Agent Skills: Analytics Interpretation

Interpret GA4 and GSC data with benchmarks, status indicators, and actionable insights

UncategorizedID: nicepkg/ai-workflow/analytics-interpretation

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pnpm dlx add-skill https://github.com/nicepkg/ai-workflow/tree/HEAD/workflows/marketing-pro-workflow/.claude/skills/analytics-interpretation

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workflows/marketing-pro-workflow/.claude/skills/analytics-interpretation/SKILL.md

Skill Metadata

Name
analytics-interpretation
Description
Interpret GA4 and GSC data with benchmarks, status indicators, and actionable insights

Analytics Interpretation

When to Use

  • Analyzing content performance reports
  • Understanding traffic patterns
  • Interpreting search console data
  • Making data-driven content decisions
  • Explaining metrics to stakeholders

Metric Benchmarks

Google Analytics 4 (GA4)

| Metric | Good | Warning | Poor | Action When Poor | |--------|------|---------|------|------------------| | Avg Time on Page | >3 min | 1-3 min | <1 min | Improve content depth, add multimedia | | Bounce Rate | <40% | 40-70% | >70% | Add internal links, improve intro hook | | Engagement Rate | >60% | 30-60% | <30% | Review content quality, add CTAs | | Scroll Depth | >75% | 50-75% | <50% | Add visual breaks, improve structure | | Pages/Session | >2.5 | 1.5-2.5 | <1.5 | Improve internal linking |

Google Search Console (GSC)

| Metric | Good | Warning | Poor | Action When Poor | |--------|------|---------|------|------------------| | CTR | >5% | 2-5% | <2% | Improve title/meta description | | Avg Position | 1-3 | 4-10 | >10 | Strengthen content, build links | | Impressions Trend | Growing | Stable | Declining | Refresh content, target new keywords | | Mobile Usability | PASS | - | FAIL | Fix mobile issues immediately | | Core Web Vitals | GOOD | NEEDS_IMPROVEMENT | POOR | Optimize performance |

Interpreting Combined Signals

Traffic Quality Matrix

                    High Engagement
                          │
           ┌──────────────┼──────────────┐
           │  HIDDEN GEM  │   STAR       │
           │  Low traffic │   High traffic│
           │  High quality│   High quality│
           │  → Promote   │   → Maintain  │
Low ───────┼──────────────┼──────────────┼─── High
Traffic    │              │              │   Traffic
           │  UNDERPERFORM│   LEAKY      │
           │  Low traffic │   High traffic│
           │  Low quality │   Low quality │
           │  → Rework    │   → Optimize  │
           └──────────────┼──────────────┘
                          │
                    Low Engagement

Search Intent Alignment

| GSC Signal | GA4 Signal | Interpretation | |------------|------------|----------------| | High impressions | Low clicks | Title/meta mismatch with intent | | High CTR | High bounce | Content doesn't deliver on promise | | Low CTR | High engagement (when clicked) | Hidden gem, improve snippet | | Growing impressions | Stable clicks | Ranking improving, CTR opportunity |

Score Calculation Methodology

Content Health Score (0-100)

health_score = (
    engagement_score × 0.30 +
    seo_score × 0.30 +
    ranking_score × 0.20 +
    trend_score × 0.20
)

Component Calculations:

engagement_score = normalize(
    time_on_page_score × 0.4 +
    bounce_rate_score × 0.3 +
    scroll_depth_score × 0.3
)

seo_score = normalize(
    ctr_score × 0.4 +
    position_score × 0.4 +
    impressions_growth × 0.2
)

ranking_score = normalize(
    avg_position × 0.5 +
    visibility_score × 0.3 +
    keyword_coverage × 0.2
)

trend_score = normalize(
    traffic_trend × 0.4 +
    ranking_trend × 0.3 +
    engagement_trend × 0.3
)

Score Interpretation

| Score | Rating | Status | Action | |-------|--------|--------|--------| | 90-100 | Excellent | Performing optimally | Maintain, minor tweaks | | 75-89 | Good | Solid performance | Optimize weak areas | | 60-74 | Fair | Room for improvement | Address key issues | | 40-59 | Poor | Underperforming | Major revision needed | | 0-39 | Critical | Failing | Complete overhaul |

Trend Analysis

Week-over-Week Comparison

| Metric | This Week | Last Week | Change | Status |
|--------|-----------|-----------|--------|--------|
| Sessions | 1,245 | 1,180 | +5.5% | ↑ GROWING |
| Avg Position | 4.2 | 4.8 | +0.6 | ↑ IMPROVING |
| CTR | 2.8% | 2.6% | +0.2pp | ↑ IMPROVING |
| Bounce Rate | 42% | 38% | +4pp | ↓ DECLINING |

Interpreting Trends

| Trend Pattern | Interpretation | Recommended Action | |---------------|----------------|-------------------| | ↑↑↑ All metrics up | Content gaining momentum | Double down, create related content | | ↑↓↑ Mixed signals | Transition period | Monitor closely, identify cause | | ↓↓↓ All metrics down | Content declining | Urgent refresh needed | | →→→ All flat | Plateau reached | Experiment with new angles |

Anomaly Detection

Significant Change Thresholds

| Metric | Significant Change | Alert Level | |--------|-------------------|-------------| | Traffic | ±30% WoW | HIGH | | CTR | ±1pp WoW | MEDIUM | | Position | ±5 positions | HIGH | | Bounce Rate | ±10pp WoW | MEDIUM |

Common Anomaly Causes

| Anomaly | Possible Causes | |---------|-----------------| | Sudden traffic drop | Algorithm update, technical issue, competitor | | CTR spike | SERP feature win, seasonal interest | | Position fluctuation | Google testing, competitor changes | | Engagement drop | Content staleness, UX issue |

Output Templates

Metric Summary Card

## {Metric Name}

**Current Value**: {value}
**Benchmark**: {benchmark}
**Status**: {GOOD|WARNING|POOR}
**Trend**: {↑|→|↓} ({change}% vs last period)

**Interpretation**: {1-2 sentence explanation}

**Recommended Action**: {specific action if needed}

Executive Summary

## Content Performance Summary

**Overall Health**: {score}/100 ({rating})

### Key Wins
- {positive finding 1}
- {positive finding 2}

### Concerns
- {issue 1}
- {issue 2}

### Priority Actions
1. {highest priority action}
2. {second priority action}
3. {third priority action}