Mee Panyar is a start-up social enterprise in Myanmar that is pioneering community-based management models for operating and maintaining rural solar mini-grids. Modern mini-grid installations include a suite of sensors that may be monitored in real-time. However, rural technicians rarely oversee such monitoring, increasing the chance of system failure. The HMC Clinic Team has designed a suite of statistical and machine learning models that will be used to identify anomalous behavior and flag components for maintenance operations.