Due to limited data, we know little about the prevalence of lesbian, gay, bisexual, transgender, and queer (LGBTQ+) educators. Using the American Community Survey and Census Pulse, we examine the representation of LGBTQ+ individuals in PK-12 teaching. We find that 3.3-3.5 percent of LGBTQ+ individuals are teachers; in contrast, 4.4-4.9 percent of…

Purpose: Principal demotion is recognized as a signal of principal ineffectiveness and often coincides with other school-level challenges, but little is known about the demoted principals or their school contexts. This study therefore investigates the demography and timing of principal demotion in order to assess whether it is a differential…

When analyzing large-scale assessments (LSAs) that use complex sampling designs, it is important to account for probability sampling using weights. However, the use of these weights in multilevel models has been widely debated, particularly regarding their application at different levels of the model. Yet, no consensus has been reached on the best…

This article investigates the racial and gender dynamics of educational inequality in suburban public schools in the United States during an era of rapid demographic change. As suburban schools transition from predominantly White enclaves to more diverse settings, it is unclear to what extent the popular narrative of "suburban advantage"…

This paper introduces an approach that uses latent class analysis to identify cut scores (LCA-CS) and categorize respondents based on context scales derived from largescale assessments like PIRLS, TIMSS, and NAEP. Context scales use Likert scale items to measure latent constructs of interest and classify respondents into meaningful ordered…