We are currently engaged in a Machine Learning project aimed at predicting Hypertension using data from a large cross-sectional study. While we have data on the prevalence of both known and new cases of hypertensive individuals, the lack of a longitudinal follow-up in our dataset raises concerns about the most effective Machine Learning methodology for advancing our project.