Persona-Based Scoring Methodology
Score the target page from the perspective of each derived persona. This reveals which audience segments the page serves well and which it fails.
Persona Derivation
Derive 4-7 personas from SERP intent signals. Do not invent personas without evidence -- every persona must trace back to a signal cluster.
Sources for Persona Derivation
| Source | What It Reveals | Example Persona |
|---|---|---|
| PAA question cluster | Knowledge gaps by audience | Beginner, Technical Evaluator |
| Ad copy segments | Commercial audience targets | Budget Buyer, Enterprise Buyer |
| Related search themes | Journey stage groups | Researcher, Comparison Shopper |
| SERP result types | Content consumption preferences | Visual Learner, Data-Driven Analyst |
| Featured snippet format | Expected answer style | Quick-Answer Seeker |
Persona Card Format
For each persona, document:
**[Persona Name]** -- [one-line description]
- Role: [job title or situation]
- Goal: [what they want to accomplish]
- Emotional state: [from user-story-framework.md]
- Journey stage: Awareness | Consideration | Decision
- Key questions: [2-3 questions this persona needs answered]
- SERP evidence: [specific signals that generated this persona]4-Dimension Scoring Rubric
Score each persona on 4 dimensions. Maximum 25 points each, 100 total per persona.
Dimension 1: Relevance (0-25)
Does the page address this persona's specific need?
| Score | Criteria |
|---|---|
| 21-25 | Page directly addresses the persona's primary goal with specific content |
| 16-20 | Page covers the topic but lacks persona-specific depth or framing |
| 11-15 | Page is tangentially relevant -- persona must extrapolate to find value |
| 6-10 | Page mentions the topic but serves a different audience |
| 0-5 | Page is irrelevant to this persona's need |
Scoring signals: keyword alignment with persona goal, presence of persona-relevant sections (e.g., "for small businesses" section for SMB persona), depth of coverage for persona-specific use cases.
Dimension 2: Clarity (0-25)
Can this persona find their answer within 10 seconds?
| Score | Criteria |
|---|---|
| 21-25 | Answer is visible above fold or within first scroll for this persona |
| 16-20 | Answer is on the page but requires scrolling or navigation |
| 11-15 | Answer exists but is buried in dense text or unclear structure |
| 6-10 | Persona must piece together the answer from multiple sections |
| 0-5 | Answer is not clearly present -- persona would bounce |
Scoring signals: heading clarity for persona's question, scan-ability (bullets, tables, bold key terms), table of contents or jump links, information hierarchy matching persona priority.
Dimension 3: Trust (0-25)
Does the page provide adequate trust signals for this persona?
| Score | Criteria |
|---|---|
| 21-25 | Multiple trust signals directly relevant to this persona's concerns |
| 16-20 | General trust signals present but not persona-specific |
| 11-15 | Some trust signals but gaps in what this persona needs |
| 6-10 | Minimal trust signals -- persona would feel uncertain |
| 0-5 | No trust signals or signals that actively undermine trust for this persona |
Scoring signals: testimonials from similar users/companies, relevant credentials or certifications, security badges (for risk-averse personas), case studies matching persona's industry or size, author expertise signals.
Dimension 4: Action (0-25)
Is there a clear next step for this persona?
| Score | Criteria |
|---|---|
| 21-25 | Clear, persona-appropriate CTA with low friction |
| 16-20 | CTA exists but is generic (not tailored to persona's stage) |
| 11-15 | Next step is available but not prominent or requires searching |
| 6-10 | Only one CTA that doesn't match persona's journey stage |
| 0-5 | No clear next step -- persona reaches a dead end |
Scoring signals: CTA relevance to journey stage (awareness = "learn more", decision = "buy now"), friction level (free trial vs sales call), CTA placement relative to persona-relevant content, alternative paths for different readiness levels.
Score Interpretation
| Range | Rating | Implication |
|---|---|---|
| 80-100 | Excellent | Page serves this persona well -- minor optimizations only |
| 60-79 | Good | Page is relevant but has notable gaps for this persona |
| 40-59 | Needs Work | Page partially serves this persona -- significant improvements needed |
| 0-39 | Critical Mismatch | Page fails this persona -- major restructuring or new page needed |
Aggregation and Prioritization
Weighted Average
Not all personas are equally important. Weight by estimated search volume share:
- If SERP shows 70% informational intent, weight informational personas higher
- If ads dominate, weight commercial personas higher
- If local pack present, weight local personas higher
Priority Ranking
Sort improvement recommendations by:
- Weakest persona with highest search volume weight = biggest opportunity
- Lowest-scoring dimension across all personas = systemic issue
- Critical mismatch personas = fundamental page-type problem
Output Format
## Persona Scores for [URL]
| Persona | Relevance | Clarity | Trust | Action | Total | Rating |
|---------|-----------|---------|-------|--------|-------|--------|
| [Name] | XX/25 | XX/25 | XX/25 | XX/25 | XX/100 | [Rating] |
| ... | ... | ... | ... | ... | ... | ... |
### Weakest Persona: [Name] (XX/100)
**Top issue:** [specific problem]
**Recommended fix:** [concrete action with page-level detail]
### Systemic Issues
- [dimension]: [pattern across all personas]
### Priority Actions
1. [Action targeting weakest persona]
2. [Action targeting systemic issue]
3. [Action targeting next weakest persona]Validation Rules
- Every persona traces to specific SERP signals (no invented personas)
- Scores include specific evidence from the page (not just numbers)
- Recommendations are concrete (section names, CTA text, placement)
- At least 4 personas scored, no more than 7
- Weakest persona is addressed first in recommendations
- Score interpretation uses the standard ranges above