social-science-text-as-data

name	social-science-text-as-data
description	Plan quantitative text-as-data workflows: dictionaries, topic models, embeddings, sentiment, supervised coding, LLM-assisted labels, validation, and measurement-error checks. Use for corpora, speeches, filings, interviews, open text, or policy documents.

Social Science Text as Data

Source adaptation: BioRouter-original synthesis inspired by Auto-Empirical Research Skills capability clusters, rewritten under Apache-2.0. This is native BioRouter guidance and does not copy upstream text.

When to Use

Use this skill when the user asks about topic models, dictionaries, embeddings, sentiment, supervised text coding, LLM-assisted labels, or text-as-treatment designs. If the task is biomedical, clinical, or omics-specific, combine this with the appropriate BioSkills category and extension instead of treating the methods in isolation.

Intake

Collect:

• Research question, estimand, and audience.
• Dataset/source, file formats, licenses, access constraints, and identifiers.
• Unit of analysis, time period, sample design, and outcome/treatment definitions.
• Software stack and expected artifact: code, table, figure, memo, manuscript, appendix, or review response.
• Whether the work is exploratory, confirmatory, replication, submission, or referee-response.

Method Gates

Before writing conclusions:

1. State the design and estimand before the model.
2. Preserve provenance for every dataset, variable, citation, and transformation.
3. Match inference to the sampling/assignment structure.
4. Identify weights, clusters, panels, repeated measures, or dependence before estimating.
5. Check robustness against the actual design threat, not decorative alternative models.
6. Keep code/table/figure outputs reproducible from a clean entry point.

BioRouter Routing

• Use empirical-research-router for full workflow staging.
• Use causal-identification-gates before causal language.
• Use econometrics-toolkit, statistical-modeling-bayes, or financial-accounting-econometrics for adjacent method detail.
• Use citation-temporal-integrity, claim-evidence-integrity, and replication-package-audit for publication-facing outputs.

Output Pattern

Return a compact plan with:

• Primary route and why.
• Required data/design evidence.
• Minimal next command or artifact.
• Failure modes.
• Verification checklist before final claims.