Experimentation & Growth Metrics Topics
Growth strategies, experimentation frameworks, and business optimization. Includes A/B testing, conversion optimization, and growth playbooks.
Growth Strategy & Prioritization
Setting direction for growth: identifying constraints and bottlenecks, choosing which growth levers to pull, and sequencing a roadmap across short- and long-term horizons. Covers prioritization frameworks, portfolio balancing across bets, and scaling proven initiatives. The concept scope is strategic planning and prioritization of growth work, independent of any specific company or vertical.
Metric Frameworks & Guardrails
Designing a coherent metric framework to steer a product: defining a north-star metric, building metric hierarchies, distinguishing leading from lagging indicators, and aligning metrics to goals so that what is measured drives the intended behavior while avoiding vanity or easily-gamed metrics. Covers the guardrail side of the same design work: defining guardrail metrics, detecting negative side effects, and reasoning about tensions between competing metrics where a win on one degrades another. The scope is choosing, structuring, and safeguarding a metric system, not diagnosing a specific movement.
Feature Success Measurement
Judging whether a shipped feature worked: defining success criteria before launch, measuring adoption and impact, and separating a feature's effect from background trends. Covers post-launch readouts, tying a feature to a target metric, and deciding whether to iterate, keep, or roll back. The scope is evaluating feature impact rather than designing the test that produced it.