Institutional researchers can be confronted with ethical quandaries. Pressures from their institutions can conflict with professional standards and general ethical requirements. Analyses that appear to be neutral can conceal hidden assumptions that are unintentionally harmful to those individuals whom institutions have a responsibility to protect.…

In institution research, surveys of students or faculty can be a helpful tool to gather data. Surveying a sample of students or faculty and computing weights to be able to make inferences to your student or faculty population are important. In this chapter, we introduce the connected topics of sampling and weighting. We begin with a discussion on…

As we become increasingly acquainted with the rich opportunities that analytics systems can provide, there is a commensurate need to consider the extent to which analytics tools are effectively integrated, with proper training, into the day-to-day functioning of higher education professionals. This chapter explores the extent to which predictive…

This chapter will value of including diverse voices of researchers. An innovative, cost-effective model for assessment will be described, capturing the process implemented at a university in its efforts to center social justice within assessment and evaluation research practices.

This chapter briefly traces the development of the concept of critical quantitative inquiry, provides an expanded conceptualization of the tasks of critical quantitative research, offers theoretical explanation and justification for critical research using quantitative methods, and previews the work of quantitative criticalists presented in this…

This chapter explores how critical lenses can be used to conduct transfer research and proposes a new methodological approach to understand the complex experiences and success of diverse transfer students.

This chapter provides institutional researchers a foundation to understand workforce data and how they can be accessed and used within an institutional research operating culture. Specific wage methodologies, earnings reporting, and future directions for using wage data are provided.

This chapter discusses methods and measures that are needed to conduct research on newly developing Applied Baccalaureate degrees that enable students to transfer applied college credits heretofore considered terminal to bachelor's degree programs.

This chapter discusses the evolution of the critical quantitative paradigm with an emphasis on extending this approach to new populations and new methods. Along with this extension of critical quantitative work, however, come continued challenges and tensions for researchers. This chapter recaps and responds to each chapter in the volume, and…

In this chapter, the authors critically review the current state of quantitative research on college students with disabilities and examine the exclusion of this marginalized population from much of our research. They propose ways to conduct research that more fully accounts for this diverse and important college population. The authors argue that…

This chapter provides examples of innovative methods and tools to collect, analyze, and report both quantitative and qualitative data in student affairs assessment.

If quantitative criticalism is thought to be a bridge between positivist epistemologies prevalent in quantitative work and social constructionism often found in critical qualitative work, then this bridge is fraught with challenges and tensions. This chapter examines the methodological issues, questions, and tensions that emerged from a research…

This chapter discusses the utility of person-centered approaches to critical quantitative researchers. These techniques, which identify groups of individuals who share similar attributes, experiences, or outcomes, are contrasted with more commonly used variable-centered approaches. An illustrative example of a latent class analysis of the college…

"Intersectionality" can be defined as the "relationships among multiple social dimensions and modalities of social relations and subject formations." In simpler terms, it can be defined as the processes through which multiple social identities converge and ultimately shape individual and group experiences. In this article, the authors discuss the…

The methods and models for categorical data analysis cover considerable ground, ranging from regression-type models for binary and binomial data, count data, to ordered and unordered polytomous variables, as well as regression models that mix qualitative and continuous data. This article focuses on methods for binary or binomial data, which are…