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Applications of Survival Analysis to Customer Management Henry Stewart Briefing for Users of Marketing Analytics  4 December 2008, Mayfair Conference Centre, Marble Arch, London  William De Genst
Survival Analysis
Survival Analysis Understanding Customer Attrition
Survival Analysis Techniques
Survival Analysis Distributions of lifetimes
Survival Analysis Distributions of lifetimes
Survival Analysis Joining Time Time Survey end Actual Time Time from common origin Distributions of lifetimes
Survival Analysis Estimation
Survival Analysis Estimation
Survival Analysis Trial contract Non-trial contract Log-rank test (Mantel-Haenszel) Chisq= 30.2  on 1 degrees of freedom, p= 3.98e-08 Estimation
Survival Analysis Cox proportional hazards model
Survival Analysis Cox proportional hazards model Var  SE(  ) z p v 1 0.09 0.03 3.19 0.01 v 2 -0.35 0.19 -1.83 0.06 v n -0.34 0.38 -0.90 0.37
Survival Analysis Schoenfeld residuals ~ time Martingale residuals ~ covariate Cox proportional hazards model
Survival Analysis Cox proportional hazards model Smoothed term
Lifetime Value Analysis Customer Lifetime Value
Lifetime Value Analysis time Survival probability Customer spend time ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Customer Lifetime Value
Case Study Cost of a Direct Mailing Campaign
Case Study Free trials Year 1 renewal Cost of a Direct Mailing Campaign
Case Study DD cancelation Free trials going on to other products Original Payment Method
Case Study Payment method as strata ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Cost of a Direct Mailing Campaign coef exp(coef) se(coef) z p productswitches -0.21 0.81 0.08 -2.58 0.01 methodswitches -2.76 0.06 0.15 -17.99 0.00 downgrades -1.63 0.20 0.58 -2.80 0.01 income 0.03 1.03 0.01 1.76 0.08 HHdensity 0.06 1.06 0.03 1.95 0.05
Case Study ,[object Object],[object Object],[object Object],Paid Free trial Cost of a Direct Mailing Campaign
Case Study break-even in week 65 Cost of a Direct Mailing Campaign
Case Study Cost of a Direct Mailing Campaign
Conclusions

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Henry Stewart Survival Analysis