1
beginner · high
Audit programs with a measurable success threshold
For technical foundations, ship a sprint plan focused on programs. Success criteria must be tied to subscription and support the section intent: de-risk implementation quality and measurement reliability. Target evidence: clear increase in completion rate on programs, verified through event-level analytics. Sprint-end decision: scale the feature across the full funnel. Guardrail: no additional technical debt. Main risk to control: retention. Review rhythm: weekly. Align product and growth owners before implementation.
2
intermediate · medium
Document streaks while containing habit formation
For technical foundations, ship a KPI dashboard focused on streaks. Success criteria must be tied to in-app purchases and support the section intent: de-risk implementation quality and measurement reliability. Validate with session recordings and look for fewer frictions reported by support on streaks. If the signal is weak, keep current scope and optimize. Keep no mobile UX regression as a non-negotiable boundary while mitigating motivation. Governance cadence: bi-weekly. Document a rollback trigger before release.
3
advanced · standard
Prioritize wearables to protect premium coaching
For technical foundations, ship a technical spec focused on wearables. Success criteria must be tied to premium coaching and support the section intent: de-risk implementation quality and measurement reliability. Build confidence using support ticket clustering. Success signal: measurable conversion rate uplift around wearables. Decision point: pause and reframe the hypothesis. Risk boundary: no sprint scope creep while containing habit formation. Operating cadence: daily. Lock tracking definitions before coding starts.
4
beginner · high
Instrument challenges and document the go/no-go signal
For technical foundations, ship a QA protocol focused on challenges. Success criteria must be tied to pricing validation and support the section intent: de-risk implementation quality and measurement reliability. Capture proof in weekly cohort dashboards; expected outcome is shorter time between funnel steps on challenges. End-of-cycle call: deprioritize and reallocate resources. Never compromise no Core Web Vitals degradation even when pressure rises on differentiation. Cadence: end of sprint. Tie delivery scope to one explicit business hypothesis.
5
intermediate · medium
Optimize programs before widening sprint scope
For technical foundations, ship a release checklist focused on programs. Success criteria must be tied to subscription and support the section intent: de-risk implementation quality and measurement reliability. Target evidence: KPI stability across two consecutive sprints on programs, verified through sales call notes. Sprint-end decision: scale the feature across the full funnel. Guardrail: no drop in lead quality. Main risk to control: product prioritization. Review rhythm: weekly. Review dependency risk with engineering before commitment.
6
advanced · standard
Standardize streaks to reduce execution variance
For technical foundations, ship a retro summary focused on streaks. Success criteria must be tied to in-app purchases and support the section intent: de-risk implementation quality and measurement reliability. Validate with customer interviews and look for clear increase in completion rate on streaks. If the signal is weak, keep current scope and optimize. Keep no additional technical debt as a non-negotiable boundary while mitigating activation & onboarding. Governance cadence: bi-weekly. Align product and growth owners before implementation.