The document describes a study that assessed the daily activities of older adults living alone using sensors in their homes. The study found that a basic monitoring system using ZigBee sensors could successfully classify and detect changes in usual behaviors over time. This information could then trigger alarms for sudden changes or notify caretakers of mid-to-long term trends. Field trials over 18 months in 11 homes found the system learned thresholds over time and was considered by users and experts to have potential benefits in supporting independent living.