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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:

Priority Ranking

Sort improvement recommendations by:

  1. Weakest persona with highest search volume weight = biggest opportunity
  2. Lowest-scoring dimension across all personas = systemic issue
  3. 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