Loyalty glossary · 7. Data and analytics (31)
Segmentation
Segmentation is the practice of dividing members into distinct groups by characteristics or behaviour, then treating each group differently in earn, burn, or communication.
Segmentation is not a reporting exercise. It is the operating system for differential treatment. Every loyalty operation segments, whether it admits it or not, because treating all members identically ignores the data that already separates them. An operation without a segmentation strategy is running one anyway, just poorly.
The trap is demographic grouping. Age, gender, and postcode are cheap to collect and almost useless for predicting redemption behaviour. A 45 year old woman in London reveals nothing about whether she will redeem points for a flight or let them expire. Most operations start with demographics because they are easy, then wonder why campaigns underperform.
Behavioural classification, built on accrual velocity and activity based qualification, separates members by what they do rather than who they are. A member who accrues 50,000 points in 6 months and qualifies for top tier by 12 stays is in a different cluster from one who accrues 5,000 points in the same period and never qualifies. The first needs redemption offers that protect breakage assumptions. The second needs earn acceleration to stay engaged. These are not the same relationship.
Worked arithmetic: Consider an operation that issued 500 million points in a year. Behavioural classification shows that 20 percent of partners earned 400 million points, while the other 80 percent earned only 100 million points. That means the top cohort is worth 4 times as much per partner, and any communication plan that treats all partners equally is spending 4 times too much on low value members. This is not a small adjustment.
Static bucket rules fail as behaviour changes. An actuarial model uses historical redemption and accrual patterns to estimate future value for each member, then reassigns buckets monthly. A member who stopped accruing 3 months ago but still holds 200,000 points is no longer an active top tier. Treating her as one wastes incentives. Bucketing must be a moving assignment, not a fixed label.