The hit HBO drama series Game of Thrones has become notorious for its shocking and ruthless killings of major characters throughout its run. In this whitepaper I try to identify the main risk covariates that would predict survival using Kaplan-Meier estimators, Cox regression, Elastic Net and stepwise methods for variable selection