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Selected:ARID (Active Reviews for Intermediate Designs)North Star Metric Funnel Analysis Goal Question Metric

Criterion	Architecture ARID (Active Reviews for Intermediate Designs)	Growth North Star Metric	Growth Funnel Analysis	Engineering Goal Question Metric
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.	When product teams track many metrics, the view of the actual customer outcome easily gets lost. A North Star Metric bundles growth, usage, and value contribution into one signal that makes the system's direction visible.	When many visitors or users drop off along the way, the reason behind the number often stays hidden. Funnel Analysis exposes these transitions and makes visible exactly where the path collapses.	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.
Complexitysame	Medium	Medium	Medium	Medium
Timedifferent	2–4 h review as a planning range; preparation and evaluation additional	1-2 h	1-3 h	90-180 min
Participantsdifferent	Designers, developers as users, and facilitation	3-8	1-5	3-6
Formatdifferent	Workshop + async	Workshop + async	Async	Workshop
Outputdifferent	Prioritized development tasks, Jointly produced code or pseudocode, Observed difficulties and open design questions, Proposed design revisions	North Star metric, Input metric tree, Measurement cadence	Funnel report, Drop-off analysis, Optimization hypotheses	GQM Table, Metric Profiles
Tagsno overlap	ArchitectureEngineeringFeedbackValidationTasks	GrowthMetricsAlignmentRetention	AnalyticsConversionGrowth	MetricsMeasurementEngineeringAlignment

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