The best available evidence comes from reliable and valid data. This chapter discusses the data collection methods typically used in studies of program effectiveness and describes methods for assessing their reliability and validity. The chapter also gives suggestions on how to evaluate the methods researchers use to improve their study's validity in case of incomplete or missing data and to distinguish between statistical and practical significance. Needs the VPN if off campus.