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Inquiry-Change Learning Loop

Origin domain
Research Methods
Subdomain
action research → Research Methods
Related primes
Feedback, Iteration, Learning

Core Idea

An inquiry-change learning loop uses a current model to select a deliberate change in a real setting, measures the changed setting as evidence, durably revises both understanding and action, and carries those updates into a subsequent pass. Inquiry and practice learn from a situation they jointly alter. A retained model, deliberate real-setting action, systematic observation, durable model revision, next-action selection, and recurrence with carried state are required. The target and frame may evolve rather than converge monotonically.

Broad Use

PDSA, build–measure–learn, design-based research, continuous discovery, pragmatic trials, and action research preserve the same model–change– evidence–revision cycle.

Clarity

Feedback provides a return path but not durable inquiry. Iteration repeats but need not measure evidence. Experimental design emphasizes identification through assignment and comparison. Action research adds participatory and social-science commitments.

Manages Complexity

The abstraction turns scattered cases into one role-based test: identify the required elements, test their relation, and reject the classification when a constitutive commitment is missing.

Abstract Reasoning

Use the structural signature rather than the label, then challenge the nearest counterexample. Repeating an intervention until performance improves, without retaining an explanatory update or using evidence to select the next action, is iteration but not an inquiry-change learning loop.

Knowledge Transfer

PDSA, build–measure–learn, design-based research, continuous discovery, pragmatic trials, and action research preserve the same model–change– evidence–revision cycle.

Example

A case qualifies only when the definition and every load-bearing role remain present. Repeating an intervention until performance improves, without retaining an explanatory update or using evidence to select the next action, is iteration but not an inquiry-change learning loop.

Relationships to Other Abstractions

Local relationship map for Inquiry-Change Learning LoopParents appear above the current abstraction, mutual partners to the right, and children below. Node labels state whether each abstraction is prime or domain-specific; colors identify relation types.Inquiry-ChangeLearning LoopPRIMEPrime abstraction: Feedback — is part ofFeedbackPRIMEPrime abstraction: Iteration — is part ofIterationPRIMEPrime abstraction: Learning — is part ofLearningPRIMEDomain-specific abstraction: Action Research — is a decomposition ofAction ResearchDOMAIN

Current abstraction Inquiry-Change Learning Loop Prime

Parents (3) — more general patterns this builds on

  • Inquiry-Change Learning Loop is part of Feedback Prime

    The loop contains feedback because observed consequences must return to alter the next model-guided action.

  • Inquiry-Change Learning Loop is part of Iteration Prime

    The loop contains iteration because revised practical and epistemic state is carried into a subsequent pass.

  • Inquiry-Change Learning Loop is part of Learning Prime

    The loop contains learning because evidence must durably update the retained model or capability that selects later action.

Children (1) — more specific cases that build on this

  • Action Research Domain-specific is a decomposition of Inquiry-Change Learning Loop

    Action research is the participatory social-science form of the neutral inquiry-change learning loop, adding researcher-participant overlap, a dual deliverable, and a participation-rigor frontier.

Hierarchy paths (4) — routes to 4 parentless roots

  • Inquiry-Change Learning Loop → Feedback

Not to Be Confused With

Feedback provides a return path but not durable inquiry. Iteration repeats but need not measure evidence. Experimental design emphasizes identification through assignment and comparison. Action research adds participatory and social-science commitments.

Notes

(Canonical first draft; queued for Claude house-style re-authoring and citation review.)