Use to sharpen a topic for 《中国工业经济》 (China Industrial Economics) — anchoring on a clean China-policy quasi-experiment, firm behavior, industrial organization, or the digital economy, backed by stylized facts and 3–5 marginal contributions. Use before drafting, when the research question or contribution is fuzzy.
SkillScore73Maintained
Automatic
◆Research pack
Last verified 9/1/2026
What it changes
Passed 16 of 22 test cases with the skill, and 7 of 22 without it.
Without skill32%
With skill73%
Checks it passed that the model alone missed
Output contains the section header 【选题领域】.
Output includes 【下一步】cie-literature-review.
Output classifies the domain under 【选题领域】产业组织.
and 14 more in the full report
10 fixed6 passed either way5 still failing1 broke
Pass-rate lift
+41 pp
Tokens
+23%
Agent turns
0%
Response time
-29%
Model gemini-3.6-flashMeasured 9/1/2026v116 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 10
Prompt
拟研究过剩产能清理政策对僵尸企业退出的因果效应，通过建立多时点 DID 模型识别。请评估这一选题在研究类型上的归类，并列举 3 条白名单规范的具体边际贡献拟写方式。
What was checked, without and with the skill
Checked
Without skill
With skill
Output classifies the topic domain under 【选题领域】政策准实验.
Missed
Passed
Output writes marginal contributions explicitly using whitelist patterns with clear mechanisms, data, or metrics contrasting with prior studies.
Passed
Passed
case-11 · gemini-3.6-flash · 9/1/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
Use when shaping or sharpening a 《经济学(季刊)》 (China Economic Quarterly, CEQ) research question — turning data/correlation into a clean causal, model-able, internationally-legible topic that a field economist can recognize as a contribution. Use before literature review and identification.