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20 Practical User Analyses
BASICS
Descriptive statistics
Correlation
Cross tables
Funnels
Flows (San-key diagram)
COHORTS & SEGMENTATIONS
Cohort analysis
#1 Retention
Cohort analysis
#2 Time-series
Compare cohorts
Segmentation
Segmentation
Strengths vs. weaknesses
activity
spending
OC
Migrations (Circular plot)
https://github.com/jo/circular-migration-plot
LIFETIME VALUE PREDICTIONS
Lifetime value
Lifetime Value Prediction
Lifetime Value Prediction
Future Value Map ™
Classification Trees
Regression Trees
Box plot
Setting of goals for prediction
Who will make it to the next step?
Who will belong a segment (class)?
What will be the future value?
OTHERS
Forecasting
Extrapolation vs. Interpolation
R² = 0.925
0%
5%
10%
15%
20%
25%
0 1 2 3 4 5 6 7 8
Churn
Attempts to success
Churn vs. attempts [for level 3]
Optimal point
AB testing
Campaign Attribution
Social Value
DISCUSSION:
What’s missing?
• <banks>…. 0 attendees from banking
• <telco> … Acquisition/Retention/Monetization
• <gaming> … the same as telco
• <e-commerce> … nothing new
• <anything else> … TEXT MINING (next time)
Practical User Analyses
jozo.kovac@infinario.com
Co-Founder & Lead Data-Miner

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