The Kaplan-Meier Estimator is a non-parametric statistic used to estimate the survival function from lifetime data, particularly useful in medical research to measure the fraction of patients living for a certain amount of time after treatment. It accounts for censored data, where the outcome is not fully observed, providing a step function that estimates the probability of surviving past certain time points.