Skills DirectorySkills Directory
SkillsLearnSecurityCategoriesDocsCommunityBlog
Sign InSubmit Skill
Skills Directory

Security-tested agent skills for Claude, coding agents, and AI workflows.

Directory

  • Browse Skills
  • All Skills A–Z
  • Claude Skills
  • Claude Code Skills
  • Agent Skills
  • Categories
  • Authors
  • Submit a Skill

Learn

  • Learn Hub
  • Install Claude Skills
  • Write SKILL.md
  • Skills vs MCP
  • Directories Compared

Security

  • Security
  • Methodology
  • Secure Claude Skills
  • Security Badges

Company

  • About
  • Community
  • Blog
  • API Docs
  • Advertise

2026 Skills Directory. All rights reserved.

ProTermsPrivacyRefunds
Back to skills

Msom Contribution Framing

ASecurity

Use when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the managerial implication, the new operational insight, and why an operations decision is central, including the four-part structured-abstract framing M&SOM requires.

1,052 stars
0 votes
0 copies
1 views
Added 6/5/2026
ai-agentsgo

Security Analysis

A100/100

Scanned 6/5/2026

Install to Claude Code

$npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill msom-contribution-framing --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Msom Contribution Framing?

Add the live security badge to your README — it updates automatically with every re-scan.

Security grade badge for Msom Contribution Framing
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/brycewang-stanford-msom-contribution-framing/badge)](https://www.skillsdirectory.com/skills/brycewang-stanford-msom-contribution-framing)

More formats (shields.io, HTML) on the badges page.

Download with Pro
Files
SKILL.md
---
name: msom-contribution-framing
description: Use when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the managerial implication, the new operational insight, and why an operations decision is central, including the four-part structured-abstract framing M&SOM requires.
---

# Contribution Framing (msom-contribution-framing)

## When to trigger

- Results exist but the "so what for operations" is implicit or thin
- A Department Editor says the contribution is incremental or the OM core is unclear
- You are writing the introduction's contribution paragraph or the structured abstract
- You must make the managerial implication explicit, not optional

## Make the operational insight explicit

M&SOM judges manuscripts on **importance, originality, clarity, validity, and relevance**, and gates on an **operations decision being central**. State plainly: *what operational decision does this paper change, and how?* For analytical work, the contribution is usually the **structure** of the optimal policy and the **comparative statics** a manager can act on (e.g., "stock-up-to a threshold that rises in lead-time variability"). For empirical work, it is a **credibly identified operational effect** and the policy it implies. Avoid framing the contribution as a methodological novelty alone — the operations insight must lead.

## Managerial relevance is a required, sectioned component

M&SOM requires a **four-part structured abstract** (≤ 300 words, no technical jargon): **Problem definition**, **Methodology**, **Results**, and **Managerial implications**. Managerial relevance is therefore not optional framing — it is an explicitly sectioned deliverable. Write the contribution paragraph and the abstract so each of the four parts is answerable in one or two plain-language sentences a practitioner could follow.

## Route the contribution to the right Department

Frame the contribution in the vocabulary of your target Department (supply chain, services/revenue management, sustainability/health, operational innovation, analytics, or practice). If the work is field-driven, consider whether the **Practice Platform** is the better home; a perspective piece is an **OM Forum** banner article, not a standard contribution.

## Checklist

- [ ] One sentence: the operational decision this paper changes and how
- [ ] Analytical: policy structure + actionable comparative statics stated
- [ ] Empirical: identified effect + the operational policy it implies stated
- [ ] Structured abstract drafted with all four parts, ≤300 words, jargon-free
- [ ] Contribution framed in the target Department's terms
- [ ] Operations centrality reaffirmed (not a method-only contribution)

## Anti-patterns

- Leading with "we develop a new model/estimator" and burying the operational insight.
- A structured abstract missing the Managerial-implications section or stuffed with notation.
- Claiming generic "implications for managers" with no operational lever named.
- Framing the work outside any department's scope.

## Output format

```
【Operational decision changed】...
【Structure / identified effect】...
【Managerial implication】plain language ...
【Structured abstract】Problem / Methodology / Results / Managerial implications (≤300 words)
【Department fit】...
【Next step】msom-tables-figures
```

Attribution

brycewang-stanfordbrycewang-stanford
View sourceMore from brycewang-stanford →
SSkills DirectorySkills Directory

Your tool, in front of Claude Code builders.

3 founder slots · $299/mo · GSC-verified traffic · sponsors can never buy grades.

See placements

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments (0)

No comments yet. Be the first to comment!

SSkills DirectorySkills Directory

Your tool, in front of Claude Code builders.

3 founder slots · $299/mo · GSC-verified traffic · sponsors can never buy grades.

See placements

Related Skills

Caveman

Ultra-compressed communication mode that cuts output tokens while keeping technical accuracy. Levels: lite, full, ultra and the wenyan variants. Use for /caveman, "caveman mode", "talk like caveman", "be brief" or "less tokens".

1066601 votes

Hyperplan

Adversarial multi-agent planning skill. Self-orchestrates 5 hostile category members (unspecified-low, unspecified-high, deep, ultrabrain, artistry) via team-mode for ruthless cross-critique debate, distills only the defensible insights, then MANDATORILY hands the distilled insight bundle to the `plan` agent for executable plan formalization. Use when planning needs maximum rigor and surfacing of weak assumptions, blind spots, and over-engineering. Triggers: 'hyperplan', 'hpp', '/hyperplan', ...

686011 votes

Mcp Code Execution

Routes multi-tool workflows through MCP servers for large datasets and pipelines. Use when Bash tool overhead is limiting throughput on data-heavy tasks.

3351 votes

catchup

Recovers the conversation and failed tool calls of a previous Codex, Claude Code, Antigravity, Cline, Copilot CLI, Cursor, DeepSeek Harness, Kimi, OpenCode, Pi Agent, or ZCode session. Use when the user says "catch up", "what did the last session do", "get me up to speed", "I switched agents", asks to recover/summarize a previous session before continuing, or asks to diagnose or report a catchup failure. Do NOT use for the current conversation, git history, or any non-agent log.

651 votes

math-skill

A comprehensive mathematical reasoning skill for AI assistants — handles arithmetic to research-level problems with rigorous step-by-step reasoning, systematic verification, and transparent uncertainty handling

381 votes
View all in ai-agents →