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表格与图形（cie-tables-figures） · brycewang-stanford | DecimalAI

documentationby brycewang-stanford

表格与图形（cie-tables-figures）

brycewang-stanford/cie-tables-figures

Source brycewang-stanford/awesome-journal-skills ↗License MIT

Use when finalizing regression tables and figures for a 《中国工业经济》 (China Industrial Economics) manuscript. Enforces three-line tables, footnote conventions, column discipline, event-study/figure aesthetics — and the journal's hallmark requirement that every key table is followed by an economic-magnitude interpretation, not just significance stars.

SkillScore91Maintained

Automatic

Research pack

Last verified 8/31/2026

What it changes

Passed 21 of 23 test cases with the skill, and 14 of 23 without it.

Without skill61%

With skill91%

Checks it passed that the model alone missed

Includes cie-policy-implication in the 【下一步】 section tag.
Requires standard errors to be placed in parentheses below coefficients.
Requires font selection of Songti (宋体) or Times New Roman at 9 to 11 pt.

and 9 more in the full report

9 fixed12 passed either way0 still failing2 broke

Pass-rate lift: +30 pp
Tokens: +56%
Agent turns: 0%
Response time: -9%

Model gemini-3.6-flashMeasured 8/31/2026v121 of 23 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cie-tables-figures/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cie-tables-figures/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-cie-tables-figures, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/brycewang-stanford-cie-tables-figures/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-cie-tables-figures

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cie-tables-figures/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cie-tables-figures/SKILL.md

Raw file: /s/brycewang-stanford-cie-tables-figures/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-cie-tables-figures.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

请对我们提交给《中国工业经济》的一份关于数字经济与制造业集聚的表格及图片进行诊断。主表有 5 列，三线表无竖线，表后写了占均值比重，变量定义表给出了公式和 CSMAR 数据库来源，事件研究图带 95% CI 和虚线且为 300dpi。请按期刊诊断格式输出终审诊断记录。

What was checked, without and with the skill
Checked	Without skill	With skill
Outputs summary using exact tags: 【主表列数】, 【三线表合规】, 【经济量级解读】, 【变量定义】, 【事件研究图】, and 【下一步】cie-policy-implication.	Missed	Passed

case-19 · gemini-3.6-flash · 8/31/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md124 linessingle file

表格与图形（cie-tables-figures）

触发时机

主表 8 列以上 / 信息密度过高
表后只说"显著为正"，不报经济量级
表格有竖线、边框、阴影，或直接截图 Stata/R 输出

本刊招牌要求：报量级，不只报显著性

主回归表后必须有经济含义解读：系数对应的实际变化量、占被解释变量均值/标准差的比重。投稿指南要求"实证结果解释要有深度，与理论分析相呼应"，并坚决避免"模型、实证与政策两张皮"。

写法示例："政策使处理组企业研发投入提高 0.045，相当于样本均值的 6.8%（0.045/0.66），经济意义显著。"——不能只说"在 1% 水平显著为正"。

三线表规范

表 3  低碳城市试点对企业全要素生产率的影响
═══════════════════════════════════════════
                  (1)      (2)      (3)
变量             TFP_OP   TFP_OP   TFP_LP
───────────────────────────────────────────
Treat×Post     0.045***  0.038***  0.041***
              (0.012)   (0.011)   (0.013)
───────────────────────────────────────────
控制变量          否       是       是
企业固定效应       是       是       是
年份固定效应       是       是       是
观测值          52,341   52,341   52,341
R²               0.61     0.67     0.66
═══════════════════════════════════════════
注：括号内为聚类于城市层面的稳健标准误；
***、**、* 分别表示 1%、5%、10% 显著水平。

严守约束

主表不超过 6 列（极端 7 列，绝不 8 列）
三线表：顶/底线粗、中线细，无竖线、无阴影
系数下方括号内为标准误（不用 t/z 值）；显著性统一 *** ** *

Track record

Benchmark

21 / 23

test cases passed, vs 14 / 23 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / awesome-journal-skills

China-Industrial-Economics-Skills/skills/cie-tables-figures/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

brycewang-stanford/acr-tables-figuresUse when finalizing tables and figures for a 《会计研究》 (Accounting Research) manuscript — keeping the main table lean, reporting coefficients with the right precision, and interpreting economic magnitude (not just significance stars) for accounting measures. Use after robustness is settled.Close match+23 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

表格与图形（cie-tables-figures）

触发时机

本刊招牌要求：报量级，不只报显著性

三线表规范

严守约束

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills