Customer Value Modelling: Model synthesis and extension proposals
INTRODUCTION
Relationship Marketing and Direct Marketing
Profitability of the customer relationship
Need for customer value calculations
Dichotomies of the customer's relationship behaviours
Research objective
Research Framework
Retention, migration and mathematical approaches of customer value
Some works on customer value
Algebraic approaches
Matrix approaches
Comparison of works
The nature and mechanics of the customer's individual response
Dichotomies of the customer relationship behaviour
Particularities of the retention model
Particularities of the migration model
Distinction between transaction- and financial flows
Probability to generate transactions and transaction potential
The Retention Model
Introduction to the Retention model
The general case (variable retention probability with time)
Numeric example
Formalisation of calculations
The case where retention probabilities remain constant
Particularities of models with constant retention rate
Numeric Example
Formalisation of calculations
"Long-term" customer value
Use of the long-term analysis
Transactional Potential and long-term customer value
Customer's Long-term and Lifetime values
Optimisation of the long-term present customer value
Retention probability: as a function of customer oriented expenses
Finding the budget that maximizes the customer's present value
Numeric Example
Finding the balance between customer acquisition and retention
Acquisition and Retention Probabilities as functions of prospect/customer oriented expenses
Numeric Example
Numeric Example
Desynchronisation of the financial flows in the retention model
Synchronized flows
Desynchronisation of flows and commercial cycle amplitudes
Formalisation and numeric example
The Migration Model
Mechanics of retention/reactivation - a series of artefacts
Purchase profile (pattern) and the decision tree
The migration tree and the recurrence of the transition process
Formulas for a migration process censored in relation to the recency
Numeric Example
Comments
Formula for a left censored migration process (the starting recency)
Numeric example
Financial flows and customer value calculations
Customer Value - limits of some formulations
Limited use of calculations adapted from the retention model
Calculations adapted to the standard migration model
The customer value formula for the standard migration model
Modelling the customer elimination process
Matrix approach
Introduction
Transition probabilities Matrix and its derivatives
Transactional flow
The customer value
The long-term customer value
Matrix approach : Customer value Optimisation
Introduction
Numeric example
Optimisation Procedure
Optimisation using Markov decision processes
Optimising mailing policy without budgetary constraints
Conclusions
Systematisation of calculations
Progressive modelling
New algebraic formulas
A matrix optimisation procedure
Application conditions
REFERENCES
REFERENCES
Appendix 2: Matrix calculations for customer long term value optimisation
Appendix 2: Matrix calculations for customer long term value optimisation