abstract-structure
Remove domain surface details to expose transferable relational/mechanistic structure at a chosen abstraction level.
@yogsoth-aiInstall SkillAutomation
Skill
/operationalize-construct
Turn abstract variables/constructs into measurable operational definitions.
Claude Code
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill operationalize-construct --agent claude-code
Codex
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill operationalize-construct -a codex -y
Cursor
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill operationalize-construct -a cursor -y
Gemini CLI
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill operationalize-construct -a gemini-cli -y
GitHub Copilot
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill operationalize-construct -a github-copilot -y
OpenCode
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill operationalize-construct -a opencode -y
Windsurf
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill operationalize-construct -a windsurf -y
SKILL.md
operationalize-construct.SKILL.mdname: operationalize-construct description: "Turn abstract variables/constructs into measurable operational definitions."
operationalize-construct
Purpose
Translate an abstract construct into observable indicators, measurement rules, and validity checks.
Input contract
required: [construct_definition, target_context] optional: [theory, candidate_indicators, measurement_constraints] constraints: [indicators must map to construct facets and declare direction]
Procedure
1. Decompose the construct into facets and boundary conditions. 2. Map each facet to observable indicators and measurement procedures. 3. Specify aggregation, polarity, missingness, and confound handling. 4. Record convergent, discriminant, and construct-irrelevant validity checks.
Output contract
produces: [construct_operationalization, indicator_map, measurement_rules, validity_checks] delta_fields: [findings, decisions, uncertainties, open_questions]
Quality gates
- Indicators cover the declared construct facets.
- Operational rules are reproducible and distinguish proxy from direct measure.
Failure and counterexamples
Do not substitute an easy-to-measure proxy without stating the construct loss.
Provenance map
- `resolved: operationalize-construct`
Ships withde-anthropocentric-research-engine
A research skill graph for AI-native science. 271 markdown files. No runtime, no dependencies, no build step.
507200 skills
Stars on GitHub
Momentum
- stars in total
- 507
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Questions about operationalize-construct.
- Which coding agents can use operationalize-construct?
- operationalize-construct installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.