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Mgsci workflow

Skill brycewang-stanford/Awesome-Journal-Skills/Management-Science-Skills/skills/mgsci-workflow

Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的 Claude Code/Codex 期刊技能包,从选题、识别策略到表格规范与审稿回复全流程,助你快速发论文。

Install
npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill mgsci-workflow

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What its author says it does

Copied from the file, not written here

Use when deciding which mgsci-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a Management Science (INFORMS) manuscript. Routes — it does not replace — the specialized skills, and helps pick the right Department lane (analytical vs empirical).

SKILL.md

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Management Science Workflow (mgsci-workflow)

Overview

This is the router. It does not replace any specialized skill; it tells you which mgsci- skill to use right now* for your Management Science manuscript.

Default assumption: unless the user says otherwise, treat the target as Management Science — the INFORMS flagship established in 1954 by the precursor Institute of Management Sciences (TIMS). It is deliberately bimethodological: it places rigorous analytical/quantitative work (operations research, optimization, stochastic processes, game and economic theory) side by side with empirical work (econometrics, lab/field experiments, behavioral studies, data science), across every functional business area — accounting, finance, marketing, operations, information systems, strategy, entrepreneurship, organizations, behavioral economics. There is no single dominant method by design; each Department sets its own field-appropriate rigor bar. The unifying test is rigor plus a decision-relevant management/business contribution that travels across departments.

Editor-in-Chief Christoph H. Loch (term Jan 1, 2024 - Dec 31, 2026). Submissions are routed into a specific Department (e.g., Accounting; Behavioral Economics and Decision Analysis; Data Science; Entrepreneurship and Innovation; Finance; Healthcare Management; Information Systems; Market Design, Platform, and Demand Analytics; Marketing; Operations Management; Optimization and Decision Analytics; Organizations; Stochastic Models and Simulation; Strategy; Sustainability). Verify the current masthead and department set on INFORMS PubsOnline before submission.

When to trigger

  • "What should I do next?" with a half-built Management Science manuscript
  • You are unsure which Department your paper belongs to, or whether it fits Management Science vs a sister INFORMS journal (Operations Research, M&SOM, Marketing Science)
  • A model exists but the managerial insight is thin, or data exist but the contribution is unclear
  • A Department Editor desk-rejected on "fit" or "better suited elsewhere" and you need to re-aim
  • You received a decision letter (R&R or reject) and need to switch into response mode

Routing table

Current symptomNext skill
Idea is vague; unsure of Department fit or Management Science vs sister journalmgsci-topic-selection
Model/hypotheses lack a sharp mechanism or testable propositionmgsci-theory-development
Front end reads as gap-spotting; the relevant conversation isn't engagedmgsci-literature-positioning
Method (analytical model or empirical design) may not match the questionmgsci-methods
Have data/numerics; unsure on identification, validity, or robustnessmgsci-data-analysis
Results exist but the cross-department "so what for decisions" is thinmgsci-contribution-framing
Exhibits cluttered, notation-heavy, or not self-explanatorymgsci-tables-figures
Prose is notation-dense, passive, or buries the resultmgsci-writing-style
Ready to submit; need the ScholarOne + fee + disclosure preflightmgsci-submission
Want to understand desk-screen / Department Editor / review mechanicsmgsci-review-process
Received an R&R; need to plan and draft the responsemgsci-rebuttal

Default order

mgsci-topic-selection → mgsci-theory-development → mgsci-literature-positioning →
mgsci-methods → mgsci-data-analysis → mgsci-contribution-framing →
mgsci-tables-figures → mgsci-writing-style → mgsci-submission →
mgsci-review-process → mgsci-rebuttal

Skip stages that are already solid; loop back when a Department Editor or reviewer pushes.

Desk-reject early-warning router

Most Management Science deaths are fit and contribution failures caught at the desk, not deep methodological flaws. Route on the symptom before investing more.

Early-warning symptomLikely desk verdictRoute to
Cannot name a single home department"Off fit / better elsewhere"mgsci-topic-selection
Method is a polished algorithm, thin managerial readingRedirect toward Operations Researchmgsci-topic-selection / mgsci-methods
Result is correct but no decision changes"So what" rejectmgsci-contribution-framing
Empirical causal claim with selection unaddressedIdentification rejectmgsci-methods / mgsci-data-analysis
Insight confined to one application areaReads as a sister-journal papermgsci-contribution-framing

Worked routing micro-example (illustrative)

A user has a solved queueing model of hospital ED diversion and "some data." Because the journal is the multidisciplinary INFORMS flagship, the router first asks the department question: this is Stochastic Models / Operations Management, not a generic OR submission, so the managerial lever (a diversion policy a hospital manager would adopt) must be explicit. The model exists, so skip theory-development; the gap is that the comparative statics carry no decision reading and the empirical test is observational. Route: mgsci-contribution-framing to sharpen the decision lever, then mgsci-methods to upgrade identification before any polishing. Polishing prose first would be wasted effort against a desk that screens on fit and contribution.

Calibration anchor

The flagship spans analytical-to-behavioral across many departments; the router's job is to surface the department and the cross-department travel early, because those — not formatting — decide most outcomes. Confirm the current department roster and masthead on INFORMS PubsOnline.

Output format

【Where you are】[stage]
【Department / lane】analytical vs empirical; candidate Department
【Fit risk】Management Science vs sister INFORMS journal
【Next skill】mgsci-...

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.

Keep looking

Skills are one crate of 327,132. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.