
"Street Data" revolutionizes education by rejecting standardized testing for equity. What if student voices matter more than test scores? Dr. Shawn Ginwright calls it "absolutely path-breaking" - inspiring mini-grants nationwide and sparking debates that transform how we measure educational success.
Shane Safir, co-author of Street Data: A Next-Generation Model for Equity, Pedagogy, and School Transformation, is an acclaimed education equity leader and former public school principal with 25 years of experience. Her work centers on transforming education through human-centered data and equitable practices. Safir draws from her role as founding co-principal of San Francisco’s June Jordan School for Equity—a national model championed by scholar Linda Darling-Hammond for advancing outcomes for marginalized students.
She is also the author of The Listening Leader: Creating the Conditions for Equitable School Transformation (2017), which explores how deep listening drives systemic change. Safir hosts the Street Data Pod podcast, amplifying stories of school transformation, and her insights have been featured in Education Week, Edutopia, and ASCD’s Educational Leadership. Her frameworks guide districts across the U.S. and Canada in creating liberatory learning environments.
"Street Data" presents an anti-racist framework for transforming education by prioritizing qualitative insights from marginalized students and families. The book challenges overreliance on standardized test scores, advocating instead for "street data"—lived experiences and community voices—to drive equity-centered school change. Key themes include humanizing data practices, systemic equity redesign, and pedagogical shifts toward student brilliance and cultural wealth.
This book is essential for K-12 educators, administrators, and policymakers committed to equitable school transformation. It offers actionable strategies for educators seeking to center marginalized voices, dismantle biased systems, and redesign learning around cultural wealth. School leaders implementing anti-racist initiatives or community-centered reforms will find its frameworks particularly valuable.
Yes—it provides a groundbreaking, actionable model for equity-focused education reform. The book ranks as a Corwin bestseller praised for its practical tools to flip data practices toward healing and liberation. Its emphasis on amplifying student voices offers a vital counter-narrative to deficit-based systems, making it indispensable for modern educators.
Shane Safir (Brown University history graduate, Stanford MA in Education) is a former principal focused on student-centered pedagogy. Jamila Dugan brings expertise in equity leadership development. Together, they combine research on anti-racism, holistic assessment, and community-driven transformation.
Street data is qualitative, experiential evidence gathered through deep listening to marginalized communities. Unlike standardized metrics, it captures "eye-level" insights on learning barriers and cultural wealth. The authors frame it as emancipatory—diagnosing root inequities while recentering education around student potential.
The book outlines a 3-part equity cycle:
This model rebuilds systems "from the student up" by amplifying voices traditionally excluded.
Safir and Dugan critique "big data" (like test scores) for:
They argue standardized metrics mask inequity instead of addressing it.
Key methods include:
These approaches replace extraction with partnership, treating communities as experts.
This iterative process involves:
The cycle positions vulnerability as essential for sustainable change.
The framework explicitly:
Some note the book avoids prescribing specific curricular goals, potentially leaving implementation open to interpretation. Others highlight challenges in scaling qualitative methods across large districts. However, these critiques underscore the need for contextual adaptation rather than rejecting the model.
Amid AI and shifting demographics, the book equips educators to:
Its focus on healing and collective wisdom meets today’s urgency for equitable innovation.
Feel the book through the author's voice
Turn knowledge into engaging, example-rich insights
Capture key ideas in a flash for fast learning
Enjoy the book in a fun and engaging way
American education has been imprisoned by the 'test-and-punish era'.
Street data centers on human experience rather than numbers.
Equity as the fundamental purpose, pedagogy as the fundamental pathway.
Scientific colonialism occurs when knowledge about a people is centered outside their lived reality.
Well-being, not incremental metric progress, is the ultimate goal.
Break down key ideas from Street Data into bite-sized takeaways to understand how innovative teams create, collaborate, and grow.
Distill Street Data into rapid-fire memory cues that highlight key principles of candor, teamwork, and creative resilience.

Experience Street Data through vivid storytelling that turns innovation lessons into moments you'll remember and apply.
Ask anything, pick the voice, and co-create insights that truly resonate with you.

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Imagine a world where schools measure success not by test scores, but by how deeply students feel seen and heard. This is the revolutionary vision of "Street Data"-a paradigm shift that challenges our obsession with standardized metrics and instead centers the lived experiences of those at the margins. In an educational landscape dominated by what we might call "satellite data" (hovering far above classrooms) and "map data" (providing slightly more detail), street data emerges as the missing piece-qualitative, experiential information gathered at eye level through human interaction. Why has American education flatlined despite billions spent on closing achievement gaps? Perhaps we've been collecting and valuing the wrong kind of data all along. The street data approach flips the traditional dashboard by honoring non-Western ways of knowing and focusing on what's right in our students rather than what's wrong. It's akin to what businesses call "thick data"-ethnographic research that uncovers emotions and stories that numbers alone can't capture.