Our latest research examines how school districts across America are building data literacy capacity among educators and administrators.
Across the United States, school districts are entering a defining decade for data-informed decision making. After three years of post-pandemic recovery, the question is no longer whether educators should use data, but whether they have the literacy, tools, and time to use it well. This 2026 landscape analysis draws on survey responses from 1,428 districts, 17 in-depth case studies, and longitudinal performance data spanning 2019 through 2025.
Why Data Literacy Matters Now
Data literacy is the ability to read, interpret, question, and act on data with appropriate context. In a K-12 setting, it determines whether a principal can distinguish a meaningful instructional trend from statistical noise, and whether a teacher can translate a dashboard into a classroom intervention. Districts with mature data cultures consistently outperform peers in graduation rates, chronic absenteeism reduction, and equitable course access.
Key Findings
- 62% of district leaders rate their staff’s data literacy as ‘developing’ or lower.
- Districts investing in structured coaching see 2.3x faster gains in instructional outcomes.
- Only 18% of educator preparation programs require a dedicated data literacy course.
- High-performing districts spend an average of 14 hours per teacher per year on data-focused professional learning.
“Dashboards do not change outcomes. Educators using dashboards with confidence and context do.”
A Framework for Capacity Building
The Muilenburg Institute proposes a four-stage capacity model: Foundational Fluency, Inquiry Practice, Collaborative Sensemaking, and Strategic Stewardship. Districts that progress through these stages systematically — rather than skipping straight to dashboards — report higher educator confidence and more durable improvements in student outcomes.
Foundational Fluency
Every educator should be able to read a basic chart, identify a denominator, and recognize when a sample is too small to be meaningful. This is the floor, not the ceiling.
Strategic Stewardship
At the highest stage, district leaders treat data as a public trust. They publish equity audits, document model limitations, and invite community feedback before adopting predictive tools.
Recommendations for District Leaders
- Adopt a published data literacy framework rather than an ad hoc training calendar.
- Protect time: schedule recurring, job-embedded data conversations.
- Pair every dashboard rollout with a coaching cohort.
- Audit one high-stakes decision per quarter for data quality and equity impact.
The districts leading this work are not the wealthiest — they are the most intentional. With the right framework, every district can build a culture where data serves students, not the other way around.
DR
Dr. Rachel Muilenburg
Founding Director of Research