Data visualizations have proliferated throughout the COVID-19 pandemic to communicate information about the crisis and influence policy development and individual decision-making. In invoking exponential growth, mathematical modelling, statistical analysis, and the like, these data visualizations invite opportunities for mathematics teaching and…

Decision-making is a critical topic in any management and organizational behavior course. Navigating and understanding the various processes and influences on decision-making, however, can be complicated. This article revises and expands on a common "employee ranking" format activity. It uses in-class student data to systematically…

Root Cause Analysis (RCA) has been recommended as a specific problem-solving approach for addressing disproportionate discipline outcomes. RCA differs from other problem-solving models through its in-depth analysis that draws from the perspectives of individuals who are impacted by the issue being addressed. When applied to disproportionate…

"Using Education Indicators: A Forum Guide for State and Local Education Agencies" was developed to provide timely and useful information on education indicators, how their collection and use have changed over time, and how agencies use them strategically. Since the publication of the 2005 document "Forum Guide to Education…

While facilitating a data dialogue concerning racial opportunity gaps in an elementary school, Evelyn Nguyen, a preservice principal candidate, overheard a disturbing and racialized dialogue among third-grade teachers. Evelyn had to decide whether to move an uncomfortable and emotional discussion forward or segue to the next item on the agenda to…

During the past decade, digital transformation enabled by big data and analytics emerged as a key theme in the business world. It promises to continue be a theme of major importance in the 2020s. Digital transformation comes at the cost of grappling with and analyzing the ever-growing volume of data. Data visualization techniques are seen as a…

This brief shares learnings from Building Equitable Learning Environments (BELE) district partnerships around the sixth Essential Action: Measure What Matters. This Essential Action focuses on achieving equitable learning environments through the routine collection and review of relevant student feedback data to co-design new practices and…

Undergraduate research is increasingly prevalent in many fields of study, but it is not yet widespread in mathematics education. We argue that expanding undergraduate research opportunities in mathematics education would be beneficial to the field. Such opportunities can be impactful as either extracurricular or course-embedded experiences. To…

The purpose of this article is to assist general and special educators in identifying and implementing effective academic programming in the general education environment for students with autism spectrum disorder (ASD). Throughout this article, the authors attempt to demonstrate how students with ASD can successfully receive instruction in a…

The Massachusetts Department of Elementary and Secondary Education (ESE) is focused on supporting educators in the use of data; to this end, ESE developed an Early Warning Indicator System (EWIS) that rolls many student data variables into a single indicator that provides educators with information about which students are at low, moderate, or…

Using data is foundational to school leadership; however, when "data" are narrowly construed as academic outcomes, important data perceived as tangential to academics can be backgrounded, ignored, or unused. Today's school leaders must also attend to data around chronic absenteeism, discipline, learning climate, and social, emotional,…

The collegiate experiences of men of color--Black, Latino, multiracial, Native American, Southeast Asian, and Pacific Islander men--are influenced by a wide variety of factors that determine if and how they persist to reach college graduation. Subtle and overt acts of racism and microaggressions from peers and faculty often shape experiences in…

The Sustainability Rubric is a tool for SEAs to use in assessing the sustainability of any reform initiative (for example, implementing an educator effectiveness system). The rubric introduces a succinct description of the three primary categories of sustainability: context for sustaining reform, system capacity and performance management. The…