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Transparency & Data (cps-transparency-and-data) · brycewang-stanford | DecimalAI

researchby brycewang-stanford

Transparency & Data (cps-transparency-and-data)

brycewang-stanford/cps-transparency-and-data

Source brycewang-stanford/awesome-journal-skills ↗License MIT

Use when preparing the replication and transparency materials for a Comparative Political Studies (CPS) manuscript. Quantitative papers cannot be finally accepted until replication materials are deposited at the CPS Dataverse; a data availability statement is required. Prepares the package; it does not waive requirements.

SkillScore87Maintained

Automatic

Research pack

Last verified 9/1/2026

What it changes

Passed 20 of 23 test cases with the skill, and 11 of 23 without it.

Without skill48%

With skill87%

Checks it passed that the model alone missed

Specifies cps-review-process in the next step field
Specifies cps-review-process as the next workflow step
Specifies cps-review-process as the final next step field

and 12 more in the full report

11 fixed9 passed either way1 still failing2 broke

Pass-rate lift: +39 pp
Tokens: +34%
Agent turns: 0%
Response time: -23%

Model gemini-3.6-flashMeasured 9/1/2026v120 of 23 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cps-transparency-and-data/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cps-transparency-and-data/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-cps-transparency-and-data, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/brycewang-stanford-cps-transparency-and-data/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-cps-transparency-and-data

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cps-transparency-and-data/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cps-transparency-and-data/SKILL.md

Raw file: /s/brycewang-stanford-cps-transparency-and-data/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-cps-transparency-and-data.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 11

Prompt

I am preparing to submit our final files for a quantitative political science paper using cross-national survey data, and I need to verify our replication materials before acceptance. Please evaluate my package readiness and structure your report with these sections: - Repository staging status on the Harvard Dataverse instance - Table and figure reproduction check via the master script - Data availability statement draft details (location or restriction justification) - Documentation check (README, provenance, random seeds, pinned versions) - Selected sharing posture route - Restricted data procedures (explanation, retrieval path, editorial contact note) - Qualitative evidence transparency check - Pre-analysis plan status (anonymization and registered versus exploratory tagging) - Next journal workflow step

What was checked, without and with the skill
Checked	Without skill	With skill
Requires deposit to the CPS Dataverse on Harvard Dataverse as a condition of final acceptance	Missed	Passed
Specifies cps-review-process in the next step field	Missed	Passed
Classifies the dataset posture under the public cross-national dataset route	Missed	Passed

case-05 · gemini-3.6-flash · 9/1/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md89 linessingle file

Transparency & Data (cps-transparency-and-data)

CPS enforces political-science replication norms. Papers presenting quantitative analyses will not be granted final acceptance until replication materials (data, code, log files, etc.) are deposited at the CPS Dataverse on Harvard Dataverse, and every paper needs a data availability statement. Build the package as you go so final acceptance does not stall — and follow DA-RT-style transparency for qualitative evidence too.

When to trigger

Building the replication/reproducibility package and the data availability statement
A manuscript is near acceptance and the editorial office expects deposited materials
Data cannot be fully shared (privacy, ethics, provider restrictions) and you need a path
Preparing a (optional) anonymized pre-analysis plan as supplementary material

What CPS requires (verify current wording — 检索于 2026-06；以官网为准)

Deposit to the CPS Dataverse. Quantitative papers deposit replication materials — data, code, log files, and documentation — at the CPS Dataverse on Harvard Dataverse (dataverse.harvard.edu/dataverse/cps). This gates final acceptance, not post-publication.
Data availability statement. Every paper includes a statement saying whether data are available, where, and — if available but not shared — why not.
Reproducibility. Materials must let an independent researcher regenerate the manuscript's tables and figures: master script + README + pinned versions + seeds.
Restricted-data path. If data cannot be shared and sharing is a publication requirement, consult the journal editorial office; explain the restriction and document how others can obtain the data.
Preregistration (optional). Authors may submit an anonymized pre-analysis plan as supplementary material; the journal provides it to reviewers on request. Mark registered vs. exploratory analyses.

Qualitative / multi-method transparency (DA-RT spirit)

Document sources, interviews, and fieldnotes so the evidentiary basis is auditable; use evidence tables or active citation. Where confidentiality requires it, use controlled access (e.g., QDR).
State clearly which claims rest on which evidence; do not let "the cases show" stand unsupported.

Sharing posture by evidence type

Choose the transparency route before drafting the data availability statement:

Track record

Benchmark

20 / 23

test cases passed, vs 11 / 23 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / awesome-journal-skills

Comparative-Political-Studies-Skills/skills/cps-transparency-and-data/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version v1

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Published skills whose descriptions closely match this one, with their headline benchmark lift.

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See it in action

What's inside

Transparency & Data (cps-transparency-and-data)

When to trigger

What CPS requires (verify current wording — 检索于 2026-06；以官网为准)

Qualitative / multi-method transparency (DA-RT spirit)

Sharing posture by evidence type

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills