From interpretive-orchestration-cowork
This skill should be used when users are building or refining their Gioia data structure, mentions 'Gioia', 'data structure', 'themes', 'concepts', 'dimensions', '1st-order', '2nd-order', 'aggregate', or needs to validate/export their analytical hierarchy for publication.
npx claudepluginhub linxule/interpretive-orchestration --plugin interpretive-orchestration-coworkThis skill uses the workspace's default tool permissions.
Gioia method data structure building and validation. Helps researchers construct the three-level hierarchy (1st-order concepts, 2nd-order themes, aggregate dimensions) with validation and export capabilities.
Guides Next.js Cache Components and Partial Prerendering (PPR) with cacheComponents enabled. Implements 'use cache', cacheLife(), cacheTag(), revalidateTag(), static/dynamic optimization, and cache debugging.
Guides building MCP servers enabling LLMs to interact with external services via tools. Covers best practices, TypeScript/Node (MCP SDK), Python (FastMCP).
Generates original PNG/PDF visual art via design philosophy manifestos for posters, graphics, and static designs on user request.
Gioia method data structure building and validation. Helps researchers construct the three-level hierarchy (1st-order concepts, 2nd-order themes, aggregate dimensions) with validation and export capabilities.
Use this skill when:
AGGREGATE DIMENSIONS (Level 3 - Most Abstract)
↑ Researcher theorizes
│
SECOND-ORDER THEMES (Level 2 - Intermediate)
↑ Researcher interprets and groups
│
FIRST-ORDER CONCEPTS (Level 1 - Most Concrete)
↑ Grounded in participant language
1st-Order Concepts stay close to participant language
2nd-Order Themes are YOUR interpretive constructions
Aggregate Dimensions are theoretical contributions
Validates a Gioia data structure JSON file against the schema.
Usage:
node skills/gioia-methodology/scripts/validate-structure.js \
--structure-path /path/to/data-structure.json
Checks:
Returns: JSON with validation status, errors, and suggestions.
Analyzes hierarchy quality and methodological consistency.
Usage:
node skills/gioia-methodology/scripts/check-hierarchy.js \
--structure-path /path/to/data-structure.json
Analyzes:
Returns: JSON with hierarchy analysis and recommendations.
Exports data structure to publication-ready formats.
Usage:
node skills/gioia-methodology/scripts/export-structure.js \
--structure-path /path/to/data-structure.json \
--format markdown|table|latex
Formats:
markdown - Formatted markdown for documentationtable - Tab-separated values for Gioia display tablelatex - LaTeX tabular format for academic papersThis skill bundles:
templates/gioia-structure-guide.md - Human-readable methodology guidetemplates/gioia-data-structure-template.json - Starter template with examples| Stage | Dimensions | Themes | Concepts |
|---|---|---|---|
| Stage 1 | 2-3 (tentative) | 8-12 | 30-50 |
| Stage 2 | 3-5 | 10-15 | 30-80 |
| Stage 3 | 3-5 (parsimonious) | 10-15 | Consolidated |
Depends on your ontology:
/qual-examine-assumptions if unsureSigns of saturation:
Test: Would a participant recognize this language?
Aggregate Dimension: Managing Chronic Uncertainty
├── Theme: Adaptive Routine Building
│ ├── "Selective symptom tracking"
│ ├── "Personalizing medical advice"
│ └── "Flexible routine adjustment"
└── Theme: Navigating Healthcare Systems
├── "Finding doctors who listen"
└── "Working around insurance barriers"
Aggregate Dimension: Navigating Leadership Paradoxes
├── Theme: Balancing Authenticity and Performance
│ ├── "Being yourself while playing the role"
│ ├── "Strategic vulnerability"
│ └── "Authentic but bounded"
└── Theme: Managing Competing Demands
├── "Satisficing across stakeholders"
└── "Prioritizing without alienating"