Priority Scoring
Purpose
Apply consistent, objective scoring for roadmap sequencing and strategic comparisons:
- •Standardized formula across all prioritization decisions
- •Weighted scoring balancing signal strength, strategy, impact, and complexity
- •Numerical rankings enabling roadmap sequencing
- •Transparent methodology for stakeholder alignment
Note: PRDs use timeline-based prioritization rather than this scoring formula. This skill is primarily used for:
- •Comparing strategic options
- •Ranking backlog items for roadmap placement
- •Strategy sessions evaluating trade-offs
When to Use This Skill
Activate automatically when:
- •
roadmap-updatingworkflow sequences initiatives - •Strategy sessions evaluate option trade-offs
- •User explicitly requests priority calculation
- •Comparing competing features or initiatives
Scoring Formula
Standard formula:
Priority Score = (0.2 × SignalStrength) + (0.4 × StrategicFit) + (0.3 × Impact) - (0.1 × Complexity)
Component weights:
- •SignalStrength (20%): Evidence from customers, partners, and internal teams
- •StrategicFit (40%): Alignment with current strategic priorities
- •Impact (30%): Expected influence on key business metrics
- •Complexity (10%, negative): Estimated difficulty and risk
Score range: 0.0 to 10.0 (higher = higher priority)
Component Definitions
1. SignalStrength (0-10 scale)
Definition: Evidence quality and quantity supporting this item.
Calculation:
SignalStrength = (0.4 × CustomerScore) + (0.3 × RecencyScore) + (0.2 × DiversityScore) + (0.1 × FrequencyScore)
CustomerScore (0-10): Based on unique customer/account mentions:
- •1 account: 3.0
- •2 accounts: 5.0
- •3 accounts: 7.0
- •4+ accounts: 9.0
- •6+ accounts: 10.0
RecencyScore (0-10): Based on most recent mention:
- •<7 days ago: 10.0
- •7-14 days ago: 8.0
- •14-30 days ago: 6.0
- •30-60 days ago: 4.0
- •60-90 days ago: 2.0
- •
90 days ago: 1.0
DiversityScore (0-10): Based on source type mix (customers, partners, internal functions):
- •1 source type: 4.0
- •2 source types: 7.0
- •3+ source types: 10.0
FrequencyScore (0-10): Based on total mention count:
- •1-2 mentions: 3.0
- •3-5 mentions: 6.0
- •6-10 mentions: 8.0
- •11+ mentions: 10.0
2. StrategicFit (0-10 scale)
Definition: Alignment with current strategic priorities.
Evaluation criteria:
High Strategic Fit (8-10):
- •Directly advances top-tier strategic goals
- •Addresses core differentiators
- •Supports primary growth vectors
- •Enables strategic positioning
Medium Strategic Fit (5-7):
- •Supports strategic goals indirectly
- •Table-stakes feature (necessary but not differentiating)
- •Addresses secondary growth vectors
- •Competitive parity (match competitor features)
Low Strategic Fit (1-4):
- •Tangential to current strategy
- •One-off request not fitting larger themes
- •Nice-to-have without strategic rationale
- •Distracts from core priorities
Scoring method:
- •List current strategic priorities (from strategy memos, roadmap themes)
- •Assess item alignment with each priority
- •Score based on strength and breadth of alignment
3. Impact (0-10 scale)
Definition: Expected influence on key business metrics.
Primary metrics:
- •Churn reduction
- •Revenue growth / expansion
- •Time-to-first-value (TTFV)
- •User engagement / activation
- •Customer satisfaction (NPS)
Scoring tiers:
Transformative Impact (9-10):
- •20%+ improvement in primary metric
- •Addresses #1 churn reason or growth blocker
- •Unlocks new market segment or revenue stream
Significant Impact (7-8):
- •10-20% improvement in primary metric
- •Addresses top-3 churn reason or growth driver
- •Measurable revenue or retention improvement
Moderate Impact (5-6):
- •5-10% improvement in primary metric
- •Incremental improvement in satisfaction or engagement
- •Small but measurable business impact
Minor Impact (3-4):
- •<5% improvement
- •Difficult to measure impact
- •Improves experience but unclear business effect
Minimal Impact (1-2):
- •No clear metric impact
- •Pure convenience or polish
- •Uncertain benefit
4. Complexity (0-10 scale, negative weight)
Definition: Estimated difficulty, time, and risk.
Evaluation dimensions:
Technical Complexity:
- •Single system/surface: Low (2-3)
- •Multiple systems: Medium (4-6)
- •Cross-platform + integrations: High (7-8)
- •Major architectural change: Very High (9-10)
Time Estimate:
- •<1 week: Low (2)
- •1-2 weeks: Low-Medium (3-4)
- •2-4 weeks: Medium (5-6)
- •4-6 weeks: High (7-8)
- •
6 weeks: Very High (9-10)
Risk Level:
- •Well-understood, proven patterns: Low (2-3)
- •Some unknowns, moderate dependencies: Medium (4-6)
- •Many unknowns, high dependencies: High (7-8)
- •Unproven approach, critical path: Very High (9-10)
Complexity Score:
Complexity = (0.4 × TechnicalComplexity) + (0.4 × TimeEstimate) + (0.2 × RiskLevel)
Scoring Process
1. Load Item Data
Required inputs:
- •Item title and description
- •Signal data from meeting synthesis (if available):
- •Unique customer count
- •Mention count
- •Most recent mention date
- •Source diversity (customer/partner/internal)
- •Strategic context (current priorities)
- •Estimated time and complexity
2. Calculate Component Scores
Apply formulas for each component as defined above.
3. Apply Priority Formula
Calculate:
Priority Score = (0.2 × SignalStrength) + (0.4 × StrategicFit) + (0.3 × Impact) - (0.1 × Complexity)
Round to one decimal place.
4. Generate Scoring Report
Output format:
# Priority Scoring Report
**Item**: {Title}
## Component Scores
**SignalStrength**: {score}/10
- Customer mentions: {N} accounts
- Most recent: {N} days ago
- Source diversity: {N} types
- Total mentions: {N}
**StrategicFit**: {score}/10
- Alignment assessment: {High/Medium/Low fit}
**Impact**: {score}/10
- Primary metric: {metric name}
- Expected improvement: {% or absolute}
- Impact tier: {Transformative/Significant/Moderate/Minor/Minimal}
**Complexity**: {score}/10 (negative weight)
- Technical complexity: {score}/10
- Time estimate: {weeks} weeks
- Risk level: {score}/10
## Final Priority Score
**{Final Score}/10**
**Interpretation**: {High/Medium/Low priority}
**Recommendation**: {Roadmap placement suggestion}
5. Rank Items
When scoring multiple items:
- •Calculate priority score for each
- •Sort by score (descending)
- •Group into priority tiers:
- •High Priority (8.0-10.0): Near-term roadmap
- •Medium Priority (5.0-7.9): Mid-term backlog
- •Low Priority (<5.0): Long-term or deferred
Integration with Workflows
Roadmap Updating Integration
Invoked by:
- •
roadmap-updatingworkflow
Usage:
- •Re-score existing items when priorities shift
- •Compare new items against existing roadmap
- •Re-sequence based on updated scores
Strategy Session Integration
Invoked by:
- •
strategy-sessionworkflow (for option evaluation)
Usage:
- •Score strategic alternatives
- •Compare trade-offs numerically
- •Support decision-making with objective criteria
Success Criteria
Priority scoring complete when:
- •All component scores calculated
- •Formula applied correctly
- •Final score rounded to one decimal
- •Scoring report generated with rationale
- •Item ranked relative to others (if batch scoring)
Related Skills
- •meeting-synthesis: Provides signal data for SignalStrength calculation
- •prd-validation: Ensures PRDs meet quality standards
- •product-planning: Uses priority context for roadmap sequencing
Anti-Rationalization Blocks
Common excuses that are explicitly rejected:
| Rationalization | Reality |
|---|---|
| "This feels higher priority" | Use formula, not gut feeling. |
| "Customer is important, boost score" | Formula already weighs customer signals. |
| "Complexity doesn't matter" | Complexity affects delivery, include it. |
| "Strategic fit is obvious" | Define and score against specific priorities. |