Headquartered at The University of Texas at Austin, Pecan Street Inc. is a research and development organization focused on developing and testing advanced technology, business model and customer behavior surrounding advanced energy management systems. Their flagship effort is the Pecan Street Demonstration Project that began in an Austin community. This presentation discusses collecting and using data to assess and improve the Pecan Street Project.