The Department of Veterans Affairs (VA) provides nationwide access, lifetime coverage, and an integrated care structure to its enrollees. Those key aspects of VA healthcare-together with data contained in VA's electronic information systems supporting over eight million veterans-provide unique opportunities to study processes, outcomes, and costs of care. Recently, for example, VA data have been used to study outcomes associated with acute postoperative inpatient rehabilitation and care in specialized rehabilitation bed units after lower-limb amputation [1-2], medication adherence and relapse among patients discharged from a VA posttraumatic stress disorder (PTSD) treatment program [3], the provision and costs of assistive technology devices to veterans after stroke [4], and use of mental health services by veterans disabled by auditory disorders [5].
UNDERPINNINGS OF SINGLE-TOPIC ISSUE ON DATA QUALITYIn 1998, the VA Health Services Research & Development Service funded the VA Information Resource Center (VIReC) to facilitate the use of VA administrative data for research. Since that time, VIReC has developed and disseminated research-relevant information about VA databases and information systems. Knowledge-building activities include data quality investigations conducted within VIReC. This single-topic issue recognizes the vast stores of information about VA data that VA investigators generate nationwide, in the normal course of their data analysis activities, and seeks to leverage that information to advance electronic-data-based research.A call for abstracts was issued in the spring of 2009 for investigations of the quality and research utility of electronic data used in research to advance the care of veterans. VA investigators responded-many more worthy abstracts were submitted than could be included in one JRRD issue. Reflecting strong research-community support for VA research, 54 scholars readily accepted invitations to peer review and almost 100 individuals participated as authors, reviewers, or editors.VA researchers have long been major contributors to the methodological literature in the area of administrative data use [6][7][8][9][10][11][12][13][14][15][16][17]. This issue advances that literature by focusing specifically on the quality and research utility of databases used in veterans research. We view data quality-roughly, the completeness and accuracy of the data collected and entered-as a necessary but not sufficient feature of a "research-useful" data set [18]. The research