Exploratory Data Analysis
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
A skill your agent uses when research design and measurement are the bottleneck for a Journal of Management (JOM) manuscript — matching design to the theoretical claim, construct validity…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-methods -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-methods --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-methods .claude/skills/jmgmt-methods && 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-methods" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-methods into .claude/skills/jmgmt-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-methods", 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-methodsType 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-methods -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-methods --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-methods .agents/skills/jmgmt-methods && 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-methods" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-methods into .agents/skills/jmgmt-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-methods", 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-methods -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-methods --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-methods .cursor/skills/jmgmt-methods && 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-methods" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-methods into .cursor/skills/jmgmt-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-methods", 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-methods--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-methods -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-methods --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-methods .gemini/skills/jmgmt-methods && 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-methods" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-methods into .gemini/skills/jmgmt-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-methods", 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-methodsInstalls 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-methods -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-methods .github/skills/jmgmt-methods && 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-methods" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-methods into .github/skills/jmgmt-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-methods", 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-methods -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-methods --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-methods .opencode/skills/jmgmt-methods && 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-methods" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-methods into .opencode/skills/jmgmt-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-methods", 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-methodsA skill your agent uses when research design and measurement are the bottleneck for a Journal of Management (JOM) manuscript — matching design to the theoretical claim, construct validity…
Jmgmt Methods is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when research design and measurement are the bottleneck for a Journal of Management (JOM) manuscript — matching design to the theoretical claim, construct validity, common-method bias, endogeneity, multilevel structure, and (for meta-analyses) coding/artifact corrections. Designs the study; it does not run the estimation (jmgmt-data-analysis).
Its SKILL.md is about 2.1k 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.
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 Methods loads about 2.1k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 881 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). 881 words, ~2,075 tokens.
.claude/skills/jmgmt-methods/SKILL.md (or your agent's skills folder).JOM welcomes all empirical methods — survey, experiment, archival panel, multilevel field study, qualitative, and meta-analysis — and judges on fit and rigor, not a preferred method. JOM's research-methods identity (it explicitly covers research methods and runs methods-focused reviews) means design choices are scrutinized closely.
| Theoretical claim | Design that earns it |
|---|---|
| Causal effect of a manipulable cause | Experiment (lab/online/field), or natural experiment |
| Process unfolding over time | Multi-wave panel; longitudinal/lagged design |
| Firm/strategy outcome from archival cause | Panel archival with fixed effects + an endogeneity strategy |
| Cross-level mechanism (team→individual) | Multilevel/nested data analyzed with HLM, not OLS |
| Synthesis across a literature | Meta-analysis with a pre-registered coding protocol |
A two-study design (field study for generalizability + experiment for the causal mechanism) is a recognized JOM strength — it buys internal and external validity at once.
JOM rewards study programs that triangulate rather than merely accumulate. A canonical pairing is a field study (external validity, real outcomes) plus an experiment (causal mechanism, manipulation of the antecedent). Decide what each study is for — generalizability, causal identification, or mechanism evidence — and make sure together they license the central claim. A second study that merely re-runs the first in a new sample adds length without adding inferential leverage, and the 50-page limit punishes it.
For the empirical / causal lane, estimate and audit rather than only specify. Full
map: execution-with-mcp. Journal of Management covers empirical management broadly (including meta-analysis); the chain below serves primary causal / panel work.
detect_design → recommend → fit with as_handle=true → audit_result to
enumerate the checks the design owes.callaway_santanna / sun_abraham + bacon_decompositionhonest_did_from_result. IV: effective_f_test + anderson_rubin_ci. RDD:
rdrobust + mccrary_test.romano_wolf for the many-outcome
family-wise correction reviewers expect.Match the toolchain to the reviewer pool, and report the effect size the venue wants. A run end-to-end (synthetic data, real returns) is in the JF execution walkthrough.
【Design】experiment / panel-archival / multilevel survey / qualitative / meta-analysis
【Hypothesis-design fit】each H testable? notes ...
【CMB plan】procedural remedies ...
【Endogeneity strategy】instrument / NE / FE / DiD / matching ...
【Measures】validated? new (piloted)? CFA + discriminant?
【Levels】theory / measurement / analysis aligned? aggregation (ICC, r_wg) ...
【Power & sampling】frame, N, power for interactions ...
【Meta only】coding / agreement / artifact model / bias checks ...
【Next step】jmgmt-data-analysis© 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-methods of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jmgmt Methods 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 Methods this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Statistical Data Analysislingzhi227/agent-research-skills | 384 | — | ~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 | 12 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
Runs exploratory data analysis on tabular data after you confirm each column's measurement level, then writes CSV tables and a narrative summary.
aipoch/medical-research-skills
Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.
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
Queries the openFDA API from Python for drug, device, food and veterinary data: adverse events, recalls, labels, approvals, NDC and UNII lookups.
brycewang-stanford/Awesome-Journal-Skills
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brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when research design and measurement are the bottleneck for a Journal of Management (JOM) manuscript — matching design to the theoretical claim, construct validity…. Jmgmt Methods is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when research design and measurement are the bottleneck for a Journal of Management (JOM) manuscript — matching design to the theoretical claim, construct validity, common-method bias, endogeneity, multilevel structure, and (for meta-analyses) coding/artifact corrections.
Jmgmt Methods fits situations like: research design and measurement are the bottleneck for a Journal of Management (JOM) manuscript — matching design to the theoretical claim; construct validity; common-method bias; multilevel structure.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-methods -a claude-code`. Or copy the skill folder (Journal-of-Management-Skills/skills/jmgmt-methods in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jmgmt-methods in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-methods -a codex`. Or copy the skill folder (Journal-of-Management-Skills/skills/jmgmt-methods in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jmgmt-methods 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-methods -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-methods, .gemini/skills/jmgmt-methods, .github/skills/jmgmt-methods and .opencode/skills/jmgmt-methods in your project.
SKILL.md names no scripts, command-line tools or credentials: Jmgmt Methods 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 Methods is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.3k 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 Methods: Exploratory Data Analysis (spacering-net/codeg, 3.8k stars), Statistical Data Analysis (lingzhi227/agent-research-skills, 384 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 1,219 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.