Street Data: A Next-Generation Model for Equity, Pedagogy, and School Transformation book cover

Street Data

A Next-Generation Model for Equity, Pedagogy, and School Transformation

Shane Safir
4.22 (832 Reviews)

Overview of Street Data

"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.

Key Themes in Street Data

  • equity-centered pedagogy
  • qualitative school transformation
  • decolonizing educational data
  • holistic student well-being
  • practitioner-led research

Quotes from Street Data

  • 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.

Characters in Street Data

  • Shane SafirAuthor and developer of the Street Data framework
  • Jamila DuganCo-author and educational leadership expert
  • Tricia WangTech ethnographer who pioneered 'thick data'
  • Christopher EmdinEducation luminary and advocate for equity

About the Author

About the Author of Street Data

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.

Download Summary of Street Data

Get the Street Data summary as a free PDF or EPUB. Print it or read offline anytime.

FAQs About This Book

"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:

  1. Flip the Dashboard: Shift focus from test scores to community narratives
  2. Pound the Pavement: Collect street data via ethnography (e.g., student interviews)
  3. Build Coherence: Redesign pedagogy and policy around this data

This model rebuilds systems "from the student up" by amplifying voices traditionally excluded.

Safir and Dugan critique "big data" (like test scores) for:

  • Perpetuating deficit views of marginalized students
  • Ignoring systemic racism embedded in measurement
  • Prioritizing what’s measurable over what’s meaningful

They argue standardized metrics mask inequity instead of addressing it.

Key methods include:

  • Listening campaigns: Structured dialogues with students/families
  • Classroom ethnography: Observing learning in context
  • Asset mapping: Documenting community cultural wealth

These approaches replace extraction with partnership, treating communities as experts.

This iterative process involves:

  1. Choosing a margin-centered inquiry (e.g., "Do Black students feel represented?")
  2. Gathering street data through relationships
  3. Acting on findings collaboratively
  4. Measuring impact via student experiences

The cycle positions vulnerability as essential for sustainable change.

The framework explicitly:

  • Calls out racialized achievement gaps as systemic failures
  • Rejects "gap-closing" rhetoric that blames students
  • Centers anti-racist pedagogy through co-created solutions
  • Demands adult accountability in cultural shifts

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:

  • Counter algorithmic bias with human stories
  • Design resilient systems through community wisdom
  • Address pandemic-era learning loss via culturally responsive approaches

Its focus on healing and collective wisdom meets today’s urgency for equitable innovation.

Explore Your Way of Learning

Street Data isn't just a book — it's a masterclass in Education. To help you absorb its lessons in the way that works best for you, we offer five unique learning modes. Whether you're a deep thinker, a fast learner, or a story lover, there's a mode designed to fit your style.

Personalize Mode

Experience Street Data in your own learning style

Ask anything, choose your learning style, and co-create insights that truly resonate with you.

Personalize Mode

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