Three models, three kinds of movement.Loyalty on one side, activity on the other.
RRM and RFC both count from registration, so they read how the relationship grows. RFM counts from the last order, so it reads what the customer is doing now. A move between segments means something different in each model.
BEST FORReading the effect of campaigns and promotions quicklyBLIND TORelationship context and breadth
Moves in RRM show a relationship maturing or fading, in RFC needs widening or narrowing, and in RFM the current change in activity. This split makes it easier to choose the right action at the right moment.
One customer, three readings
RFM moves first. RFC shows where. RRM tells you if it lasts.
The same customer, tracked for 12 weeks on all three maps. Pick a story to see which model reacts first and which one confirms the change.
W1W2W3W4W5W6W7W8W9W10W11W12
FIRST MOVE
RFM
LoyalNeed AttentionAt RiskHibernating
week 3
RFC
MastersSnipersSleepers
week 5
RRM
TitansIronsDusts
week 7
WHAT HAPPENEDRFM drops to Need Attention in week 3 while RFC and RRM still show a Master and a Titan. Breadth narrows in week 5, and RRM confirms the loss only in week 7.
WHAT TO DOAct on the RFM signal in week 3, in the category RFC shows they are dropping. Waiting for RRM means waiting until the value is already falling.
Example customers, demonstration data.
Which model for which question
Start from the question, not the model.
All three are calculated for every customer, every day. Which one you open depends on what you need to decide.
Did last month’s campaign work?RFMRFM reacts within weeks, so campaign effects show here first.
Who is slowing down right now?RFMRecency grows before value or breadth change.
Is loyalty deepening or only repeating?RFCMore categories means a wider need, not only more orders.
Where is basket widening worth promoting?RFCClimbers and Shooters are one category away from the next segment.
Is the relationship maturing or fading?RRMValue over tenure separates growing customers from long-tenure ones who are fading.
Which long-tenure customers are we losing?RRMTitans moving to Irons or Dusts carry the largest value at risk.
