In this talk we will show how our data driven approach helps to shed light on poorly understood links between physiological changes and pregnancy outcomes. We will discuss opportunities arising from crowdsourcing clinical research, by providing consumers with clinical grade tools and data, and analyzing such data at a scale beyond what is possible in regular clinical studies. We will take specific examples from Wekebere's research on maternal health, fetal wellbeing and labor detection.