appendix and any code/data deposit for an American Economic Journal: Microeconomics (AEJ: Micro) manuscript under the AEA Data and Code Availability Policy. Covers proof appendices for pure theory plus numerical/structural/experimental code; it does not run your estimation.
- ▌ Aejpol Replication Package · brycewang-stanfordUse when assembling the data and code deposit for an AEJ: Economic Policy manuscript to satisfy the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check. Builds the openICPSR deposit, README, and restricted-data access paths; it does not run the analysis or write the paper.
- ▌ Aejpol Referee Strategy · brycewang-stanfordUse when anticipating how AEJ: Economic Policy referees and editors will read a manuscript, before submission or before an R&R, to pre-empt the objections that sink policy-evaluation papers. Maps likely pushback to fixes and calibrates expectations; it does not write the response letter (see aejpol-rebuttal) or fix the identification.
- ▌ Rss Artifact Evaluation · brycewang-stanfordUse when packaging the artifacts behind an RSS (Robotics: Science and Systems) paper — code, trained policies, trial ledgers, hardware documentation, and footage — first as anonymous review-time evidence and then as the public release the venue's free open-access proceedings culture expects, without any badge program to structure it.
- ▌ Aeja Topic Selection · brycewang-stanfordUse when deciding whether an applied-micro project belongs at the American Economic Journal: Applied Economics (AEJ: Applied) rather than AER, AEJ: Economic Policy, or a field journal, and what its central question should be. Sets venue fit and question scope; it does not design the identification (see aeja-identification).
- ▌ Hpca Reproducibility · brycewang-stanfordUse when strengthening HPCA reproducibility: pinning the result chain from simulator commit through config, workload, sampled region, and statistics, building one manifest per figure, recording machine state for silicon runs, and keeping the environment resurrectable for the IEEE artifact-badging round.
- ▌ Icde Reproducibility · brycewang-stanfordUse when strengthening reproducibility evidence for an IEEE ICDE data-engineering paper: pinning hardware, storage devices, software versions, datasets and workload generators, seeds, and variance protocol; ensuring baseline-tuning fairness; tracing figures to raw logs; and packaging supplemental material whose availability ICDE scores.
- ▌ Icde Supplementary · brycewang-stanfordUse when preparing IEEE ICDE supplemental material for the CMT submission: what belongs in the 12-page body versus the supplement, the runnable artifact package (README, run_all.sh, run_small.sh, generators), extended experiments, and single-blind packaging that lets a reviewer assess availability without the body depending on it.
- ▌ Aejpol Tables Figures · brycewang-stanfordUse 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.
- ▌ Icde Review Process · brycewang-stanfordUse when explaining or planning around IEEE ICDE peer review: the two-round-per-edition structure, area-chair-coordinated assignment with at least three reviewers, two-phase reviewing with a possible Revise & Resubmit, single-blind dynamics, how a builder-heavy committee reads a systems paper, and how outcomes feed IEEE Xplore.
- ▌ Rss Reproducibility · brycewang-stanfordUse when strengthening the reproducibility of an RSS (Robotics: Science and Systems) paper whose evidence lives partly on hardware — platform disclosure ledgers, log-backed trial claims, seeds and configs for the computational half, honest replication tiers, and release plans aligned with the free open-access proceedings culture.
- ▌ Rss Topic Selection · brycewang-stanfordUse when judging whether a robotics project fits RSS (Robotics: Science and Systems), the single-track selective venue whose bar is a scientific claim about robotics, and when routing instead toward ICRA, IROS, CoRL, HRI, WAFR, T-RO, or IJRR based on claim type, evidence shape, and audience.
- ▌ Aejpol Robustness · brycewang-stanfordUse when an AEJ: Economic Policy manuscript's headline policy estimate needs to be shown stable and credible against specification, sample, inference, and identification threats. Organizes the robustness program by threat-to-the-policy-conclusion; it does not design the primary identification or write exhibits.
- ▌ Jqte Fit Positioning · brycewang-stanfordUse to judge whether a manuscript fits 《数量经济技术经济研究》 (JQTE) and to decide how to frame its contribution — measurement, forecasting, or method-application versus clean causal inference — before investing in revision. The most common save: stopping a strong measurement paper from being dressed up as a weak causal study, and routing genuinely clean-causal work elsewhere.
- ▌ Aej Economic Policy · brycewang-stanfordUse when targeting American Economic Journal: Economic Policy or deciding whether a policy-relevant applied economics manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics.
- ▌ Aejmic Theory Model · brycewang-stanfordUse when the model setup, equilibrium concept, or proof architecture is the bottleneck for an American Economic Journal: Microeconomics (AEJ: Micro) manuscript — the central skill for a theory-first paper. Builds the model to the AEJ: Micro bar (clean, general, well-motivated result); it does not check whether your theorem is correct.
- ▌ Ecai Author Response · brycewang-stanfordUse when writing the ECAI author response (rebuttal) — the single, short, double-blind reply during the response window (IJCAI-ECAI 2026: 7-10 April 2026) that must correct factual misreadings and supply asked-for evidence within a strict length limit, knowing there is no second round and the area chair decides.
- ▌ Govern Writing Style · brycewang-stanfordUse when drafting or polishing a Governance: An International Journal of Policy, Administration, and Institutions manuscript so it reads for a comparative/international public-administration and political-science audience, front-loads the contribution, and fits the caps (≤ 9,000 words excluding citations; ~150-word abstract). Tightens prose and framing; it does not invent content.
- ▌ Hpca Author Response · brycewang-stanfordUse when drafting an HPCA rebuttal and revision in the single combined window: triaging objections by what the window can fix, running a small number of new experiments, writing for the program-committee room and its champion, and revising the paper diff-minimally so response and revision agree.
- ▌ Aejmac Theory Model · brycewang-stanfordUse when the quantitative model is the bottleneck for an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript — DSGE, New Keynesian, heterogeneous-agent (HANK / Aiyagari-Bewley), or structural estimation — and calibration, parameter identification, solution accuracy, or counterfactual validity need discipline. For empirical shock identification see aejmac-identification.
- ▌ Aeja Replication Package · brycewang-stanfordUse when assembling the data and code replication package for an American Economic Journal: Applied Economics (AEJ: Applied) manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check. Builds the openICPSR deposit and README; it does not run the analysis or write the paper.
- ▌ Aeri Replication Package · brycewang-stanfordUse when assembling the data and code deposit for an American Economic Review: Insights (AER: Insights) short-format manuscript to pass the AEA Data and Code Availability Policy and the AEA Data Editor's pre-publication reproducibility check. Builds the package and README; it does not run the analysis.
- ▌ Aej Macroeconomics · brycewang-stanfordUse when targeting American Economic Journal: Macroeconomics or deciding whether a macroeconomics manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics.
- ▌ Aej Microeconomics · brycewang-stanfordUse when targeting American Economic Journal: Microeconomics or deciding whether a microeconomic theory manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics.
- ▌ Emnlp Camera Ready · brycewang-stanfordUse when converting an accepted EMNLP paper — Main or Findings — into its ACL Anthology camera-ready form: de-anonymization, integrating response-phase commitments, Limitations and checklist-appendix handling, Anthology metadata hygiene, artifact link restoration, and Budapest presentation and registration logistics.
- ▌ Kdd Review Process · brycewang-stanfordUse when reasoning about how KDD papers get judged in its dual-cycle OpenReview process: per-review rebuttal, area-chair recommendations weighed on merit through reproducibility and ethics, PC-chair decisions, the Resubmit outcome feeding the next cycle, the mixed academic-industry reviewer pool, and generative-AI review rules.
- ▌ Rss Review Process · brycewang-stanfordUse when explaining or strategizing around RSS (Robotics: Science and Systems) peer review — the double-blind OpenReview pipeline, the two-stage design where only above-threshold papers earn a one-page rebuttal, the Area Chair meeting that sets decisions, and what single-track selectivity does to reviewer expectations.
- ▌ Aejmac Writing Style · brycewang-stanfordUse when revising prose, the abstract, or the introduction of an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript for AEA house style and the broad-interest macro arc. Late-stage polish on framing and clarity; it does not fix identification, the model, or exhibits.
- ▌ Aejmic Writing Style · brycewang-stanfordUse when prose buries the result or the abstract/intro do not land for an American Economic Journal: Microeconomics (AEJ: Micro) manuscript. Applies AEA house style and the theory-paper intro arc; it does not produce the result (see aejmic-theory-model) or build exhibits (see aejmic-tables-figures).
- ▌ Aejpol Writing Style · brycewang-stanfordUse when drafting or revising the prose of an AEJ: Economic Policy manuscript — especially the abstract and introduction — to translate causal estimates into a clear policy takeaway without overclaiming. Shapes the policy-first narrative and house style; it does not design identification or build the welfare model.
- ▌ Etp Contribution Framing · brycewang-stanfordUse when sharpening the headline claim of an Entrepreneurship Theory and Practice (ETP) manuscript into a contribution to entrepreneurship theory AND practice.
- ▌ Ssc Fit Positioning · brycewang-stanfordUse when judging whether a manuscript is on-target for 《中国社会科学》 (Social Sciences in China) before investing in revision — screening for 思想分量 over technical sophistication, big-question level, cross-disciplinary reach, and original theory — and to recommend a better venue when fit is low. The most common save: stopping a niche empirical paper from being mis-submitted.
- ▌ Aeri Tables Figures · brycewang-stanfordUse when building or trimming the exhibits of an American Economic Review: Insights (AER: Insights) short-format manuscript to the hard five-exhibit budget, one page each, no significance asterisks. Designs the minimum exhibit set; it does not run the analysis behind them.
- ▌ Rss Author Response · brycewang-stanfordUse when drafting the RSS (Robotics: Science and Systems) invited one-page rebuttal — the above-threshold-only response read primarily by the Area Chair before the decision meeting — including triage, page-budget allocation, anonymity, and what to do when no rebuttal invitation arrives.
- ▌ Jwe Heterogeneity · brycewang-stanfordUse when a 《世界经济》 (The Journal of World Economy) manuscript's heterogeneity is thin (e.g. only east/central/west) — slicing instead by internationally-meaningful margins: exposure intensity, firm trade type, destination / partner country, and trade margins. Use after the main effect and channel are established.
- ▌ Aeja Tables Figures · brycewang-stanfordUse when building or revising the exhibits of an American Economic Journal: Applied Economics (AEJ: Applied) manuscript so the main causal result is legible in one table or figure and respects AEA house presentation norms. Formats exhibits; it does not establish the result (aeja-identification / aeja-robustness) or write the surrounding prose.
- ▌ Jeg Tables Figures · brycewang-stanfordUse when preparing Journal of Economic Growth exhibits: growth-regression tables, convergence plots, transition paths, calibration moments, historical-data maps, robustness tables, and appendix diagnostics.
- ▌ Aeja Theory Model · brycewang-stanfordUse when an American Economic Journal: Applied Economics (AEJ: Applied) manuscript needs a model to interpret, discipline, or structure its empirical estimates — not to lead the paper. Calibrates how much theory belongs in an empirical-first journal and where it goes; it does not design the identification (aeja-identification) or build a standalone structural estimation.
- ▌ Aejmac Robustness · brycewang-stanfordUse when the headline result of an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript must be shown stable across specification, sample, identification, and tuning choices. Builds the robustness program a macro referee will demand; it does not establish the primary identification or model (use aejmac-identification / aejmac-theory-model first).
- ▌ Aejmac Submission · brycewang-stanford bundleUse when running the final pre-submission preflight for the American Economic Journal: Macroeconomics (AEJ: Macro) via the AEA submission system — membership-scaled fee, JEL codes, PDF and length rules, ≤100-word abstract, disclosure statements, and data/code readiness. Final checks; it does not draft content.
- ▌ Aejmic Robustness · brycewang-stanfordUse when extensions, edge cases, or applied robustness checks are missing for an American Economic Journal: Microeconomics (AEJ: Micro) manuscript — covering theory extensions (relaxed assumptions, alternative concepts, perturbations) and applied/experimental robustness. Decides which extensions earn their place; it does not prove the main result (see aejmic-theory-model).
- ▌ Aeri Theory Model · brycewang-stanfordUse when a model — a full theory paper's argument or the structural/conceptual scaffolding behind an empirical AER: Insights short-format manuscript — needs to be made minimal, so it carries the single insight in a few pages. Keeps only what the insight requires; it does not develop a general framework.
- ▌ Govern Submission · brycewang-stanford bundleUse when running the final pre-submission preflight for a Governance: An International Journal of Policy, Administration, and Institutions manuscript on the Wiley submission system — double-blind anonymization plus separate title page, the ≤ 9,000-word cap, ~150-word abstract, the Data Availability Statement, ORCID, and scope self-check. Final checks; it does not draft content.
- ▌ Hpca Camera Ready · brycewang-stanfordUse when preparing an HPCA camera-ready: inverting every blinding action, applying the IEEE template and rights forms, restoring acknowledgments and the AI-use disclosure, integrating reproducibility badges and DOIs, and preparing the February/March talk in the winter slot.
- ▌ Icde Camera Ready · brycewang-stanfordUse when preparing an accepted IEEE ICDE paper for camera-ready and IEEE Xplore publication: IEEE eCopyright and PDF-eXpress validation, the IEEE double-column final format, integrating required changes without scope creep, final artifact release, registration and presentation, and the TKDE extended-version invitation.
- ▌ Oopsla Topic Selection · brycewang-stanfordUse when judging whether a project is OOPSLA-shaped — a PL contribution whose evidence spans design, implementation, formalism, or empirical study — and routing within the SIGPLAN family from OOPSLA's seat: POPL for theory-first, PLDI for implementation-performance, ICFP for functional, Onward! for vision, ECOOP, or SE venues.
- ▌ Aejpol Theory Model · brycewang-stanfordUse when an AEJ: Economic Policy manuscript needs a framework that maps reduced-form estimates into a welfare, cost-benefit, or distributional policy object — sufficient statistics, MVPF, optimal-policy, or a small applied model. Builds the estimate-to-welfare bridge and states its assumptions; it does not run the empirical estimation or write the prose.
- ▌ Chemical Reviews · brycewang-stanfordUse when targeting Chemical Reviews (Chem Rev) or deciding whether a chemistry review manuscript fits this ACS venue. Encodes the journal's fit, framing, method-and-evidence bar, house style, official-submission re-check, and desk-reject heuristics. NOTE: Chemical Reviews is a largely INVITED venue; unsolicited primary-data manuscripts will be desk-rejected.
- ▌ Icde Experiments · brycewang-stanfordUse when designing or auditing IEEE ICDE experiments for a data-engineering paper: workload realism, tuned baselines, scale curves over single points, throughput and tail-latency with declared variance, mechanism-isolating ablations, cost/loss disclosure, and hardware reporting that satisfies a builder-heavy committee.
- ▌ Rss Camera Ready · brycewang-stanfordUse when converting an accepted RSS (Robotics: Science and Systems) paper into its public form — de-anonymization and platform-attribution restoration, adding the external links the CFP reserves for this stage, publication in the free roboticsproceedings.org archive with a 10.15607 DOI, and single-track presentation preparation.
- ▌ Aeja Writing Style · brycewang-stanfordUse when revising the prose, abstract, and introduction of an American Economic Journal: Applied Economics (AEJ: Applied) manuscript so the design and headline estimate land in the first paragraph in AEA house style. Polishes exposition; it does not change the result (aeja-identification / aeja-robustness) or the exhibits.
- ▌ Aeri Writing Style · brycewang-stanfordUse when revising an American Economic Review: Insights (AER: Insights) short-format manuscript to lead with the result, fit the hard word cap (7,000 words minus 200 per exhibit), and write the ≤100-word abstract. Enforces the length budget and the lead-with-the-result arc; it does not change the analysis.
- ▌ Etp Theory Development · brycewang-stanfordUse when building the theoretical argument for an Entrepreneurship Theory and Practice (ETP) manuscript — constructing an explicitly entrepreneurial mechanism (opportunity, effectuation, bricolage, identity, socioemotional wealth) and choosing the theorizing mode.
- ▌ Etp Writing Style · brycewang-stanfordUse when the prose, abstract, or introduction of an Entrepreneurship Theory and Practice (ETP) manuscript does not land the journal's theory-and-practice voice.
- ▌ Hpca Related Work · brycewang-stanfordUse when building an HPCA related-work section: sweeping the HPCA/ISCA/MICRO/ASPLOS record on dblp and IEEE Xplore, writing lineage paragraphs with structural deltas, blinding self-citations without touching the bibliography, and honoring the rule that every reference lists all its authors.
- ▌ Rss Writing Style · brycewang-stanfordUse when revising an RSS (Robotics: Science and Systems) draft to meet the science-first bar — a falsifiable claim about robotics up front, evidence sized to claim scope, honest failure reporting, concision under an 8-page ceiling that rewards brevity, and prose that pre-answers reviewers because a rebuttal may never come.
- ▌ Rof Data Analysis · brycewang-stanfordUse when auditing Review of Finance empirical or theoretical analysis: sample construction, identification, asset-pricing tests, corporate-finance variables, robustness, code reproducibility, and evidence that can satisfy top-three-finance-journal standards.
- ▌ Aejpol Topic Selection · brycewang-stanfordUse when deciding whether a project fits AEJ: Economic Policy rather than J. Public Economics, AEJ: Applied, or AER, and when sharpening the policy question and its welfare stake for an AEJ: Economic Policy manuscript. Frames fit and the policy-question-first contribution; it does not design the identification or run estimation.
- ▌ Aeja Submission · brycewang-stanford bundleUse when running the final pre-submission preflight for an American Economic Journal: Applied Economics (AEJ: Applied) manuscript via the AEA ScholarOne system — single-blind review front matter, JEL codes, submission and publication fees, format, disclosures, and AEA data-policy readiness. Final checks; it does not draft content.
- ▌ Aejmac Rebuttal · brycewang-stanfordUse when an American Economic Journal: Macroeconomics (AEJ: Macro) decision letter has arrived (R&R or reject-with-comments) and you need a response-letter strategy and revision plan. Plans the rebuttal and revision; it does not run new identification, model, or robustness work itself (route to those skills).
- ▌ Aejmac Workflow · brycewang-stanfordUse when deciding which aejmac-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an American Economic Journal: Macroeconomics (AEJ: Macro) submission. Routes — it does not replace — the specialized skills.
- ▌ Aejmic Rebuttal · brycewang-stanfordUse when drafting the response letter and revision plan after an American Economic Journal: Microeconomics (AEJ: Micro) R&R. Structures the reply to theory referees (correctness, generality, exposition) and editor; it does not re-derive the result (see aejmic-theory-model).
- ▌ Aejmic Workflow · brycewang-stanfordUse when deciding which aejmic-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an American Economic Journal: Microeconomics (AEJ: Micro) submission. Routes — it does not replace — the specialized skills.
- ▌ Govern Rebuttal · brycewang-stanfordUse when writing the response to a Governance: An International Journal of Policy, Administration, and Institutions revise-and-resubmit. The response must convert each of the ≥ 2 referees and the editor, answering comparative-reviewer concerns (case selection, generalizability across countries, measurement of institutions, alternative institutional explanations) point by point. Structures the response letter; it does not fabricate new results.
- ▌ Govern Workflow · brycewang-stanfordUse when starting or navigating any Governance: An International Journal of Policy, Administration, and Institutions manuscript and you need the entry point that routes to the right govern- sub-skill based on lifecycle stage and the comparative/institutional fit of the paper. It dispatches; it does not draft content.
- ▌ Rss Experiments · brycewang-stanfordUse when designing or auditing the experimental campaign for an RSS (Robotics: Science and Systems) paper — hypothesis-shaped robot experiments, trial protocols and per-condition counts, mechanism-isolating ablations, simulation-versus-hardware evidence splits, and failure attribution that supports a scientific claim rather than a demo reel.
- ▌ Aejmic Topic Selection · brycewang-stanfordUse when deciding whether a microeconomics project fits the American Economic Journal: Microeconomics (AEJ: Micro) rather than JET, GEB, Theoretical Economics, Econometrica, or AEJ: Applied. Tests scope and broad-interest fit; it does not develop the model (see aejmic-theory-model).
- ▌ Aejmic Submission · brycewang-stanford bundleUse when running the final pre-submission preflight for the American Economic Journal: Microeconomics (AEJ: Micro) via the AEA submission system — single-blind review, the 100-word abstract, JEL classification, the submission fee, format, and the AEA Data and Code Availability Policy. Final checks; it does not draft content.
- ▌ Aejmac Identification · brycewang-stanfordUse when the empirical identification of a macro shock or dynamic causal effect is the bottleneck for an American Economic Journal: Macroeconomics (AEJ: Macro) manuscript — SVAR, local projections, narrative, high-frequency/proxy-VAR, or micro-data macro designs. Stress-tests the identification to the AEJ: Macro broad-interest quantitative bar; for model-parameter identification see aejmac-theory-model.
- ▌ Aejmac Tables Figures · brycewang-stanfordUse 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.
- ▌ Aejmic Identification · brycewang-stanfordUse when the question is what makes the result tight or what the data identify for an American Economic Journal: Microeconomics (AEJ: Micro) manuscript — covering both (a) structural/empirical-IO and experimental identification and (b) for pure theory, which assumptions drive the result and how robust the mechanism is. Stress-tests credibility; it does not build the model (see aejmic-theory-model).
- ▌ Aejpol Identification · brycewang-stanfordUse when the credibility of the causal evaluation of a policy is the bottleneck for an AEJ: Economic Policy manuscript — DID/event study, IV, RDD/bunching, or RCT of a program. Stress-tests the quasi-experimental policy-evaluation design to the AEJ: Policy bar before exhibits are finalized; it does not build the welfare mapping or write exhibits.