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

Jmsc Managerial Insights

ASecurity

Use when deriving managerial insights for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — translating proven propositions and numerical findings into actionable decision rules tied to model parameters. Insights must follow from the model, NOT be policy slogans like "加强完善推进". Use near the end of the analytical pipeline.

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

Security Analysis

A100/100

Scanned 6/5/2026

Install to Claude Code

$npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill jmsc-managerial-insights --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Jmsc Managerial Insights?

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

Security grade badge for Jmsc Managerial Insights
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/brycewang-stanford-jmsc-managerial-insights/badge)](https://www.skillsdirectory.com/skills/brycewang-stanford-jmsc-managerial-insights)

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

Download with Pro
Files
SKILL.md
---
name: jmsc-managerial-insights
description: Use when deriving managerial insights for a 《管理科学学报》 (Journal of Management Sciences in China) manuscript — translating proven propositions and numerical findings into actionable decision rules tied to model parameters. Insights must follow from the model, NOT be policy slogans like "加强完善推进". Use near the end of the analytical pipeline.
---

# 管理启示(jmsc-managerial-insights)

## 触发时机

- 模型、命题、数值都有了,要写"管理启示/管理含义"一节
- 启示写成了"应加强、应完善、应推进"等政策口号
- 审稿质疑"管理含义与模型脱节 / 没有可操作的决策规律"
- 把别刊(管理世界)的政策建议腔搬了过来

## 核心:启示是从模型导出的决策规律

本刊的管理启示**必须由模型/命题/数值推出**,形态是**可操作的决策规律**:"当参数 X 落在某区间时,最优策略是……"。它不是政策口号,也不是泛泛的"对企业有指导意义"。

## 决策规律的写法

每条启示绑定到具体结论,模板:

> **在【某条件/参数区间】下,决策者应【某动作】,因为命题 P/实验显示【某机制】。**

例:当需求波动 σ 超过阈值 θ 时,应采用提前承诺契约而非批发价契约,因为命题 3 证明前者此时 Pareto 占优。

## 启示来源对照表

| 模型产物 | 对应的管理启示 |
|----------|----------------|
| 阈值型最优策略 | "参数过/不过阈值"时切换决策 |
| 比较静态(单调) | 某参数上升时,最优决策朝某方向调整 |
| 均衡刻画 | 多主体下的协调/竞争后果与对策 |
| 敏感性拐点 | 哪些参数最值得管理者投入精力测量/控制 |
| 算法可扩展边界 | 实务中规模多大时该用近似/分解 |

## 自检清单

- [ ] 每条启示对应一条具体命题或实验结果(可溯源)
- [ ] 启示是"在何条件下做何决策"的规律,不是口号
- [ ] 用到了模型参数(阈值/区间/方向),而非泛泛而谈
- [ ] 区分了"模型证明的"与"数值提示的",不夸大
- [ ] 没有超出模型假设范围的外推
- [ ] 命中政策口号黑名单 = 0

## 政策口号黑名单(命中即改写)

- "应加强 / 完善 / 推进 / 重视 / 优化(无具体决策内容)"
- "对企业(政府)具有重要的指导意义"
- "为……提供了理论支持 / 决策参考"(不说提供了什么规律)
- 把"政府应制定政策"当管理启示(本刊要决策规律,不是政策建议)

## 反模式

- 启示与模型无对应,谁的论文都能套
- 把敏感性的每个图都翻译成一句"……有影响",无规律提炼
- 越过假设把局部结论说成普遍真理
- 用政策建议腔替代决策规律

## 输出格式

```
【启示1】条件<参数区间> → 决策<动作>(依据 P?/实验?)
【启示2】…
【可溯源】每条对应命题/实验?是/否
【参数化】用了阈值/区间/方向?是/否
【口号黑名单命中】N 处 <列出>
【外推风险】无 / 有 <哪条>
【下一步】jmsc-notation-style / jmsc-submission
```

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 →