Feature Prioritization Framework Scorer

RICE Scores: In-app notification center — Reach: 8, Impact: 3, Confidence: 90%, Effort: 2 weeks = Score: 108. CSV export — Reach: 6, Impact: 2, Confidence: 85%, Effort: 1 week = Score: 102. Team collaboration — Reach: 4, Impact: 3, Confidence: 70%, Effort: 6 weeks = Score: 14. MoSCoW: Notification center — Must Have (cited in 43% of churn interviews). CSV export — Should Have (high-value for power users, not a deal-breaker for all segments). Team collaboration — Could Have (strategically important but not yet a stated user requirement for the current segment). Strategic Alignment (Goal: Improve first-month retention): Notification center — 5/5: directly addresses the top reason users disengage in week two. CSV export — 3/5: retains power users but does not meaningfully impact early-stage activation. Team collaboration — 4/5: critical for long-term expansion but has no near-term retention impact. Reconciled Ranking: (1) Notification center — scores highest on RICE, Must Have in MoSCoW, and maximum strategic alignment; no meaningful tension across frameworks. (2) CSV export — strong RICE and Should Have, but moderate strategic alignment flags this as better suited to Q2. (3) Team collaboration — high strategic importance but low RICE score creates a genuine tension: this is a Q3 investment, not a near-term one. Top Recommendation: Build the in-app notification center first. It is the only feature in this backlog that scores first across all three independent frameworks and directly addresses the retention problem that is currently the team's stated primary goal.