Agent skill · Data & Analytics

newms-transparency-and-data

Use when handling research ethics, transparency, and data sharing for a New Media & Society (NM&S) manuscript — consent and anonymization, the ethics of scraping and platform ToS, qualitative analytic transparency, and any quantitative data/code sharing. Prepares ethics and documentation; it does not over-state requirements.

brycew6m4,252★ · +31/wk · 3 repos on radarProfile →
claude-codeMIT
Install
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill newms-transparency-and-data --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 1
SKILL.md size: 6 KB
Bundled scripts: none
Path: New-Media-and-Society-Skills/skills/newms-transparency-and-data/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 909 · +31 this week
Language: Stata
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Research Ethics, Transparency & Data (newms-transparency-and-data) NM&S studies people through digital media, so **research ethics for online and platform data** is central, and **transparency** is calibrated to the method, not to a one-size mandate. NM&S follows SAGE/COPE publishing ethics and asks authors to handle ethics, consent, conflicts, funding, and data availability deliberately. The posture: clear ethics, anonymization that actually protects people, and documentation that lets a stranger judge your claims without overstating a replication requirement. ## When to trigger - Planning or reporting consent, anonymization, IRB/ethics approval - Scraping or using platform data and unsure about ToS, public/private, and consent - Documenting qualitative or computational work so the claims are credible - A reviewer asked how others could verify or build on your analysis, or flagged an ethics concern ## Research ethics for online/platform data (the NM&S core) - **Consent and the public/private blur.** "Publicly available" is not the same as "consented." Posts in a semi-private group, identifiable users, or vulnerable communities need a defensible ethics rationale, not just "it was

What's inside
Steps it walks through
  1. When to trigger
  2. Research ethics for online/platform data (the NM&S core)
  3. Transparency by method (NM&S / SAGE-COPE norm)
  4. Good practice
  5. Worked micro-example (illustrative)
  6. Referee pushback → NM&S-specific fix
  7. Calibration anchors
  8. Anti-patterns
  9. Output format
  10. Supplementary resources
More from Awesome-Journal-Skills
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About this skill
What does the newms-transparency-and-data skill do?

Use when handling research ethics, transparency, and data sharing for a New Media & Society (NM&S) manuscript — consent and anonymization, the ethics of scraping and platform ToS, qualitative analytic transparency, and any quantitative data/code sharing. Prepares ethics and documentation; it does not over-state requirements.

How do I install it?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill newms-transparency-and-data --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From brycewang-stanford/Awesome-Journal-Skills, a repository with 909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going