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Selected:ARID (Active Reviews for Intermediate Designs)Goal Question Metric A/B Testing Counter Metrics

Criterion	Architecture ARID (Active Reviews for Intermediate Designs)	Engineering Goal Question Metric	Growth A/B Testing	Product Strategy Counter Metrics
Purposedifferent	ARID examines how well developers can work with a technical design. It focuses on a part of the system that can still be revised, between the architecture overview and the detailed specification.	Helps clarify technical problems, hypotheses, and next steps in concrete terms. It breaks a technical problem into testable parts. The result is captured as a GQM table and metric briefs.	When two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects.	When a headline metric could mask side effects, it adds guardrail signals against unwanted outcomes. It connects customer value, product logic, and decision priorities. The result is captured as a counter-metric list and guardrail definitions.
Complexitydifferent	Medium	Medium	High	Low
Timedifferent	2–4 h review as a planning range; preparation and evaluation additional	90-180 min	1-4 Wochen	30-60 min
Participantsdifferent	Designers, developers as users, and facilitation	3-6	1-6	2-6
Formatdifferent	Workshop + async	Workshop	Async	Workshop + async
Outputdifferent	Prioritized development tasks, Jointly produced code or pseudocode, Observed difficulties and open design questions, Proposed design revisions	GQM Table, Metric Profiles	Experiment results, Decision log, Learning summary	Counter Metric List, Guardrail Definitions
Tagsno overlap	ArchitectureEngineeringFeedbackValidationTasks	MetricsMeasurementEngineeringAlignment	ExperimentsGrowthAnalyticsValidation	MetricsMeasurementStrategyExperiments

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