Agent skill

Newms Transparency And Data

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses 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…

MITAuto-check passedData & Analytics

Install Newms Transparency And Data

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill newms-transparency-and-data -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills newms-transparency-and-data --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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/New-Media-and-Society-Skills/skills/newms-transparency-and-data .claude/skills/newms-transparency-and-data && 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
newms-transparency-and-data
GitHub stars
1.2k
Token cost
~1.6k tokens
SKILL.md length
559 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses 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…

  • Handling research ethics
  • SKILL.md covers When to trigger, Research ethics for…, Transparency by method (NM&S /… and Good practice, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Data sharing for a New Media & Society (NM&S) manuscript — consent and anonymization

What it does

Newms Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. 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.

Its SKILL.md is about 1.6k 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 Web scraping. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • Handling research ethics
  • Data sharing for a New Media & Society (NM&S) manuscript — consent and anonymization
  • The ethics of scraping and platform ToS
  • Qualitative analytic transparency

Example prompts

  • “/newms-transparency-and-data”

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. 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

Newms Transparency And Data loads about 1.6k tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 559 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~89
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k

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

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 559 words, ~1,560 tokens.

Download SKILL.mdSave it as .claude/skills/newms-transparency-and-data/SKILL.md (or your agent's skills folder).
name
newms-transparency-and-data
description
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.

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 online." State your IRB/ethics-board position.
  • Anonymization that protects. Remove handles, paraphrase searchable quotes (verbatim posts can be reverse-searched to a user), blur faces and identifying detail in screenshots, and consider aggregation.
  • Scraping and platform ToS. Be transparent about how data were collected (API vs. scraping), and acknowledge ToS and legal/ethical constraints; do not over-claim that data are freely redistributable.
  • Vulnerable users and harm. Extra care for minors, marginalized groups, or sensitive topics; minimize harm in what you collect, report, and republish.

Transparency by method (NM&S / SAGE-COPE norm)

Data typeTypically shareableRestrictedCredibility documentation
Interviewscoding scheme, anonymized excerptsidentifiable transcriptsmemo trail, excerpt-to-claim table
Digital ethnographyanalytic memosinformant identities, raw fieldnotespositionality + IRB conditions note
Content / discourse corpuscodebook, sampleToS-restricted raw postscoding reliability + sampling frame
Computational / scrapedcode + seeds, derived measuresraw API/ToS-restricted datacollection log, validation, model versions
Any quantitative surveydata + code where ethicalidentifiable recordscodebook + master script + pinned versions
Show full SKILL.md (239 more words)Show less

Good practice

  • Document provenance and construction: a README/codebook describing sources, collection window, sampling, variable/category definitions, and analysis steps — so the work is checkable.
  • Quantitative/computational: keep a master script + pinned versions + seeds; share code even when raw platform data cannot be redistributed (give a documented access path).
  • Qualitative: protect informants first; share coding schemes and anonymized excerpts that support the claims without exposing participants.
  • Confidentiality outranks sharing: state clearly when and why data cannot be shared, and what can.

Worked micro-example (illustrative)

Study: digital ethnography of a courier forum + interviews + scraped public posts.
Ethics: IRB-approved; forum posts paraphrased (not verbatim) to defeat reverse-search; interview
  informants pseudonymized; minors excluded; employer unnamed.
ToS: posts collected via the platform's API within ToS; raw corpus not redistributed; codebook + derived
  counts shared instead, with an access path on request.
Transparency statement: "Coding scheme, anonymized excerpts, and analysis code are available;
  identifiable data are withheld to protect participants and per platform terms."

Referee pushback → NM&S-specific fix

  • "You quote identifiable users verbatim." → Paraphrase searchable quotes, strip handles, justify consent.
  • "'It was public' isn't an ethics argument." → State IRB position, public/private rationale, and harm minimization.
  • "How could anyone verify the qualitative claims?" → Provide a coding scheme and excerpt-to-claim table.

Calibration anchors

  • Public ≠ consented. The ethics question is harm and reasonable expectations, not mere availability.
  • Anonymize against reverse-search. Verbatim posts and visible handles can re-identify users — paraphrase.
  • Transparency, not a replication gate. SAGE asks authors to include a data-availability statement and encourages sharing data where ethical/legal constraints allow; do not promise raw platform data that cannot be shared.

Anti-patterns

  • Treating "publicly available" as automatic consent
  • Verbatim, searchable quotes that re-identify users; unredacted screenshots
  • Silence on scraping method, API/ToS constraints, or IRB/ethics review
  • Promising open data that consent/ToS/confidentiality forbid
  • Over-stating NM&S's policy as a mandatory verified replication deposit

Output format

【Ethics】consent, IRB/ethics approval, public/private rationale handled? [Y/N]
【Anonymization】reverse-search-resistant; screenshots redacted? [Y/N]
【Data collection】API/scraping + ToS disclosed? [Y/N]
【Sharing posture】what can be shared (code/codebook/excerpts) and what cannot, and why
【Policy check】ethics and data-availability statement aligned with current SAGE guidance? [Y/N]
【Next】newms-review-process

Supplementary resources

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in New-Media-and-Society-Skills/skills/newms-transparency-and-data of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Newms Transparency And Data 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.

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Crawl4AI Web Scrapingsmallnest/goclaw5991 repos~2.5kAutomated safety check: PassMIT
Boss Zhipin Scrapereatmoreduck/boss-zhipin-scraper1.5k—~2.6kAutomated safety check: PassMIT
Axyusukebe/ax7191 repos~918Automated safety check: PassMIT

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Questions about Newms Transparency And Data

What does Newms Transparency And Data do?

A skill your agent uses 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…. Newms Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. 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.

When should I use Newms Transparency And Data?

Newms Transparency And Data fits situations like: handling research ethics; data sharing for a New Media & Society (NM&S) manuscript — consent and anonymization; the ethics of scraping and platform ToS; qualitative analytic transparency.

How do I install Newms Transparency And Data in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill newms-transparency-and-data -a claude-code`. Or copy the skill folder (New-Media-and-Society-Skills/skills/newms-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/newms-transparency-and-data in your project. Claude Code loads it when a task matches its description.

How do I install Newms Transparency And Data in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill newms-transparency-and-data -a codex`. Or copy the skill folder (New-Media-and-Society-Skills/skills/newms-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/newms-transparency-and-data in your project. Codex loads it when a task matches its description.

Can I use Newms Transparency And Data 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 brycewang-stanford/Awesome-Journal-Skills --skill newms-transparency-and-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/newms-transparency-and-data, .gemini/skills/newms-transparency-and-data, .github/skills/newms-transparency-and-data and .opencode/skills/newms-transparency-and-data in your project.

What does Newms Transparency And Data need to run?

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

Does Newms Transparency And Data 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 Newms Transparency And Data 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 Newms Transparency And Data use?

Newms Transparency And Data is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Newms Transparency And Data use?

About 1.6k tokens (SKILL.md is roughly 6.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

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Who maintains Newms Transparency And Data?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.