54 Scdenney Open Science Skills
54 Scdenney Open Science Skills from brycewang-stanford/Auto-Empirical-Research-Skills.
Skills in this plugin
23- ▌ Tables · brycewang-stanfordDesign and format publication-quality tables: column order, row grouping, notes, precision, reproducibility.
- ▌ Diverge · brycewang-stanford bundleBefore implementing, generate 3-5 conceptually distinct approaches labeled by creativity dimension (Novel, Surprising, Diverse, Conventional), then hold for selection. Brainstorm-then-select to resist defaulting to the most obvious solution.
- ▌ Figures · brycewang-stanfordDesign and format publication-quality figures: chart choice, color, scales, legends, captions, reproducibility.
- ▌ Fair Check · brycewang-stanfordAudit manuscript and replication package against FAIR open-science principles.
- ▌ Survey Design · brycewang-stanfordDesign survey instruments: questions, scales, flow, social desirability.
- ▌ Citation Check · brycewang-stanfordAudit in-text/reference parity, DOIs, claim support, and citation style.
- ▌ Journal Review · brycewang-stanfordDraft a senior peer-review report on a social-science manuscript.
- ▌ Topic Modeling · brycewang-stanfordStructural topic modeling: STM spec, topic count, coherence-exclusivity.
- ▌ Conjoint Design · brycewang-stanford bundleDesign conjoint experiments: attributes, power, AMCE/AMIE estimation.
- ▌ List Experiment · brycewang-stanford bundleDesign and diagnose list experiments (item count technique).
- ▌ Post Ocr Cleanup · brycewang-stanford bundleClean post-OCR text: correction, QA, multilingual handling, provenance.
- ▌ Vlm Ocr Pipeline · brycewang-stanford bundleVLM-based OCR pipeline: model selection, prompts, architecture, evaluation.
- ▌ Conjoint Cleaning · brycewang-stanfordClean and reshape Qualtrics conjoint exports to analysis-ready long format.
- ▌ Methods Reporting · brycewang-stanford bundleCheck methods reporting against CONSORT, JARS, DA-RT standards.
- ▌ Paper Review Lite · brycewang-stanford bundlePre-submission audit: argument, numerics, refs, writing, figures, replication.
- ▌ Figure Table Audit · brycewang-stanfordAudit figures, tables, captions, cross-references, and statistical notes.
- ▌ Narrative Building · brycewang-stanford bundleDraft scientific introductions: argument logic, framing, multi-experiment coherence.
- ▌ Hypothesis Building · brycewang-stanford bundleBuild falsifiable causal hypotheses: DAGs, FPCI, equivalence testing.
- ▌ Replication Package · brycewang-stanfordScaffold or audit a social-science replication package at a target directory. Generates folder structure, README, master.R, figure/table crosswalk, codebook template, LICENSE placeholder, and pre-release checklist. Adapted from Yusaku Horiuchi's replication-package-guide with FAIR-principle integration; platform-neutral (Harvard Dataverse, OSF, Zenodo, GitHub releases, institutional archives).
- ▌ Text Classification · brycewang-stanford bundleLLM-based text classification: codebook, validation, agreement statistics.
- ▌ Conjoint Diagnostics · brycewang-stanford bundleDiagnose conjoint design integrity, estimation choices, and validity.
- ▌ Cross National Design · brycewang-stanford bundleDesign cross-national survey experiments: power, equivalence, localization.
- ▌ Pre Registration Writing · brycewang-stanfordWrite pre-analysis plans: PAP structure, registry, analysis strategy.