Upload
farhanmajeed
View
1.966
Download
5
Embed Size (px)
DESCRIPTION
Citation preview
Churn Management in
Mobile CommunicationsLed by
Dr. E. Xevelonakis
Definitions
ChurnTerm used to describe customer attrition or loss
Churn rateThe number of participants who discontinue their use of a service divided by the average number of total participants during a period
SunTel Mobile Telecommunications Slide 2/19
Growth rates worldwide
SunTel Mobile Telecommunications Slide 3/19
Reasons for churn
Easy to switch providerDifficult to manage the customer data Inadequate servicesQuality of servicePlenty of attractive offersCustomer dissatisfaction
SunTel Mobile Telecommunications Slide 4/19
Types of churn
InvoluntaryInternalVoluntary
Need to focus
SunTel Mobile Telecommunications Slide 5/19
Data Transformation
Data identificationData collectionValidation & CleaningTranspose to right granularityAddition of derived variablesPreparation of Model SetConduct Modelling
SunTel Mobile Telecommunications Slide 6/19
Propensity to Churn
Changes in spending or payment patterns
Recurrent or multiple problems or queries
SunTel Mobile Telecommunications Slide 7/19
Customer profitability calculation
completed callscall forwardingfailed callscustomer care callsvoice callsdirectory infodata calls
SunTel Mobile Telecommunications Slide 8/19
Churn reduction
Identify customer’s valuePlan a profitable marketing strategyPoint out clients most likely to defectDevelop win-back policy for worthwhile customers
SunTel Mobile Telecommunications Slide 9/19
Data Set & Variables (1/2)
Race / OriginCurrent AgeOccupationGeographic Locale or Major CityNumber of households at addressLength of serviceLifetime average minutes usage
SunTel Mobile Telecommunications Slide 10/19
Data Set & Variables (2/2)
Average monthly calls (lifetime)Average monthly minutes (completed voice)Recent change in monthly minutes Days since last retention callRange of monthly recurring chargesHandset price
SunTel Mobile Telecommunications Slide 11/19
Decision Trees or Neural Networks?
Decision treescustomer classificationeasier to use
Neural networkshidden pattern recognitionless costlymore advanced
Decision Trees
Neural Networks
SunTel Mobile Telecommunications Slide 12/19
Premium customers
CharacteristicsLong duration / high cost callsDemand high quality of service
Churn due to network incapability / high costStrategy
Free talking time Gift mobile devices
SunTel Mobile Telecommunications Slide 13/19
Classic customers
CharacteristicsExcessive SMS usageShort duration of callsUnstable user group
Churn due to competitors’ better offersStrategy
Special prepaid cardsSMS offersDiscounts in new handsets
SunTel Mobile Telecommunications Slide 14/19
Strategy
Keep both groupsClassic customers represent clients’ majorityPremium customers have
high customer value
Design different market models for each group
SunTel Mobile Telecommunications Slide 15/19
Past, present, future
SunTel Mobile Telecommunications Slide 16/19
Latency effect
Need for immediate actionUndesired rise in churn ratesMore dissatisfied customers
SunTel Mobile Telecommunications Slide 17/19
Telecommunications in Greece
1/1/1996 Deregulation4 major companies 3rd place worldwide in handset possession11,8 million connectionsLow usageElastic market13% of the market comes from data transmission
SunTel Mobile Telecommunications Slide 18/19
Greek market strategies
Incentives to use new technologiesSpecial economic programsDiscounts in handsetsBilling discountsAdvertisement
SunTel Mobile Telecommunications Slide 19/19
The End…
Thank you for attending our lecture!