3 D Statistical Learning

Case Study: Bayesian Structural Equation Models in Clinical Study Data with Small Samples

Overview Data and Context Methodological Approach Key Findings Practical Implications Summary Resources Overview In clinical research, sample sizes are often small due to cost, recruitment, or ethical constraints. Traditional (frequentist) structural equation models (SEM) and…

Case Study: Customer Relationship Management in Medical Technology – Building Data-Driven Marketing

Challenge A medical technology company needed to enhance its customer relationship management by leveraging data to drive marketing effectiveness. The existing approaches to user engagement were not sufficiently targeted, resulting in missed opportunities for customer…

Case Study: Predictive Maintenance for Medical Devices

1. Problem Description and Objective We aim to anticipate equipment failure in 75 medical devices using multivariate longitudinal telemetry data. We develop and evaluate a predictive model, document our approach, and implement an early warning…