Examine patterns in customer activity and the information that may explain them.
Observe activity over time
Investigate the pattern. Check the explanation.
Illustrative approach
Observe → Compare → Investigate
Patterns, not promises
Review available customer data, agree what retention means and examine differences in behaviour. Any predictive work depends on data quality and a suitable validation approach.