Correlation & Pattern Explorer
Discover relationships between behavioral signals and outcomes
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Top Correlations
stronginverse
Daily Active UsersChurn Risk Score
-0.84
Strong inverse correlation - as DAU increases, churn risk decreases significantly
94%
1,247
strongpositive
Feature Adoption RateNPS Score
+0.72
Customers who adopt more features tend to give higher NPS scores
89%
892
moderateinverse
Support Ticket VolumeHealth Score
-0.68
Increased support tickets correlate with declining health scores
86%
456
moderatepositive
API UsageExpansion Revenue
+0.65
Higher API usage often precedes expansion opportunities
82%
234
moderatepositive
Login FrequencyRenewal Rate
+0.58
Regular logins are a leading indicator of renewal likelihood
78%
1,089
moderateinverse
Time to First ValueLong-term Retention
-0.52
Faster time-to-value correlates with better retention outcomes
75%
678
Detected Patterns
Create SignalPre-Churn Pattern
Combination of declining usage + support escalations + champion inactivity
23 matches
45 days lead time
Expansion Signal Cluster
Increased API calls + team growth + feature requests
34 matches
30 days lead time
Onboarding Stall
Low feature adoption + few logins + no integrations after 30 days
56 matches
21 days lead time
Champion Departure Risk
Champion login decline + no secondary users + pending renewal
12 matches
60 days lead time
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