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 exhibits are the bottleneck for a Journal of Management (JOM) manuscript — the means/SD/correlation table, CFA/SEM and HLM result tables, the theoretical-model figure…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-tables-figures -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-tables-figures --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-tables-figures .claude/skills/jmgmt-tables-figures && 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-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-tables-figures into .claude/skills/jmgmt-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-tables-figures", 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-tables-figuresType 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-tables-figures -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-tables-figures --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-tables-figures .agents/skills/jmgmt-tables-figures && 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-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-tables-figures into .agents/skills/jmgmt-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-tables-figures", 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-tables-figures -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-tables-figures --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-tables-figures .cursor/skills/jmgmt-tables-figures && 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-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-tables-figures into .cursor/skills/jmgmt-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-tables-figures", 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-tables-figures--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-tables-figures -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jmgmt-tables-figures --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-tables-figures .gemini/skills/jmgmt-tables-figures && 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-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-tables-figures into .gemini/skills/jmgmt-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-tables-figures", 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-tables-figuresInstalls 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-tables-figures -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-tables-figures .github/skills/jmgmt-tables-figures && 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-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-tables-figures into .github/skills/jmgmt-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-tables-figures", 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-tables-figures -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-tables-figures --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-tables-figures .opencode/skills/jmgmt-tables-figures && 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-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Management-Skills/skills/jmgmt-tables-figures into .opencode/skills/jmgmt-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jmgmt-tables-figures", 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-tables-figuresA skill your agent uses when exhibits are the bottleneck for a Journal of Management (JOM) manuscript — the means/SD/correlation table, CFA/SEM and HLM result tables, the theoretical-model figure…
Jmgmt Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when exhibits are the bottleneck for a Journal of Management (JOM) manuscript — the means/SD/correlation table, CFA/SEM and HLM result tables, the theoretical-model figure, interaction plots, and meta-analytic forest/funnel plots, all in APA style and under the 50-page guillotine. Builds exhibits; it does not run the analysis (jmgmt-data-analysis).
Its SKILL.md is about 1.9k 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.
6 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 Tables Figures loads about 1.9k tokens when it runs. Until then it costs about 94 tokens; SKILL.md has 921 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). 921 words, ~1,862 tokens.
.claude/skills/jmgmt-tables-figures/SKILL.md (or your agent's skills folder).JOM follows APA (7th) style, and reviewers (many of them methodologists) expect a conventional, scannable exhibit set:
Because the 50-page limit counts tables and figures (检索于 2026-06;以官网为准), every exhibit competes with text. Tactics: merge the descriptives and correlations into one Table 1; move secondary robustness tables and the full CFA item list to the online supplement; keep only exhibits that carry a hypothesis test or the model itself in the main paper. Cut any table the text fully narrates.
A methodologically literate reviewer scans the exhibits before the prose to sanity-check the claims. They will: (a) confirm the diagonal of Table 1 carries reliabilities and that no inter-construct correlation is so high it threatens discriminant validity; (b) check that the squared focal correlation is consistent with the structural coefficient (a large path with a near-zero correlation is a red flag); (c) verify the hypothesis table's degrees of freedom and N match the sample described in methods; and (d) confirm every interaction in the hypothesis table also appears as a plot. Build exhibits anticipating exactly this scan, so the numbers cross-validate each other.
For a JOM meta-analysis the exhibits are the evidence. The moderator table should report, per moderator level: k, total N, the artifact-corrected mean effect, its 95% CI, the 80% credibility interval, and a heterogeneity statistic (I² or Q). A forest plot orders effects so the reader sees the spread; a funnel plot (with trim-and-fill or PET-PEESE overlay) shows the bias picture. Tie each moderator row back to the competing theory it tests, so the table reads as a theory adjudication rather than a coefficient list.
In a JOM empirical paper the model figure is the single most consulted exhibit: reviewers use it to check that the hypotheses, the methods, and the results all line up. Draw it so the antecedent, mechanism (mediator), moderator, and outcome are each a labeled box; put the hypothesis number on each path; and show the moderator entering on the path it is theorized to qualify, not floating beside it. If a path in the figure has no corresponding hypothesis, or a hypothesis has no path, a reviewer will read it as sloppiness about the theory. Keep control variables out of the figure.
Generate exhibits from the fitted result, not by retyping numbers (the usual source of
body-vs-appendix drift). Full map: execution-with-mcp. Journal of Management covers empirical management broadly (including meta-analysis); the chain below serves primary causal / panel work.
etable (multi-model columns) or did_summary_to_latex straight from the
result_id.plot_from_result / enhanced_event_study_plot / event_study_table —
axis units and the SE/clustering note baked in.See a full fitted-result → exhibit chain in the JF execution walkthrough.
【Table 1】means/SD/reliabilities(diag)/correlations/N + note? [Y/N]
【CFA table】loadings/CR-ω/AVE/discriminant? [Y/N]
【Hypothesis table】focal effects findable; effect sizes + CIs? [Y/N]
【Model figure】one-to-one with H1…Hk, labeled? [Y/N]
【Interaction plots】every interaction plotted? [Y/N]
【Meta exhibits】forest + funnel + moderator table? [Y/N/NA]
【APA + grayscale + 50pp budget】compliant? [Y/N]
【Next step】jmgmt-writing-style© 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-tables-figures of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jmgmt Tables Figures 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 Tables Figures this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.9k | 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 | 390 | — | ~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 | 1.9k | — | ~1.4k | Automated safety check: Pass | MIT | |
| PyMC Bayesian Modelingdavila7/claude-code-templates | 33k | 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
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
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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 exhibits are the bottleneck for a Journal of Management (JOM) manuscript — the means/SD/correlation table, CFA/SEM and HLM result tables, the theoretical-model figure…. Jmgmt Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when exhibits are the bottleneck for a Journal of Management (JOM) manuscript — the means/SD/correlation table, CFA/SEM and HLM result tables, the theoretical-model figure, interaction plots, and meta-analytic forest/funnel plots, all in APA style and under the 50-page guillotine.
Jmgmt Tables Figures fits situations like: exhibits are the bottleneck for a Journal of Management (JOM) manuscript — the means/SD/correlation table; CFA/SEM and HLM result tables; the theoretical-model figure; interaction plots.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-tables-figures -a claude-code`. Or copy the skill folder (Journal-of-Management-Skills/skills/jmgmt-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jmgmt-tables-figures in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmgmt-tables-figures -a codex`. Or copy the skill folder (Journal-of-Management-Skills/skills/jmgmt-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jmgmt-tables-figures 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-tables-figures -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-tables-figures, .gemini/skills/jmgmt-tables-figures, .github/skills/jmgmt-tables-figures and .opencode/skills/jmgmt-tables-figures in your project.
SKILL.md names no scripts, command-line tools or credentials: Jmgmt Tables Figures 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 Tables Figures is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.4k 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 Tables Figures: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Statistical Data Analysis (lingzhi227/agent-research-skills, 390 stars), Q-EDA Exploratory Analysis (TyrealQ/q-skills, 108 stars) and Diagnostic Study Quality Assessment Quadas (aipoch/medical-research-skills, 1.9k 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 1,231 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.