research by brycewang-stanford
《劳动经济研究》投稿(studies-in-labor-economics) brycewang-stanford/studies-in-labor-economics
Use when targeting 《劳动经济研究》(Studies in Labor Economics) or deciding whether a Chinese social-science/econ/management manuscript fits this journal. Applies the journal's fit, framing, method, house-style, official-submission-check, and desk-reject heuristics.
What it changes View full report → Passed 17 of 23 test cases with the skill, and 6 of 23 without it.
Without skill 26%
With skill 74%
Checks it passed that the model alone missed Uses the standard bracketed submission diagnosis format. Includes official source checking requirement in the output. Uses the bracketed header output format starting with 【匹配度】.and 8 more in the full report
11 fixed6 passed either way6 still failing0 broke
Pass-rate lift +48 pp
Tokens +20%
Agent turns 0%
Response time -13% Model gemini-3.6-flashMeasured 9/1/2026 v1 17 of 23 cases passed with skill
Use this skill Claude Code DecimalAI agent CLI & files
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-studies-in-labor-economics/SKILL.md https://app.decimal.ai/s/brycewang-stanford-studies-in-labor-economics/SKILL.md Copy command Copy SKILL.md
Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-studies-in-labor-economics, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"
Linked stays up to date: your agents get the author's new versions automatically.
Editable copy is yours to change; the author's updates won't reach it.
Install linked skill Create editable copy
1 · One-time — install the CLI (
docs ↗ )
$ pip install "decimalai>=0.15"Copy
2 · Get the skill — writes .agents/skills/brycewang-stanford-studies-in-labor-economics/ and pins it in .decimal/skills.lock
$ decimalai skills add brycewang-stanford-studies-in-labor-economicsCopy
Copy link Copy README badge Copy SKILL.md No CLI? Get the same file — curl · raw file $ curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-studies-in-labor-economics/SKILL.md https://app.decimal.ai/s/brycewang-stanford-studies-in-labor-economics/SKILL.mdCopy
Safety checks: 3 of 3 passed
Code scan Clean Intent Passed Content Clean
Overview Benchmark Contents Activity Versions 1 Ratings 0
See it in action One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
Prompt 我撰写了一篇关于城市青年阶层认同、宗族社会资本与同乡互助关系的论文,研究重点在于社会网络建构与身份认同的社会学学理机制,缺乏劳动力市场因果识别。请评估投《劳动经济研究》的适配度并给出改投建议。
What was checked, without and with the skill Checked Without skill With skill Recommends redirecting sociology-focused network mechanism papers to Sociological Studies (《社会学研究》). Missed PassedIdentifies lack of labor economics identification mechanism as the primary fit issue. Passed Passed
Show both answers
What's inside The instructions your model reads when the skill loads.
SKILL.md 77 lines single file
《劳动经济研究》投稿(studies-in-labor-economics)
期刊定位
劳动经济学专业刊,适合就业、工资、技能、人口、社会保障和劳动关系研究。
这个 skill 是定位 / 选刊 / 改写框架 工具,不替代该刊最新官方投稿须知。正式投稿前必须重新核对官网、采编系统或编辑部发布的最新模板。
触发时机
用户明确说目标期刊是《劳动经济研究》或 Studies in Labor Economics
稿件主题接近本刊,但不确定问题意识、方法强度和读者对象是否匹配
需要把一篇通用中文经管稿改写成《劳动经济研究》更容易接受的叙事
投稿前需要列出本刊高频拒稿风险和改投方向
选题偏好
就业、工资、劳动力流动和技能形成
人口老龄化、家庭决策和社保制度
企业用工、平台劳动和劳动权益
方法与证据
劳动供给、就业、工资、技能、社会保障和人口结构是核心
常用微观调查、行政数据、政策试点、DID/IV/RDD、事件史或分解方法
识别要处理选择进入、迁移、地区趋势和生命周期差异
结构与写作
机制落到劳动市场摩擦、技能形成、企业用工、家庭决策或制度保障
异质性要按性别、年龄、教育、户籍、行业和地区解释
政策含义面向就业、社保、培训和收入分配制度
路由防误投
本刊快速定位属于“劳动与社会政策”通道;只有当稿件的核心贡献满足“劳动就业、工资、人力资本、社保或劳动市场制度必须是核心贡献”时,才把 《劳动经济研究》 作为首选。
相近 profile 先比较:soft-science(《软科学》) / south-china-journal-of-economics(《南方经济》) / studies-in-science-of-science(《科学学研究》) / studies-of-financial-economics(《金融经济学研究》)。若这些刊物的读者对象更贴近,不要因为名称、地区或变量相似而强行投本刊。
常见误投:若只是企业绩效或宏观政策,比较管理或综合经济刊。 正式建议前仍需进入官方核验清单。
官方核验清单
Track record Benchmark 17 / 23
test cases passed, vs 6 / 23 without
Adoption
Users 0
Times used 0 View activity → Safety and source details
SkillSafety ✓ 3 of 3 passed ✓ Code scan 15 of 15 checks clean
0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026
View 15 scanner checks live_secret remote_code_execution reverse_shell data_exfiltration ssrf_metadata agent_snooping anti_refusal destructive_commands obfuscated_unicode unicode_homoglyph opaque_blob suspicious_url tool_overreach trigger_abuse prompt_injection_phrasing
✓ Intent Safe
LLM judge · does the skill do what it claims
✓ Content Clean
LLM judge · policy & harmful-content review
Source Imported brycewang-stanford / awesome-journal-skills
Chinese-SocialScience-Journal-Skills/skills/studies-in-labor-economics/SKILL.md
View on GitHub ↗ License MITImported 8/10/2026Version v1