We examine the American landscape of higher education quantitative research concerning how gender and sex demographic information is collected. We use a directed content analysis to examine the prevalence and operationalization of gender and sex among widely used higher education survey instruments. Our findings illuminate a seemingly haphazard…

To promote inclusivity in quantitative research about lesbian, gay, bisexual, and queer (LGBQ) students, scholars must first understand how sexual orientation data are collected in higher education survey research (Garvey, 2014; Rankin & Garvey, 2015). There is one research question that guides this study: How is sexual orientation demographic…

Science, technology, engineering and mathematics (STEM) professionals generate a stream of scientific discoveries and technological innovations that fuel job creation and national economic growth. Ensuring a robust supply of these professionals is critical for sustaining growth and creating jobs growth at a time of intense global competition.…

Federal agencies conduct large, national studies that provide abundant data easily accessible to researchers. While these datasets provide access to rich data for analyzing a multitude of topics, certain skills are necessary for appropriate use. Specifically, over sampling and multistage cluster sampling must be accommodated in the analyses to…