Andrew Hershberger is a masters student at Stanford studying human-computer interaction and sleep measurement technologies. He discusses several sleep tracking products like Zeo and Sleep Cycle apps. Personal informatics systems must provide accurate data for insights and automate data integration. While such tools can increase sleep awareness, it is difficult to change behaviors, so targeting users most likely to succeed is important. Hershberger advocates experimenting with behavior change models to improve sleep tracking innovations.