Replication & Data Policy (jole-replication-and-data-policy) Agent Skill

Use when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the…

Context cost
1.3k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 5.3 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Use when assembling the data and code deposit for an accepted Journal of Labor Economics (JOLE) paper — the JOLE Dataverse Repository, the AER data-availability policy (adopted Feb 2009), and proprietary-data handling. Builds the replication package; it does not run analysis.

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

data science

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md5.3 kB · preview
--- name: jole-replication-and-data-policy ---
6# Replication & Data Policy (jole-replication-and-data-policy)
7
8## When to trigger
9
10- Your JOLE paper is accepted (or about to be) and you must deposit data and code
11- Your data are proprietary or restricted and you need to handle the policy correctly
12- You want to build the replication package as you go, not scramble at acceptance
13- A referee or editor asks how the results can be reproduced
14
15## JOLE's actual data policy
16
17JOLE publishes papers containing **empirical, simulation, or experimental** results **only if the data are clearly documented and readily available for replication.** The mechanics:
18
19- **Deposit target:** after acceptance, authors upload **data, programs, and sufficient documentation to permit replication (in electronic form) to JOLE's Dataverse Repository — prior to publication.** The deposit is part of the path to print, not an optional extra.
20- **Minimum for econometric / simulation papers:** the **dataset(s)** and the **programs used to run the final models**, plus a **description of how intermediate datasets and programs were used to build the final dataset** from the raw inputs. In other words, document the full chain from raw data to estimation, not just the last regression.
21- **Policy lineage:** JOLE **adopted the AER (American Economic Review) data-availability policy in February 2009**, applying to articles submitted after that date. If you know the AER/AEA model, JOLE's expectations will be familiar.
22- **Proprietary or restricted data:** authors must **notify the editor at submission** if the data are proprietary or the requirements otherwise cannot be met. Do not wait until acceptance to disclose this — flag it in the cover letter (see jole-submission, jole-review-process). Even with restricted data, you are generally expected to provide the **programs** and enough documentation for a qualified replicator to reproduce results given access.
23- **Ethics:** operate under UChicago Press / COPE guidelines, with explicit attention to **confidential data and research on vulnerable / human subjects**.
24
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md744 words
Files1
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈80
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,245
on trigger
The instruction body, read only when the skill fires.
0.66%
of a 200k window
Ten skills this size would take about 7% of the window before you open a file.
050k100k150k200k context window

1.3k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

1 file, 5.3 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md5.3 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Replication & Data Policy (jole-replication-and-data-policy) · 1.3k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/replication-data-policy-jole-replication-and-data/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/replication-data-policy-jole-replication-and-data" ] && { [ ! -e .claude/skills/replication-data-policy-jole-replication-and-data ] || { mv .claude/skills/replication-data-policy-jole-replication-and-data "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/replication-data-policy-jole-replication-and-data" .claude/skills/ && echo "Installed .claude/skills/replication-data-policy-jole-replication-and-data"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add brycewang-stanford/replication-data-policy-jole-replication-and-data

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/replication-data-policy-jole-replication-and-data/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/replication-data-policy-jole-replication-and-data/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/replication-data-policy-jole-replication-and-data" ] && { [ ! -e ~/.claude/skills/replication-data-policy-jole-replication-and-data ] || { mv ~/.claude/skills/replication-data-policy-jole-replication-and-data "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/replication-data-policy-jole-replication-and-data" ~/.claude/skills/ && echo "Installed ~/.claude/skills/replication-data-policy-jole-replication-and-data" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/replication-data-policy-jole-replication-and-data/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as jole-replication-and-data-policy in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, replication-data-policy-jole-replication-and-data.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencebrycewang-stanford/replication-data-policy-jole-replication-and-data

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

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