Systems and methods are described for computing a quantitative index that characterizes Alzheimer's disease ("AD") risk events based on a temporally ordered sequence of biomarker events. In general, the systems and methods described here implement a modified event-based probabilistic ("EBP") model to calculate the risk index from biomarker data.