Acquisition, activation, retention, referral, revenue, event definition, cohort, attribution, funnel, experiment, and growth review, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a aarrr pirate metrics review brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
aarrr-pirate-metrics framework source-aware
Updated Aug 2, 2026
CC-BY-4.0
Bronze, silver, and gold layer purpose, grain, schema, quality, lineage, batch or streaming, access, and consumption review, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a medallion architecture review brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
medallion-architecture framework source-aware
Updated Aug 2, 2026
CC-BY-4.0
Defining funnels, measuring stage-by-stage conversion and drop-off, comparing segments, and turning friction into verified hypotheses.
Solves: Define funnel steps without inventing analytics events or schemas.; Interpret stage conversion and drop-off with explicit denominator logic.
funnel-analysis conversion analytics
Updated Jul 9, 2026
CC-BY-4.0
Applying Jobs to be Done and Outcome-Driven Innovation without inventing customer research, job maps, outcomes, or opportunity scores.
Solves: Frame customer research around jobs and desired outcomes without inventing interviews or evidence.; Separate JTBD/ODI source concepts from local market, segment, and customer evidence.
jobs-to-be-done jtbd outcome-driven-innovation
Updated Jul 9, 2026
CC-BY-4.0
Using RICE prioritization without inventing reach estimates, impact scores, confidence levels, effort sizing, or roadmap commitments.
Solves: Score product ideas using explicit reach, impact, confidence, and effort evidence.; Expose weak estimates, gaming risks, and missing assumptions before ranking roadmap options.
rice prioritization product-management
Updated Jul 9, 2026
CC-BY-4.0
Applying Agile values and principles to software delivery without confusing the umbrella with Scrum, Kanban, XP, SAFe, or another specific method.
Solves: Anchor Agile guidance in the Manifesto values and principle themes.; Choose between Agile method families based on context instead of labels.
agile software-delivery product-development
Updated Jul 9, 2026
CC-BY-4.0
Applying Scrum using the official Scrum Guide structure without inventing local team practice, tool settings, or delivery metrics.
Solves: Review Scrum practice against source-grounded accountabilities, events, artifacts, commitments, and values.; Separate official Scrum framework terms from local team workflow, tooling, and governance choices.
scrum agile software-delivery
Updated Jul 9, 2026
CC-BY-4.0
Improving software delivery and operations through value-stream, delivery, reliability, security, telemetry, and controlled-change evidence.
Solves: Prepare a devops delivery and reliability brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
devops software-delivery reliability
Updated Jul 31, 2026
CC-BY-4.0
Continuous delivery using small batches, built-in quality, automation, deployment evidence, reliability controls, and reversible change.
Solves: Prepare a continuous-delivery readiness brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
continuous-delivery software-delivery release-engineering
Updated Jul 31, 2026
CC-BY-4.0
Service, SLI, SLO, error budget, toil, alerting, incident, postmortem, capacity, and reliability decision review, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a site reliability engineering review brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
site-reliability-engineering framework source-aware
Updated Not dated
CC-BY-4.0