Meridian MMM Model Building
google/meridian
Takes a user through building a Meridian marketing mix model, from loading CSV data and mapping columns to running EDA, fitting and saving the model.
A skill your agent uses when writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result or empirical finding into a decision-relevant…
Install Mgsci Contribution Framing
$ npx skills add franklee16/academic-research-skills --skill mgsci-contribution-framing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install franklee16/academic-research-skills mgsci-contribution-framing --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/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing .claude/skills/mgsci-contribution-framing && 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 "mgsci-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing into .claude/skills/mgsci-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mgsci-contribution-framing", 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/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framingType 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 franklee16/academic-research-skills --skill mgsci-contribution-framing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install franklee16/academic-research-skills mgsci-contribution-framing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing .agents/skills/mgsci-contribution-framing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mgsci-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing into .agents/skills/mgsci-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mgsci-contribution-framing", 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 franklee16/academic-research-skills --skill mgsci-contribution-framing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install franklee16/academic-research-skills mgsci-contribution-framing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing .cursor/skills/mgsci-contribution-framing && 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 "mgsci-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing into .cursor/skills/mgsci-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mgsci-contribution-framing", 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/franklee16/academic-research-skills.git --path Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing--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 franklee16/academic-research-skills --skill mgsci-contribution-framing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install franklee16/academic-research-skills mgsci-contribution-framing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing .gemini/skills/mgsci-contribution-framing && 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 "mgsci-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing into .gemini/skills/mgsci-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mgsci-contribution-framing", 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 franklee16/academic-research-skills mgsci-contribution-framingInstalls 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 franklee16/academic-research-skills --skill mgsci-contribution-framing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing .github/skills/mgsci-contribution-framing && 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 "mgsci-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing into .github/skills/mgsci-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mgsci-contribution-framing", 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 franklee16/academic-research-skills --skill mgsci-contribution-framing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install franklee16/academic-research-skills mgsci-contribution-framing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing .opencode/skills/mgsci-contribution-framing && 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 "mgsci-contribution-framing" agent skill from https://github.com/franklee16/academic-research-skills/tree/master/Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing into .opencode/skills/mgsci-contribution-framing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mgsci-contribution-framing", 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.
Facts
- Skill name
mgsci-contribution-framing- GitHub stars
- 223
- Used in
- 1 other repo
- Token cost
- ~864 tokens
- SKILL.md length
- 379 words
- Files
- 1
- Skills in repo
- 1,617
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result or empirical finding into a decision-relevant…
- Works in 3 steps: What is new. The specific result — a new… → Why it is decision-relevant. Which… → Why it travels. What a reader in a…
- Writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result
- SKILL.md covers When to trigger, The Management Science…, Make the fit case explicit and Calibrate magnitude honestly, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Mgsci Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result or empirical finding into a decision-relevant insight that travels across departments, and showing why it belongs in Management Science rather than a sister INFORMS journal. It frames the "so what"; it does not run the analysis (mgsci-data-analysis) or position the literature (mgsci-literature-positioning).
Its SKILL.md is about 860 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: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.
When your agent uses it
- Writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result
- Empirical finding into a decision-relevant insight that travels across departments
- Showing why it belongs in Management Science rather than a sister INFORMS journal
Example prompts
- “so what”
- “/mgsci-contribution-framing”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- What is new. The specific result — a new optimal policy / equilibrium property / identified causal effect / mechanism — stated as a claim…
- Why it is decision-relevant. Which managerial or policy decision changes, and in which direction, because of it. This is the "managerial…
- Why it travels. What a reader in a different Department learns from it. Cross-department reach is what distinguishes a Management Science…
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
Mgsci Contribution Framing loads about 864 tokens when it runs. Until then it costs about 116 tokens; SKILL.md has 379 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.
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 379 words (~864 tokens).
“Management Science's unifying bar is rigor plus a demonstrated contribution to management/business decision-making that travels across departments. A correct proof or a clean estimate is necessary but not sufficient — the paper must say, in plain words, what decision-relevant insight…”
- name
- mgsci-contribution-framing
Files
Just SKILL.md in Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing 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
Mgsci Contribution Framing 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 |
|---|---|---|---|---|---|---|
| Mgsci Contribution Framing this skillfranklee16/academic-research-skills | 223 | 1 repos | ~864 | Automated safety check: Pass | None | |
| Meridian MMM Model Buildinggoogle/meridian | 1.6k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | |
| 13 Data Analysis Globalminhnv0807/ai-business-skills | 609 | — | ~4k | Automated safety check: Pass | MIT | |
| Twitter Searchsundial-org/awesome-openclaw-skills | 663 | — | ~2.3k | Automated safety check: Pass | None | |
| Jcp Contribution Framingbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Jcp Tables Figuresbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.3k | Automated safety check: Pass | MIT |
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- Official
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Advanced Twitter search and social media data analysis. An agent skill from sundial-org/awesome-openclaw-skills.
Jcp Contribution Framing
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when sharpening the one-sentence contribution of a Journal of Consumer Psychology (JCP) manuscript so the novelty reads as a psychological PROCESS, not an effect.
Jcp Tables Figures
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A skill your agent uses when building the exhibits for a Journal of Consumer Psychology (JCP) manuscript — condition-means tables, mediation/moderation path figures, interaction plots, and…
Jfqa Workflow
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Related
Categories
Questions about Mgsci Contribution Framing
What does Mgsci Contribution Framing do?
A skill your agent uses when writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result or empirical finding into a decision-relevant…. Mgsci Contribution Framing is an agent skill from franklee16/academic-research-skills. Use when writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result or empirical finding into a decision-relevant insight that travels across departments, and showing why it belongs in Management Science rather than a sister INFORMS journal.
When should I use Mgsci Contribution Framing?
Mgsci Contribution Framing fits situations like: writing the explicit contribution statement for a Management Science (INFORMS) manuscript — turning an analytical result; empirical finding into a decision-relevant insight that travels across departments; showing why it belongs in Management Science rather than a sister INFORMS journal.
How do I install Mgsci Contribution Framing in Claude Code?
Run `npx skills add franklee16/academic-research-skills --skill mgsci-contribution-framing -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing in franklee16/academic-research-skills) into .claude/skills/mgsci-contribution-framing in your project. Claude Code loads it when a task matches its description.
How do I install Mgsci Contribution Framing in Codex?
Run `npx skills add franklee16/academic-research-skills --skill mgsci-contribution-framing -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Management-Science-Skills/skills/mgsci-contribution-framing in franklee16/academic-research-skills) into .agents/skills/mgsci-contribution-framing in your project. Codex loads it when a task matches its description.
Can I use Mgsci Contribution Framing 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 mgsci-contribution-framing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mgsci-contribution-framing, .gemini/skills/mgsci-contribution-framing, .github/skills/mgsci-contribution-framing and .opencode/skills/mgsci-contribution-framing in your project.
What does Mgsci Contribution Framing need to run?
SKILL.md names no scripts, command-line tools or credentials: Mgsci Contribution Framing is instructions for the agent only.
Does Mgsci Contribution Framing 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 Mgsci Contribution Framing 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 Mgsci Contribution Framing use?
No licence was found for Mgsci Contribution Framing or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Mgsci Contribution Framing use?
About 864 tokens (SKILL.md is roughly 3.5k 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 Mgsci Contribution Framing?
Skills that share tags, products or a category with Mgsci Contribution Framing: Meridian MMM Model Building (google/meridian, 1.6k stars), 13 Data Analysis Global (minhnv0807/ai-business-skills, 609 stars), Twitter Search (sundial-org/awesome-openclaw-skills, 663 stars) and Jcp Contribution Framing (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 Mgsci Contribution Framing?
franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 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.