Efforts to develop common higher education data standards are expanding both within and across countries. The institutional research (IR) community plays a critical role in assuring that these efforts capture the diverse manifestations of the postsecondary and tertiary education systems and promote responsible comparisons. This chapter provides…

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…

Although the notion is certainly cliched, baseball often serves as an excellent metaphor for life. Some of the methodologies currently being used to measure, evaluate, manage, and even play baseball may serve as references for ways that higher education may be measured, evaluated, managed, and played. This chapter proposes and presents…

The process of identifying and selecting peers for a college or university is one of this volume's definitions for "benchmarking": "a strategic and structured approach whereby an organization compares aspects of its processes and/or outcomes to those of another organization or set of organizations to identify opportunities for improvement." The…

The purpose of this chapter is to discuss the conceptual, methodological, and statistical challenges in selecting appropriate peer institutions for comparative purposes. The authors' approach embraces a Western scientific tradition that physical things and phenomena can be "reduced into a set of key variables--identifiable parts--that make key…

College student self-reported gains are used frequently in institutional research and in general research on college outcomes (Gonyea, 2005). These self-report measures serve not only to identify experiences and programs associated with student growth but also to draw comparisons across colleges and universities. The vast majority of institutions…

Survey data are widely used in higher education for purposes such as assessment and strategic planning. One of the most common ways of using surveys has been to assess student learning outcomes by means of proxy questions on a survey, assuming that students who engage in specific behaviors (called engagement) have learned more during college than…

This article describes a mixed-methods approach to integrating the methodological tools of social network analysis and qualitative research to explore intersectionality as it pertains to faculty experiences in institutional contexts. These research strategies, employed at the individual and aggregate levels, can be useful tools as institutions aim…

System offices for community college institutional research differ in many ways from campus offices for community college institutional research. The other chapters in this volume describe salient characteristics of system IR offices, but many readers may want to see a direct comparison of system IR offices to campus IR offices in the community…

Underrepresented racial minorities (URMs) earn college degrees in science, technology, engineering, and mathematics (STEM) fields at lower rates than do their majority peers. The term "underrepresented minority" refers to Black, Latina/o, Native American, and Southeast Asian American (Cambodian, Hmong, Lao, and Vietnamese) students. Statistics…

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 Andrew W. Mellon Foundation funded the College Sports Project (CSP) in 2003 to focus on academics and athletics within Division III. The CSP includes a longitudinal data collection effort comparing athletes to nonathletes at over 80 Division III institutions in the United States. This chapter draws on the CSP to highlight the challenges small…

This article identifies the inherent differences between statistics and the law, underscores the difficulty of combining the two in cases involving higher education issues, and then addresses how the two can and should be mutually supportive of each other. When these two divergent disciplines are forced to combine and statistical evidence is…

Drawing on the work of several prominent scholars, the author describes the evolution of quantitative critical inquiry and compares this perspective to traditional research paradigms. (Contains 1 table.)

In today"s economy, public university administrators need to reflect on current practices for reporting and projecting space requirements to government entities as the cost of constructing new facilities or renovating space rises while income from legislative appropriations diminishes. As stewards of public buildings and funds, institutions are…