Collaborative data inquiry can help schools serve their students better and improve student outcomes--but only if equity is prioritized. Researchers from Harvard's Data Wise Project discuss the importance of using an equity lens when engaging in collaborative data inquiry and what this can mean in terms of disrupting system inequities.

Despite many calls, there is little research addressing teachers' knowledge of reading assessments and how they utilize assessments for reading instruction. Therefore, the current research developed and validated a reliable measure of teachers' perceptions and knowledge of reading assessments, called the "Perceptions and Knowledge of…

This qualitative case study examines how board members make sense of federal accountability policies and how their sensemaking shapes their use of assessment data as a policy instrument. Deviating from previous work on practitioner sensemaking, the participants' interpretations of assessments did not align with their ensuing use of the data.…

Background/Context: Researchers have amassed considerable evidence on the use of student performance data (e.g., benchmark and standardized state tests) to inform educational improvement, but few have examined the use of nonacademic indicators (e.g., indicators of social and emotional well-being) available to educators, and whether the factors…

As educators confront the challenge of remediating COVID-19 learning loss--and policymakers wrestle with measuring it amid widespread discontent with testing--now is an apt time to consider how much of the current accountability and assessment regime is truly necessary. This report examines the state of testing post-March 2020 and explores how a…

Drawing upon the growing datafication of contemporary schooling, our purpose in this article is to use topological thinking as an analytical device to better understand the professionals and practices within emergent data infrastructures. We address this by attending to an influential national (and subnational) data infrastructure of school…

Teacher Residencies have been highly touted as the next generation in teacher preparation, because they are applied programs that are predicated on strong partnerships and in-the-field mentoring. However, very little is known about this model as a whole. The goal of the current study is to report on the scope of teacher residencies, and compare…

School performance frameworks (SPFs) are action-oriented information tools that provide information on school performance and quality across a variety of measures. SPFs have evolved as a solution for local communities to make sense of an array of student, school, and system performance data, and to support transparent and equitable decisions. SPFs…

When COVID-19 forced a hiatus in federally mandated assessments in spring 2020, it interrupted a quarter century of effort to track, disaggregate, and publicize achievement levels at the school level. The aborted school year put a big data gap where 2020 scores should have been. Combined with the already raging assaults on testing, state education…

Over the past two decades, education underwent a "big data" revolution as states began tracking individual student performance and interim assessments and educational software allowed for a greater granularity of data on students, teachers, and schools. Despite this plethora of new data, considerable gaps in data on early childhood…

Purpose: The purpose of this paper is to describe an approach to analyzing qualitative data that uses Bakhtin's concepts of dialogue as a framework. Design/methodology/approach: Polyphonic Analysis (PA) is proposed as a critical approach to qualitative data analysis that emphasizes creating virtual dialogues of participants' voices, bringing…

Using document analysis, this paper examines the historical emergence of the quantified child, revealing how the collection and use of data has become normalized through legitimizing discourses. First, following in the traditions of Foucault's genealogy and studies examining the sociology of numbers, this paper traces the evolution of data…

This article addresses what we are calling "the gaps," the divergent and contextual understandings of "opportunity gap" and "achievement gap" evident in interviews with principals and school district leaders. Drawing from a sample of 22 interviews in urban, inner-ring suburban, and outer-ring suburban schools in a…

"The Every Student Succeeds Act" encourages educators to use school improvement strategies backed by rigorous research. This snapshot, based on national surveys administered in 2018, describes what guidance states provided on improvement strategies and how districts selected such strategies in lowest-performing schools. Most states…

Under both No Child Left Behind and the Every Student Succeeds Act, school leaders have been mandated to employ data-driven decision-making (DDDM) to diagnose student needs, implement targeted supports, and design school improvements. However, district administrators tasked with developing principals' DDDM capacity face a tough road. The authors…