Use when the heterogeneity analysis of a 《中国工业经济》 (China Industrial Economics) manuscript is thin — only one crude cut (e.g. east/central/west). Pushes multi-dimensional cuts (ownership, size, industry, factor intensity, market structure, region) each tied to an economic interpretation, not just a significant subsample.
SkillScore74Maintained
Automatic
◆Research pack
Last verified 9/1/2026
What it changes
Passed 17 of 23 test cases with the skill, and 12 of 23 without it.
Without skill52%
With skill74%
Checks it passed that the model alone missed
Includes tag 【已切维度】.
Includes tag 【组间差异检验】.
Includes tag 【下一步】cie-robustness.
and 4 more in the full report
7 fixed10 passed either way4 still failing2 broke
Pass-rate lift
+22 pp
Tokens
+24%
Agent turns
0%
Response time
-15%
Model gemini-3.6-flashMeasured 9/1/2026v117 of 23 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.