Agent skill · Audited from source
Er Policy Implication
skill · brycewang-stanford/Awesome-Journal-SkillsMIT licenceAudited 25 Oct 2026 · source 9b73efe58ece
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 9b73efe58ece and found no filesystem, network or shell access and no hard-coded secrets. What it does: Use when drafting or strengthening the policy-implications section of an Economic-Research manuscript. Frames implications at the significance / institutional level rather than the actionable / ministry level used by…
Cite
Cite this page
ModelsAtlas. “Er Policy Implication (brycewang-stanford/Awesome-Journal-Skills)”. Retrieved 25 Oct 2026. https://modelsatlas.com/skills/brycewang-stanford/er-policy-implication
Trust audit
Audit 0.4.1 · source read 25 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 0 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (0)
No findings at any severity. We re-audit when the source changes.
Audit 0.4.1 · source sha 9b73efe58ece · 25 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- Publisherbrycewang-stanford GitHub userOwner of the repository this skill is read from
- Source folderbrycewang-stanford/Awesome-Journal-Skills/Economic-Research-Journal-Skills/skills/er-policy-implicationThe exact folder we audited
- LicenceMITAs the repository states it
- Commit pinned for this verdict9b73efe58eceA new audit runs when the source changes
- Repository statusNot archivedLast push 28 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Use when drafting or strengthening the policy-implications section of an Economic-Research manuscript. Frames implications at the significance / institutional level rather than the actionable / ministry level used by…
--- name: er-policy-implication description: Use when drafting or strengthening the policy-implications section of an Economic-Research manuscript. Frames implications at the significance / institutional level rather than the actionable / ministry level used by Management-World. --- # 政策含义(er-policy-implication) ## 触发时机 - 文末政策建议只有"建议政府重视" - 政策建议太"操作化",像写给政策报告而不是学术论文 - 审稿人指出"政策含义太薄" ## 与《管理世界》的核心差异 | 维度 | 经济研究 | 管理世界 | |---------|--------------------------------|----------------------------| | 措辞 | "政策含义"、"政策意义"、"对......的启示" | "政策建议"、"对策建议" | | 层面 | 制度层、宏观层、原理层 | 部门层、执行层、操作层 | | 长度 | 1–2 段,结合理论 | 3–5 条,分层、可操作 | | 收尾 | 与理论贡献呼应 | 与实证证据挂钩 | 《经济研究》的政策含义**不是给政府的备忘录**,而是**研究结论的制度意义**。 ## 结构 ### 三段式(推荐) ``` 本文的研究具有以下政策含义。 第一,[原理层]——本文揭示了......,提示在制度设计中应重视......。 具体而言,[结合中国当前的制度背景]......。 第二,[宏观层]——本文发现......,这意味着[宏观经济 / 产业政策]在......方面仍有改进空间。 第三,[微观主体层](如适用)——对企业而言,本文提示......。 ``` ### 单段式(如果文章偏理论) ``` 本文的研究对理解中国[领域]的[现象 / 制度]提供了新的证据。 本文发现......,这一结果意味着[制度意义],对[相关理论 / 政策]具有......启示。 ``` ## "证据 → 含义"四步推导链 《经济研究》审稿人判断政策含义是否"薄",看的是**每一句含义能否回溯到正文的某张表、某个系数**。写之前先按四步把链条搭出来: 1. **锁定证据**:挑出全文最硬的 2–3 个结果(基准系数、机制证据、某一维度异质性),政策含义只从这几处出发,不另起炉灶。 2. **翻译成经济命题**:把"系数为 0.04 且显著"翻译成"渠道 X 的传导确实存在 / 约束 Y 确实在起作用"。 3. **上升到制度层**:追问"这个命题对制度设计意味着什么"——是支持了某项改革的方向,还是提示某类政策存在被忽视的成本? 4. **落回中国语境收束**:用一句话把含义挂到当前的改革议程或选题主轴(如共同富裕、数字经济、双碳、央地财政关系)上,但**不指名某部委、不开政策清单**。 四步中任何一步断裂,读者就会觉得含义是"贴上去的"。 ### 微型对照(改写前 / 改写后) > ❌ 改写前:"本文建议政府高度重视税收征管的作用,进一步加强征管能力建设,完善相关配套制度。" > > ✅ 改写后:"本文发现征管强化对企业全要素生产率的促进效应集中于融资约束较强的民营企业,这提示征管数字化的意义不止于组织财政收入——它同时通过压缩避税空间改善了要素配置。在推进税制改革时,征管能力应被视为影响资源配置效率的制度变量,而非单纯的收入工具。" 改写后的每个短语都有出处:机制来自异质性表,制度判断来自基准结果,收束落在"要素配置效率"这一理论关切上。 ## 高频审稿批评与对策 | 审稿批评(意译) | 病因 | 对策 | |----------------------------------|----------------------------|-------------------------------------------| | "政策含义与实证结论脱节" | 含义写了正文没检验的渠道 | 删掉无证据支撑的句子,或降格为"值得未来研究" | | "政策含义过于宽泛,任何论文都能写" | 没有用到本文的异质性 / 机制 | 把"对谁更有效、在什么条件下有效"写进含义 | | "结论部分像政策报告" | 出现分条的"对策建议" | 收回到 1–2 段"含义 / 启示"体,删除动作清单 | | "未讨论结论的适用边界" | 只讲好处不讲成本与外部有效性 | 补一句样本范围、时段与外推限制 | ## 必查清单 - [ ] 政策含义与本文实证证据 / 理论贡献紧密挂钩,逐句可回溯到某张表 - [ ] 不出现"建议政府加强 / 重视 / 关注"等空话 - [ ] 不过分具体到"建议财政部下发 XX 文件" —— 那是《管理世界》风格 - [ ] 与引言中的"理论意义"段相呼应 - [ ] 用到了至少一处异质性 / 机制证据来说明"对谁、在何种条件下" - [ ] 有一句适用边界(样本、时段、外推限制)的诚实说明 - [ ] 挂上了该刊近年选题主轴之一,但未点名具体部门或文件 ## 反模式 - 把政策含义写成"政府工作报告"的延伸 —— 这是《经济研究》忌讳 - 含义与本文研究无关(写了 ESG 投入但启示讨论员工持股) - 文末才提到中国 —— 应贯穿全文的中国问题意识 - "本文是首次......" —— 这不是政策含义,这是贡献 ## 配套与范例 三层"意义层"政策含义范文(含空话反例对照)见 [`resources/worked-examples/09-policy.md`](../../resources/worked-examples/09-policy.md)。 ## 输出格式 ``` 【段数】X 【层级覆盖】原理 / 宏观 / 微观 【与本文证据挂钩度】高 / 中 / 低 【可操作化程度】适中(不像管理世界那么具体) / 偏报告 / 偏空泛 【下一步】er-submission ```
Excerpt, first 3,022 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit 9b73efe
git clone https://github.com/brycewang-stanford/Awesome-Journal-Skills git -C Awesome-Journal-Skills checkout 9b73efe58ece
The author documents no install command, so this uses the repository directly. Our verdict covers commit 9b73efe58ece only.
Works in
The author has not said which agents this skill supports, and we have not tested it in any.
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
9b73efe58ece
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Questions about Er Policy Implication
What does the Er Policy Implication skill do?
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Sources
- github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/E — the audited source at commit 9b73efe58ece and every finding aboveObserved · 25 Oct 2026
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- What does the Er Policy Implication skill do?
- Is Er Policy Implication safe to install?
- What can Er Policy Implication access on my machine?