Multilevel modeling (MLM), also referred to as hierarchical linear modeling (HLM) or mixed models, provides a powerful analytical framework through which to study colleges and universities and their impact on students. Due to the natural hierarchical structure of data obtained from students or faculty in colleges and universities, MLM offers many…

Institutional researchers might know more about non-tenure-track (NTT) faculty than leaders on many college campuses, particularly four-year institutions and research universities (Cross and Goldenberg, 2009). As such, institutional researchers play an important role in educating campus leaders about this growing segment of the academic workforce.…

Multilevel modeling offers researchers a rich array of tools that can be used for a variety of purposes, such as analyzing specific institutional issues, looking for macro-level trends, and helping to shape and inform educational policy. One of the more complex multilevel modeling tools available to institutional researchers is cross-classified…

The sophisticated analytical techniques available to institutional researchers give them an array of procedures to estimate a causal effect using observational data. But as many quantitative researchers have discovered, access to a wider selection of statistical tools does not necessarily ensure construction of a better analytical model. Moreover,…

The future challenge and opportunity for institutional researchers is to serve as change agents with involvement in initiating, implementing, and evaluating campus work. Institutional researchers are poised to excel at doing so because of the array of technical skills they routinely apply to existing institutional research roles. Their work…

In this article, the authors detail the major themes set out in the previous articles in this volume, tying them together using the framework of organizational intelligence. In his article about the nature of institutional research, Terenzini (1993) invoked the concept of organizational intelligence, arguing that institutional researchers must be…

In this article, the authors discuss the utility of combining quantitative and qualitative methods in conducting intersectional analyses. First, they discuss some of the paradigmatic underpinnings of qualitative and quantitative research, and how these methods can be used in intersectional analyses. They then consider how paradigmatic pragmatism…

Despite revolutionary changes in technology, the challenges facing institutional research professionals remain remarkably the same as they were a decade ago. They are still meeting disparate stakeholder demands, developing new skills, adopting new roles, and finding ways to communicate complex information through clear presentation of data. Then…

Like other public sector institutions, higher education has become part of the accountability movement. Colleges and universities increasingly rely on institutional research offices to document performance by providing data to external audiences. In fact, most of the funding available to colleges and universities today comes with some kind of…

In this article, the authors demonstrate how researchers can integrate qualitative and quantitative methods to gain a deeper understanding of the prevalence and nature of cultural taxation among black professors. In doing so, they show how the impact of cultural taxation on the experiences of black faculty in the academy is best captured using…

Assessment research is at its best when it packages research results and data so that they can be digested by multiple audiences. Too many assessment researchers spend all their efforts planning and executing the research project with little attention to closing the loop at the end. If assessment findings are not communicated effectively, the…

Most institutional research (IR) practitioners lack access to direct measures of longitudinal student learning, let alone assessment instruments systematically embedded into the curriculum that yield representative cognitive gain data controlling for student motivation. Typically, measures of student learning growth rest on findings from survey…

Staffing is a fundamental component of effective institutional research, yet determining and securing adequate resources can be difficult. In addition, as was noted in an AIR Forum presentation on the Achieving the Dream project (Rincones and Champion, 2008), even when colleges allocate money for positions they have difficulty finding…

In this chapter, the author looks back at his undergraduate experiences and ahead to his own future as an education researcher. He also offers recommendations for future research on students of color in STEM. His suggested topics of research include: (1) the factors that compel racial minorities to choose STEM majors; (2) the learning and…

Institutional researchers are responsible for the collection, organization, analysis, and maintenance of large amounts of personally identifiable data on students, faculty, and staff. Not only are institutional research (IR) offices required to report these data to state and federal agencies, they are also responsible for providing information to…