Agent skill

Msom Data Analysis

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when executing and reporting the analysis for a Manufacturing & Service Operations Management (M&SOM) manuscript — proving structural results and running numerical studies…

No licenceAuto-check passedData & Analytics

Install Msom Data Analysis

skills CLI
$ npx skills add franklee16/academic-research-skills --skill msom-data-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install franklee16/academic-research-skills msom-data-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-data-analysis .claude/skills/msom-data-analysis && rm -rf skills-src

Use ~/.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/

Facts

Skill name
msom-data-analysis
GitHub stars
223
Used in
1 other repo
Token cost
~1.1k tokens
SKILL.md length
418 words
Files
1
Skills in repo
1,616
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when executing and reporting the analysis for a Manufacturing & Service Operations Management (M&SOM) manuscript — proving structural results and running numerical studies…

  • Estimating and stress-testing identified effects for empirical work
  • SKILL.md covers When to trigger, Analytical work: proofs plus a…, Empirical work: identified… and Replicability policy (M&SOM /…, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Plus meeting M&SOMs data-and-code replicability policy

What it does

Msom Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Manufacturing & Service Operations Management (M&SOM) manuscript — proving structural results and running numerical studies for analytical work, or estimating and stress-testing identified effects for empirical work, plus meeting M&SOM's data-and-code replicability policy. Executes the analysis designed in msom-methods.

Its SKILL.md is about 1.1k 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 and Load testing. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Estimating and stress-testing identified effects for empirical work
  • Plus meeting M&SOMs data-and-code replicability policy

Example prompts

  • “/msom-data-analysis”

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    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.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Msom Data Analysis loads about 1.1k tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 418 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~98
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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.

Safety

Auto-check passed

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.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 418 words (~1,055 tokens).

“M&SOM's dominant tradition is analytical/stochastic modeling, so rigor is judged first on the proofs and then on a numerical study that does real work:”

— opening of SKILL.md by franklee16
name
msom-data-analysis

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-data-analysis of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Msom Data Analysis 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.

Msom Data Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Msom Data Analysis this skillfranklee16/academic-research-skills2231 repos~1.1kAutomated safety check: PassNone
Jfi Data Analysisbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.7kAutomated safety check: PassMIT
Jppm Data Analysisbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.8kAutomated safety check: PassMIT
Jams Methodsbrycewang-stanford/Awesome-Journal-Skills1.2k—~2.3kAutomated safety check: PassMIT
Jcp Methodsbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.7kAutomated safety check: PassMIT
Jmis Data Analysisbrycewang-stanford/Awesome-Journal-Skills1.2k—~2.5kAutomated safety check: PassMIT

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Questions about Msom Data Analysis

What does Msom Data Analysis do?

A skill your agent uses when executing and reporting the analysis for a Manufacturing & Service Operations Management (M&SOM) manuscript — proving structural results and running numerical studies…. Msom Data Analysis is an agent skill from franklee16/academic-research-skills. Use when executing and reporting the analysis for a Manufacturing & Service Operations Management (M&SOM) manuscript — proving structural results and running numerical studies for analytical work, or estimating and stress-testing identified effects for empirical work, plus meeting M&SOM's data-and-code replicability policy.

When should I use Msom Data Analysis?

Msom Data Analysis fits situations like: estimating and stress-testing identified effects for empirical work; plus meeting M&SOMs data-and-code replicability policy.

How do I install Msom Data Analysis in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill msom-data-analysis -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-data-analysis in franklee16/academic-research-skills) into .claude/skills/msom-data-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Msom Data Analysis in Codex?

Run `npx skills add franklee16/academic-research-skills --skill msom-data-analysis -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Manufacturing-and-Service-Operations-Management-Skills/skills/msom-data-analysis in franklee16/academic-research-skills) into .agents/skills/msom-data-analysis in your project. Codex loads it when a task matches its description.

Can I use Msom Data Analysis in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add franklee16/academic-research-skills --skill msom-data-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/msom-data-analysis, .gemini/skills/msom-data-analysis, .github/skills/msom-data-analysis and .opencode/skills/msom-data-analysis in your project.

What does Msom Data Analysis need to run?

SKILL.md names no scripts, command-line tools or credentials: Msom Data Analysis is instructions for the agent only.

Does Msom Data Analysis access the network?

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.

Is Msom Data Analysis safe to install?

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.

What licence does Msom Data Analysis use?

No licence was found for Msom Data Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Msom Data Analysis use?

About 1.1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Msom Data Analysis?

Skills that share tags, products or a category with Msom Data Analysis: Jfi Data Analysis (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jppm Data Analysis (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Jams Methods (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Jcp Methods (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Msom Data Analysis?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,616 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.