Many of the Institutes, Agencies and Centers that make up the US Department of Health and Human Services (DHHS) have recognized the need for better instrumentation in health outcomes research, and provide support, both internally and externally, for research utilizing advances in measurement theory and computer technology (informatics). In this paper, representatives from several DHHS agencies and institutes will discuss their need for better instruments within their discipline and describe current or future initiatives for exploring the benefits of these technologies. Together, the perspectives underscore the importance of developing valid, precise, and efficient measures to capture the full burden of disease and treatment on patients. Initiatives, like the Patient-Reported Outcomes Measurement Information System (PROMIS) to create health-related quality of life item banks, represent a trans-DHHS effort to develop a standard set of measures for informing decision making in clinical research, practice, and health policy.