Fitbits, Apple Watches, smartphone apps and other products have become ubiquitous in consumer health tracking. As these technologies quantify and capture users' physiology, they are generating an abundance of data. These data contain a wealth of information that can enable early detection of diseases like diabetes, asthma and heart conditions. But to use this data effectively, a wearable and voiceprint data analysis strategy will be required.