6.70 Behavioral, Dwell-Time & Engagement Signals
90 checks in Schema, Local, Trust, Deep Audit. Automated
Its subsection has a live automated checker in the engine.
Dwell-Time & Session Engagement
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.01 | Validate average dwell-time above benchmark | Above benchmark | Heavy | Deterministic |
| 6.70.02 | Validate session duration healthy | Healthy | Heavy | Deterministic |
| 6.70.03 | Validate low pogo-sticking | Minimal | Medium | Deterministic |
| 6.70.04 | Detect instant exits | None | Medium | Deterministic |
| 6.70.05 | Validate long-click rate healthy | Healthy | Medium | Deterministic |
Scroll-Depth & Content Reachability
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.06 | Validate 50% scroll depth reached | Reached | Heavy | Deterministic |
| 6.70.07 | Validate key content blocks reached | Reached | Heavy | Deterministic |
| 6.70.08 | Detect shallow scroll patterns | None | Medium | Deterministic |
| 6.70.09 | Validate scroll consistency across devices | Consistent | Medium | Deterministic |
| 6.70.10 | Validate scroll depth correlates with conversions | Correlated | Medium | Deterministic |
Interaction Signals — Clicks, CTA, UI Actions
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.11 | Validate CTA click-through rate | Healthy | Heavy | Deterministic |
| 6.70.12 | Validate menu/tab interactions | Active | Heavy | Deterministic |
| 6.70.13 | Detect rage clicks | None | Medium | Deterministic |
| 6.70.14 | Validate interaction spread across UI zones | Balanced | Medium | Deterministic |
| 6.70.15 | Validate interactions occur below the fold | Distributed | Medium | Deterministic |
Device-Level Engagement Patterns
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.16 | Validate mobile vs desktop engagement parity | Parity | Heavy | Deterministic |
| 6.70.17 | Validate engagement stable for organic & direct users | Stable | Heavy | Deterministic |
| 6.70.18 | Detect device-specific anomalies | None | Medium | Deterministic |
| 6.70.19 | Validate consistency between new vs returning users | Consistent | Medium | Deterministic |
Behavioral Quality Signals for AI
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.20 | Validate healthy engagement_time_msec | Healthy | Heavy | Deterministic |
| 6.70.21 | Validate content interaction depth (expanders, tabs, accordions) | Deep | Heavy | Deterministic |
| 6.70.22 | Detect hesitation patterns in UX flow | None | Medium | Deterministic |
| 6.70.23 | Validate patterns consistent with satisfied intent | Consistent | Medium | Deterministic |
| 6.70.24 | Validate AI-interpretable behavioral intent signals | Clear | Medium | Deterministic |
Micro-Engagement & User Flow Indicators
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.25 | Validate micro-interaction activity (icons, hovers, highlights) | Active | Medium | Deterministic |
| 6.70.26 | Detect friction micro-signals | None | Medium | Deterministic |
| 6.70.27 | Validate scroll-restore behavior consistent | Consistent | Medium | Deterministic |
| 6.70.28 | Detect repeated back-and-forth navigation | Minimal | Medium | Deterministic |
| 6.70.29 | Validate search-box interactions healthy | Healthy | Medium | Deterministic |
| 6.70.30 | Validate micro-conversion triggers active | Active | Medium | Deterministic |
Action Clicks — Calls, Directions, Bookings
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.31 | Validate call_click events present | Present | Heavy | Deterministic |
| 6.70.32 | Validate directions_click events healthy | Healthy | Heavy | Deterministic |
| 6.70.33 | Validate booking/reservation interactions | Present | Heavy | Deterministic |
| 6.70.34 | Validate click-through to external platforms | Functional | Medium | Deterministic |
| 6.70.35 | Detect abnormal spikes in call/direction actions | None | Medium | Deterministic |
Intent Fulfillment — Query Matching & User Satisfaction
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.36 | Validate user actions match search intent | Matching | Heavy | Deterministic |
| 6.70.37 | Validate landing page fulfills primary query | Fulfilled | Heavy | Deterministic |
| 6.70.38 | Validate minimal return-to-SERP behavior | Minimal | Medium | Deterministic |
| 6.70.39 | Validate internal search queries align with landing intent | Aligned | Medium | Deterministic |
| 6.70.40 | Detect negative search refinements | None | Medium | Deterministic |
AI Interpretation — Behavioral Signal Coherence
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.41 | Validate behavioral patterns consistent with expertise | Consistent | Heavy | Deterministic |
| 6.70.42 | Validate engagement signals reinforce E-E-A-T | Reinforcing | Heavy | Deterministic |
| 6.70.43 | Validate AI perceives page as helpful | Helpful | Medium | Deterministic |
| 6.70.44 | Validate behavior suggests trust | Trustworthy | Medium | Deterministic |
| 6.70.45 | Detect AI-risk patterns (rapid exits, confusion) | None | Medium | Deterministic |
UI Flow — Navigation, Tap Patterns & Interaction Quality
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.46 | Validate navigation path logical | Logical | Heavy | Deterministic |
| 6.70.47 | Validate breadcrumb or header navigation used | Used | Heavy | Deterministic |
| 6.70.48 | Detect UI confusion events | None | Medium | Deterministic |
| 6.70.49 | Validate mobile taps consistent | Consistent | Medium | Deterministic |
| 6.70.50 | Validate no excessive zooming/panning | None | Medium | Deterministic |
Interaction Quality — Quality of Engagement, Micro-Behaviors
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.51 | Validate hover-depth on desktop | Healthy | Medium | Deterministic |
| 6.70.52 | Validate tap accuracy on mobile | Accurate | Medium | Deterministic |
| 6.70.53 | Validate consistent scrolling rhythm | Consistent | Medium | Deterministic |
| 6.70.54 | Detect repeated back-to-top jumps | Minimal | Medium | Deterministic |
| 6.70.55 | Detect excessive multi-clicking | None | Medium | Deterministic |
| 6.70.56 | Validate footer interactions present | Present | Medium | Deterministic |
| 6.70.57 | Detect rapid-bounce mobile sessions | Minimal | Medium | Deterministic |
| 6.70.58 | Validate interactive widgets used | Used | Medium | Deterministic |
| 6.70.59 | Validate multi-page visit flow | Present | Medium | Deterministic |
| 6.70.60 | Validate micro-engagement contributes to AI trust | Contributive | Medium | Deterministic |
Satisfaction Signals — Longer Interactions & Task Completion
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.61 | Validate long-view sessions present | Present | Heavy | Deterministic |
| 6.70.62 | Validate task completion indicators (form, call, CTA) | Completed | Heavy | Deterministic |
| 6.70.63 | Validate scroll completion (80–100%) | High | Medium | Deterministic |
| 6.70.64 | Detect incomplete task starts | Minimal | Medium | Deterministic |
| 6.70.65 | Validate engagement_time_msec healthy | Healthy | Medium | Deterministic |
Post-Click Quality — Secondary Actions, Exploration & Depth
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.66 | Validate second-page views common | Common | Heavy | Deterministic |
| 6.70.67 | Validate secondary CTAs used | Used | Heavy | Deterministic |
| 6.70.68 | Validate internal navigation expands visit depth | Expanded | Medium | Deterministic |
| 6.70.69 | Detect patterns of "shallow" sessions | Minimal | Medium | Deterministic |
| 6.70.70 | Validate helpful-content interactions | Present | Medium | Deterministic |
Return Visits — Retention, Loyalty & Brand Confidence
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.71 | Validate returning users present | Present | Heavy | Deterministic |
| 6.70.72 | Validate reasonable return-visit intervals | Reasonable | Heavy | Deterministic |
| 6.70.73 | Detect abnormal fluctuations in loyalty | None | Medium | Deterministic |
| 6.70.74 | Validate branded revisit paths stable | Stable | Medium | Deterministic |
| 6.70.75 | Validate user bookmarks or saved interactions | Present | Medium | Deterministic |
User Trust — Confidence, Credibility & AI-Trusted Behavior
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.76 | Validate behavior reflects confidence in brand | Confident | Heavy | Deterministic |
| 6.70.77 | Detect hesitation behaviors (hover-delay, re-checking info) | Minimal | Heavy | Deterministic |
| 6.70.78 | Validate security-related trust signals clicked | Present | Medium | Deterministic |
| 6.70.79 | Validate contact page used at healthy rate | Healthy | Medium | Deterministic |
| 6.70.80 | Validate reassurance elements (FAQ, About, Reviews) visited | Visited | Medium | Deterministic |
Long-Term AI Trust — Pattern Recognition & Behavioral Coherence
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.81 | Validate behavioral data consistent over months | Consistent | Heavy | Deterministic |
| 6.70.82 | Detect contradictions across traffic sources | None | Heavy | Deterministic |
| 6.70.83 | Validate repeat conversions present | Present | Medium | Deterministic |
| 6.70.84 | Detect seasonality masking trust issues | None | Medium | Deterministic |
| 6.70.85 | Validate positive trend in trust-driven actions | Positive | Medium | Deterministic |
Final Behavioral Quality Metrics — Aggregate AI Signals
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.70.86 | Validate aggregate engagement metrics strong | Strong | Heavy | Deterministic |
| 6.70.87 | Detect behavior anomalies across devices | None | Medium | Deterministic |
| 6.70.88 | Validate behavior aligns with E-E-A-T expectations | Aligned | Medium | Deterministic |
| 6.70.89 | Validate dwell + actions contribute to ranking favorability | Contributive | Medium | Deterministic |
| 6.70.90 | Compute Behavioral Engagement Master Score | Finalized | Critical | Deterministic |
← 6.69 Review Spam Detection & Quality Signals6.71 Form Friction, Input Failures & Interaction Blockers →
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