hypothesis-development

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Generate grounded hypothesis table, grounding trace, and model map for quant manuscripts

zzwwbs By zzwwbs schedule Updated 3/2/2026

name: hypothesis-development description: Generate grounded hypothesis table, grounding trace, and model map for quant manuscripts

hypothesis-development

Purpose

Generate typed, grounded hypotheses for quantitative manuscripts with explicit traces to literature gaps, contribution claims, and model constructs.

Inputs

  • gap_summary
  • contribution_claims
  • model_constructs
  • analysis_findings

Outputs

  • hypothesis_table
  • hypothesis_grounding_trace
  • hypothesis_model_map

Required Policies

  • citation-verification
  • theory-claims-discipline
  • hypothesis-grounding
  • quant-rigor

Profile Keys Read

  • method.family
  • method.subtype
  • journal.emphasis
  • writing.tone

Constraints

  • None

Process Steps

  • Resolve active profile overlays and confirm method.family is quant
  • Adjust hypothesis type options based on method.subtype (e.g., panel designs support temporal hypotheses, cross-sectional designs prioritize synchronic relationships)
  • Parse gap_summary into numbered literature gaps (G1, G2 ...)
  • Parse contribution_claims into typed claims (C1, C2 ...)
  • Parse model_constructs into DVs, IVs, moderators, mediators
  • Generate candidate hypotheses anchored to gap + claim pairs
  • Assign each hypothesis a type (direct-effect, moderation, mediation, curvilinear)
  • State direction and theoretical justification for each hypothesis
  • Build hypothesis_grounding_trace linking H# to gap to claim
  • Build hypothesis_model_map linking H# to constructs and model layer
  • Apply hypothesis-grounding policy checks; flag violations
  • If analysis_findings provided, add confirmation/disconfirmation status to each H
  • Produce hypothesis_table with all fields

Failure Handling

  • If method.family is not quant, warn and recommend theory-positioning or qualitative-coder skill instead
  • If gap_summary is missing, request literature synthesis output and pause
  • If contribution_claims is missing, infer from context with explicit warning
  • If model_constructs are missing, produce hypotheses with construct placeholders
  • If hypothesis-grounding check fails, mark affected H as provisional and add TODO
Install via CLI
npx skills add https://github.com/zzwwbs/social-science-researcher --skill hypothesis-development
Repository Details
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