Alterlab ssci reflexivity gate
Skill AlterLab-IEU/AlterLab-Academic-Skills/skills/social-science-workflow/alterlab-ssci-reflexivity-gate
239 evaluated academic Claude/agent skills across 17 research domains (bioinformatics, data science, clinical, social-science methods, Turkish academia & more). Executable eval per skill, deterministic citation verifier, research→write→review→publish pipeline, and a skill-finder front door. Claude Code, Cursor, Codex, Gemini CLI & Copilot.
npx -y skills add AlterLab-IEU/AlterLab-Academic-Skills --skill alterlab-ssci-reflexivity-gateAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
What its author says it does
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Gates trustworthiness before qualitative or interpretivist claims are written — the qualitative analog of the measurement gate. Checks that researcher positionality and role are stated, that the four Lincoln & Guba trustworthiness criteria are addressed (credibility via triangulation / member-checking / prolonged engagement, transferability via thick description, dependability via an audit trail, confirmability via reflexive bracketing), and that reflexivity is evidenced rather than asserted. Fail-closed: interpretivist generalizing or causal language is refused without the corresponding warrant. Use when a study is qualitative / ethnographic / interpretivist, when reviewing trustworthiness or reflexivity, or before writing up thematic or grounded-theory findings. For quantitative measurement validity prefer alterlab-ssci-measurement-gate; for running the coding prefer alterlab-qualitative-analysis; for the final claim audit prefer alterlab-ssci-inference-gate. Part of the AlterLab Academic Skills suite.
The file declares its own license as MIT. That is the author’s claim about this one file, and it is not the same thing as the license GitHub reports for the repository, which is listed with the other numbers below.
SKILL.md
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Reflexivity Gate — Trustworthiness Before the Interpretivist Claim
Skill type: DISCIPLINE-ENFORCING. This is the qualitative analog of the measurement gate in
the social-science methods spine. Where the measurement gate asks "is this number a valid,
reliable measure?", the reflexivity gate asks "is this interpretation trustworthy — and is the
researcher's hand in it made visible?" It runs no coding itself; it requires the warrant and
routes execution to alterlab-qualitative-analysis.
The Core Rule
IN INTERPRETIVE WORK THE RESEARCHER IS THE INSTRUMENT. STATE POSITIONALITY AND EARN TRUSTWORTHINESS
BEFORE MAKING A CLAIM — DON'T ASSERT RIGOR, EVIDENCE IT.
Positivist validity does not transfer to interpretivist work. The field's analog is Lincoln & Guba's trustworthiness: credibility, transferability, dependability, confirmability. A qualitative claim is only as strong as the warrant behind each — and the researcher's positionality shapes the finding, so it must be declared, not hidden behind a passive voice.
When to Use This Skill
- "Review the trustworthiness / rigor of my qualitative study."
- "I'm writing up my thematic / grounded-theory / ethnographic findings — am I ready?"
- "How do I address reflexivity and positionality in my methods section?"
- "Can I say my interpretivist findings generalize to other settings?" (← transferability warrant)
Does NOT Trigger
| The request is really about… | Route to | Why not this skill |
|---|---|---|
| Quantitative scale reliability / validity (omega, CFA, invariance) | alterlab-ssci-measurement-gate | This gate is the qualitative validity analog. |
| Actually coding the data / computing intercoder reliability | alterlab-qualitative-analysis | This gate requires trustworthiness; that skill does the coding. |
| Choosing the qualitative design / method (grounded theory, phenomenology) | alterlab-qualitative-methods | Method selection, upstream. |
| Auditing the final written claim against design + evidence | alterlab-ssci-inference-gate | Terminal claim audit. |
| Picking the study design in the first place | alterlab-ssci-design-gate | Design routing. |
The four trustworthiness criteria (Lincoln & Guba)
| Criterion | Positivist analog | Warrant the gate requires |
|---|---|---|
| Credibility | internal validity | triangulation (data / investigator / method), member-checking, prolonged engagement, negative-case analysis, peer debriefing |
| Transferability | external validity | thick description of context so a reader can judge fit — NOT a claim of statistical generalization |
| Dependability | reliability | an audit trail: documented, traceable decisions from raw data to themes |
| Confirmability | objectivity | findings grounded in data, not researcher bias — reflexive bracketing, an audit of the chain of evidence |
Positionality & reflexivity — evidenced, not asserted
Require a positionality statement: the researcher's role, relationship to participants/setting, and the standpoint (disciplinary, social, personal) that shapes interpretation. "Reflexivity" written as a one-line claim is not evidence — the gate wants how positionality was examined and how it affected coding/interpretation (e.g. a reflexive journal, bracketing notes, team debriefs).
Gate verdict semantics (matches the other ssci gates)
- PASS — positionality stated; all four trustworthiness criteria have a named, evidenced warrant.
- WARN — a criterion is addressed thinly (e.g. member-checking claimed but not described);
advance with the caveat recorded in
gate_log. - BLOCK (fail-closed) — no positionality statement at all, OR an interpretivist generalization / causal claim with no transferability (thick-description) warrant. The claim must be scoped to the studied case, or the warrant supplied, before writing proceeds.
The Design Passport (hand-off)
Append the qualitative-validity stanza the orchestrator threads downstream:
positionality: <researcher role, relationship to setting, standpoint — or "MISSING" (BLOCK)>
trustworthiness:
credibility: <triangulation / member-checking / prolonged engagement — evidence, or "none">
transferability: <thick description present? scope of any transfer claim>
dependability: <audit trail present?>
confirmability: <reflexive bracketing / evidence chain>
reflexivity_evidence: <journal / bracketing / debriefs — how positionality was examined>
claim_scope: <case-bounded (transferable by thick description) | over-generalized (BLOCK)>
alterlab-ssci-inference-gate later audits the written claims against claim_scope.
Self-Check Before Advancing
- Is positionality stated and its effect on interpretation examined (not just asserted)?
- Does each of the four criteria have a named, evidenced warrant, not a bare label?
- Is any generalization scoped by thick description to what the case supports (not statistical)?
- Is the reliability step method-appropriate — a coefficient only for codebook/content-analytic
work, consensus-and-reflexivity for reflexive TA (routed to
alterlab-qualitative-analysis)?
References
references/trustworthiness.md— the four criteria, their techniques, positionality guidance, and a write-up template.scripts/trustworthiness_checklist.py— stdlib linter flagging missing positionality / criteria / over-generalized claims against the Passport facts.
Part of the AlterLab Academic Skills suite.
What ships with it: 3 files
11.0 KB alongside SKILL.md, 1 of them executable
evals/
- evals.json3.1 KB
references/
- trustworthiness.md4.1 KB
scripts/
- trustworthiness_checklist.pyruns3.8 KB