Exploratory Data Analysis
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
Agent skill
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when the theoretical argument is the bottleneck for a Journal of Management (JOM) manuscript — building constructs, mechanisms, boundary conditions, and a priori hypotheses…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-theory-development --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-Management-Skills/skills/jmgmt-theory-development .claude/skills/jmgmt-theory-development && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "jmgmt-theory-development" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-theory-development into .claude/skills/jmgmt-theory-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-theory-development", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-theory-developmentType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-theory-development --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Journal-of-Management-Skills/skills/jmgmt-theory-development .agents/skills/jmgmt-theory-development && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jmgmt-theory-development" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-theory-development into .agents/skills/jmgmt-theory-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-theory-development", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-theory-development --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Journal-of-Management-Skills/skills/jmgmt-theory-development .cursor/skills/jmgmt-theory-development && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "jmgmt-theory-development" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-theory-development into .cursor/skills/jmgmt-theory-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-theory-development", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Journal-of-Management-Skills/skills/jmgmt-theory-development--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-theory-development --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Journal-of-Management-Skills/skills/jmgmt-theory-development .gemini/skills/jmgmt-theory-development && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "jmgmt-theory-development" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-theory-development into .gemini/skills/jmgmt-theory-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-theory-development", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-theory-developmentInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Journal-of-Management-Skills/skills/jmgmt-theory-development .github/skills/jmgmt-theory-development && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "jmgmt-theory-development" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-theory-development into .github/skills/jmgmt-theory-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-theory-development", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-theory-development --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Journal-of-Management-Skills/skills/jmgmt-theory-development .opencode/skills/jmgmt-theory-development && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "jmgmt-theory-development" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-theory-development into .opencode/skills/jmgmt-theory-development/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-theory-development", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
jmgmt-theory-developmentA skill your agent uses when the theoretical argument is the bottleneck for a Journal of Management (JOM) manuscript — building constructs, mechanisms, boundary conditions, and a priori hypotheses…
Jmgmt Theory Development is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the theoretical argument is the bottleneck for a Journal of Management (JOM) manuscript — building constructs, mechanisms, boundary conditions, and a priori hypotheses (or a review's organizing framework). Constructs the theory; it does not run the analysis (jmgmt-data-analysis) or write the contribution paragraph (jmgmt-contribution-framing).
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Data analysis. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Jmgmt Theory Development loads about 1.7k tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 818 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 818 words, ~1,711 tokens.
.claude/skills/jmgmt-theory-development/SKILL.md (or your agent's skills folder).JOM publishes empirical, theoretical, and review work, but in every case the theoretical contribution is the gate. For an empirical paper, each hypothesis must be derived from an articulated mechanism, before the results are known, and a reader should finish the front end understanding why the effect occurs and under what conditions it strengthens or reverses. For a meta-analysis, the synthesis must be organized by theory so that moderators adjudicate competing accounts — JOM does not reward a coefficient census. For a systematic review (Review Issue), the deliverable is an integrative framework plus a forward agenda; a chronological catalogue is desk-rejected.
For each focal hypothesis, write the explicit chain — do not skip steps:
State the level of analysis explicitly (individual, team, firm) and keep the theory at the level where the mechanism operates; flag cross-level mediation as such. Draw a theoretical-model figure (boxes and arrows) that maps one-to-one to the hypotheses.
JOM (and its sibling research-methods reviewers) is unusually alert to construct proliferation and jangle/jingle problems. Before adding a construct, show: a clear conceptual definition, its dimensionality, where it sits in the nomological net, and how it is distinct from neighboring constructs already in the literature. A new construct with no discriminant story is a liability, not a contribution.
Consider a claim that CEO humility raises firm innovation. A bald version states the sign and cites a humility paper. A JOM-grade version writes the chain: antecedent (CEO humility) → mechanism (humility lowers status threat among the top management team, so members voice dissenting ideas — name the process: legitimates upward voice) → outcome (innovation, at the firm level) → form (positive, possibly attenuating at very high levels as decisiveness suffers) → boundary (the effect is stronger under environmental dynamism, because dissent is more valuable when the future is uncertain). Now mediation (TMT voice) and moderation (dynamism) are theorized a priori, the level shifts (individual trait → firm outcome) are explicit, and a rival account (humility is just agreeableness) can be named and addressed — the difference between a desk reject and a contribution.
【Article type】empirical / meta-analysis / review
【Focal theory】... (process verb: ...)
【H1 (focal effect)】antecedent → mechanism → outcome; direction/form; level
【H2 (mechanism/mediation)】...
【H3+ (boundary/moderation)】reason the slope changes
【Construct check】new construct? discriminant story: ...
【Rival explanation addressed】...
【HARKing check】hypotheses fixed before analysis? yes/no
【Model figure / framework】matches hypotheses one-to-one? yes/no
【Next step】jmgmt-literature-positioning© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in Journal-of-Management-Skills/skills/jmgmt-theory-development of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jmgmt Theory Development next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Jmgmt Theory Development this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Statistical Data Analysislingzhi227/agent-research-skills | 386 | — | ~886 | Automated safety check: Pass | None | |
| Q-EDA Exploratory AnalysisTyrealQ/q-skills | 108 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Diagnostic Study Quality Assessment Quadasaipoch/medical-research-skills | 2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| PyMC Bayesian Modelingdavila7/claude-code-templates | 32k | 11 repos | ~3.9k | Automated safety check: Pass | MIT |
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
lingzhi227/agent-research-skills
Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals.
TyrealQ/q-skills
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aipoch/medical-research-skills
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davila7/claude-code-templates
Builds, fits, checks and compares Bayesian models in PyMC, from priors and NUTS sampling to variational inference, LOO and WAIC comparison, and diagnostics.
davila7/claude-code-templates
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brycewang-stanford/Awesome-Journal-Skills
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Categories
A skill your agent uses when the theoretical argument is the bottleneck for a Journal of Management (JOM) manuscript — building constructs, mechanisms, boundary conditions, and a priori hypotheses…. Jmgmt Theory Development is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when the theoretical argument is the bottleneck for a Journal of Management (JOM) manuscript — building constructs, mechanisms, boundary conditions, and a priori hypotheses (or a review's organizing framework).
Jmgmt Theory Development fits situations like: the theoretical argument is the bottleneck for a Journal of Management (JOM) manuscript — building constructs; boundary conditions; A priori hypotheses (or a reviews organizing framework).
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a claude-code`. Or copy the skill folder (Journal-of-Management-Skills/skills/jmgmt-theory-development in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jmgmt-theory-development in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a codex`. Or copy the skill folder (Journal-of-Management-Skills/skills/jmgmt-theory-development in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jmgmt-theory-development in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-theory-development -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jmgmt-theory-development, .gemini/skills/jmgmt-theory-development, .github/skills/jmgmt-theory-development and .opencode/skills/jmgmt-theory-development in your project.
SKILL.md names no scripts, command-line tools or credentials: Jmgmt Theory Development is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Jmgmt Theory Development is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Jmgmt Theory Development: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Statistical Data Analysis (lingzhi227/agent-research-skills, 386 stars), Q-EDA Exploratory Analysis (TyrealQ/q-skills, 108 stars) and Diagnostic Study Quality Assessment Quadas (aipoch/medical-research-skills, 2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.