What is "Street Data" by Shane Safir and Jamila Dugan about?

"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.

Who should read "Street Data"?

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.

Is "Street Data" worth reading?

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.

Who are the authors of "Street Data"?

**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.

What is "street data" as defined in the book?

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.

How does "Street Data" propose transforming schools?

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.

What criticisms of traditional education data does "Street Data" challenge?

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.

How can educators collect street data?

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.

스트리트 데이터

형평성, 교육학 및 학교 혁신을 위한 차세대 모델

셰인 사피어

4.22(832 Reviews)

스트리트 데이터 개요

"스트리트 데이터(Street Data)"는 형평성을 위해 표준화된 시험을 거부함으로써 교육의 혁신을 일으키고 있습니다. 만약 시험 점수보다 학생들의 목소리가 더 중요하다면 어떨까요? 숀 긴라이트(Shawn Ginwright) 박사는 이를 "완전히 획기적인 일"이라고 평가했습니다. 이는 전국적으로 소액 보조금 지원에 영감을 주었으며, 교육적 성공을 측정하는 방식을 변화시키는 논쟁을 불러일으키고 있습니다.

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스트리트 데이터의 같은 아이디어를 담았습니다. 나에게 맞는 목소리, 깊이, 속도를 고르고 언제든 바꿔 보세요.

1장

Reimagining Education Through Street-Level Insights

In a world dominated by test scores and standardized metrics, Shane Safir's "Street Data" arrives as a revolutionary manifesto for educational transformation. This groundbreaking work has been hailed by education luminaries like Christopher Emdin as "path-breaking" and "urgent," with many describing it as essential reading for anyone committed to creating more equitable schools. The book's popularity has exploded among progressive educators and social justice advocates, with its concepts being integrated into professional development programs across North America. What makes "Street Data" particularly powerful is how it reclaims the very concept of "street" - traditionally used pejoratively - and transforms it into a source of wisdom, authenticity, and transformative potential. As Beyonce might say, sometimes the most valuable insights come not from the boardroom, but from the streets where real life unfolds.

2장

The Street Data Revolution: Flipping the Dashboard

For decades, American education has been imprisoned by what Safir calls the "test-and-punish era" - a system that has fractured communities while failing to improve outcomes. Despite billions spent on closing achievement gaps, American student performance has flatlined since 2000, while countries using less high-stakes testing continue to outperform us. The problem isn't lack of data - it's that we've been collecting and valuing the wrong kind. Street data represents a paradigm shift in how we understand educational success. Unlike traditional "satellite data" (standardized test scores, attendance rates) that hover far above classrooms or "map data" (literacy assessments, surveys) that provide slightly more detail, street data is qualitative, experiential information gathered at eye level. It emerges from human interaction at the ground level with those at the margins. This approach isn't just about new metrics - it's about fundamentally reimagining education through a decolonizing lens that honors non-Western ways of knowing. Street data centers on human experience rather than numbers, focusing on what's right in our students and communities rather than what's wrong. It illuminates biases, microaggressions, and barriers to learning while providing real-time feedback that enables responsive action. The concept parallels the emerging corporate idea of "thick data" - qualitative, ethnographic research that uncovers people's emotions and stories. Tech ethnographer Tricia Wang contrasts this with "big data," noting that standardizing processes often strip data of meaning and context. Her experience with Nokia demonstrates how ethnographic insights about consumer behavior in China were dismissed because of small sample size, despite their cultural accuracy. What makes street data revolutionary is how it integrates four often-siloed elements: equity as the fundamental purpose, pedagogy as the fundamental pathway, adult culture as the vehicle, and street data as the GPS system. Unlike traditional approaches that separate qualitative and quantitative research, street data offers a practitioner-driven framework for conducting qualitative research in service of equity-centered school transformation.

들리는 모든 단어를 눈으로 확인하세요

스트리트 데이터의 각 단어가 오디오에 맞춰 실시간으로 강조되어 편하게 따라 읽을 수 있습니다.

3장

Beyond Western Knowledge: Embracing Holistic Understanding

To truly transform education through street data, we must first examine how our beliefs about learning and equity have formed. Western epistemology values empirical, measurable knowledge while rejecting spiritual, social, and story-centered forms of knowledge. This approach emerges from a larger Western framework that classifies societies into categories, condenses complex images through representation systems, provides standardized comparison models, and establishes evaluation criteria against which others are ranked. Scientific colonialism occurs when knowledge about a people is centered outside their lived reality, leading to ahistorical analysis and deficit thinking. Our educational data system, with its focus on "achievement gaps," "grades," and "subgroups," reflects this Western hierarchical approach. The very metrics we rely on are deeply entwined with histories of racism, exclusion, and even eugenics. Indigenous and Afrocentric epistemologies offer powerful alternatives. Holism integrates all aspects of learning - emotional (heart), spiritual (spirit), cognitive (mind), and physical (body) - informed by ancestral knowledge to be passed to future generations. In this knowledge system, well-being, not incremental metric progress, is the ultimate goal. The relational worldview sees life as harmonious relationships where health comes from maintaining balance between interrelating factors, contrasting with the linear, temporal European worldview. Accountability means public responsibility to the community, not to disembodied state entities. Similarly, Afrocentric epistemology roots knowledge in spirituality, communalism, cooperation, ethics, and morality, with liberation of the mind at its center. Imagine if schools operated from this holistic perspective - evaluating success not just through test scores but through students' sense of purpose, community connection, and overall well-being. What if curriculum honored ancestral wisdom alongside academic content? What if accountability meant responsibility to the community rather than to distant bureaucracies? This paradigm shift would fundamentally transform how we understand educational success.

4장

Avoiding Equity Traps: The Path to Authentic Transformation

Despite good intentions, many educators fall into what Safir calls "equity traps and tropes" - patterns that undermine meaningful change. These include "doing equity" (treating equity as tasks rather than a whole-system change process), "siloing equity" (isolating equity work in separate teams), "equity warrior" (relying on a single champion), "spray and pray equity" (one-off trainings without ongoing support), and "navel-gazing equity" (self-reflection without systemic change). Other traps include "structural equity" (redesigning systems without cultural shifts), "blanket equity" (investing in programs rather than people), "tokenizing equity" (burdening leaders of color without proper support), "superficial equity" (behavioral shifts without deeper understanding), and "boomerang equity" (reverting to status quo solutions despite equity analyses). These traps persist because we often treat complex equity challenges as merely complicated problems. Complex challenges have solutions that cannot be known until action unfolds - there's no algorithm or set of steps to follow. Examples include creating truly inclusive de-tracked classrooms or building collaborative cultures where BIPOC staff feel valued and authentic. To escape these traps, educators must develop awareness of white supremacy - the global system conferring unearned power and privilege on those identified as white while disempowering people of color. This awareness extends to understanding intersectionality (how various identities and systems of oppression interact), implicit bias (subconscious associations causing feelings about others), and stereotype threat (how performance of marginalized groups decreases when facing the psychological threat of being viewed as inferior). Have you ever noticed how a student's performance might drop when they're the only person of their identity in an advanced class? That's stereotype threat in action. Or how a school might invest heavily in diversity training but still maintain inequitable discipline practices? That's superficial equity. Breaking free from these patterns requires a fundamental shift in how we approach educational change - moving from quick fixes to deep transformation.

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5장

The Equity Transformation Cycle: A New Approach to Change

The heart of the street data framework is the Equity Transformation Cycle (ETC) - a fluid yet structured process grounded in core values of radical inclusion, curiosity, creativity, and courage. Unlike Western improvement models seeking simple cause-effect relationships, this approach acknowledges unpredictability and features bidirectional arrows between phases, allowing practitioners to move fluidly as needed. The cycle begins with LISTEN - deep listening to the least heard and most marginalized voices in a community. This isn't merely gathering data but engaging in a physical, emotional, cognitive, and spiritual act. The Chinese character for listening combines five elements: the ear, eyes, undivided attention, heart, and king - illustrating that true listening encompasses what is said, unsaid, seen, perceived, and felt by both listener and speaker. Next comes UNCOVER - probing street data collaboratively to identify root causes of equity challenges. This requires slowing down and resisting the urge to jump to solutions. The critical mindset here is curiosity: setting aside preconceptions, checking confirmation biases, and maintaining wonder about what the data reveals and doesn't reveal. The REIMAGINE phase invites breaking free from constraints that have "incarcerated the imagination" in education. With voices from the margins centered and root causes identified, educators can radically reshape pedagogy, leadership, and school culture - but only by bringing diverse perspectives to the table. This means involving everyone from kindergarteners to LGBTQIA students to younger BIPOC staff who may not hold formal leadership positions. Finally, MOVE requires acting with courage despite inevitable resistance. As Frederick Douglass wrote, "If there is no struggle, there is no progress." Solutions to equity challenges emerge organically through continued street data gathering, root cause analysis, and reimagining systems and structures. Consider how this approach transformed one middle school's response to a persistent achievement gap between high-achieving students and African American students. Rather than immediately implementing new programs, the principal's team conducted empathy interviews with Black focal students about their literacy experiences. Analysis revealed a crucial theme: the connection between oral tradition and academic conversation for African American learners. Students expressed feeling most comfortable in classes where they could share ideas but lacked opportunities to do so. This insight led the school to focus on academic conversation as a key area of culturally responsive pedagogy - a solution that might never have emerged without street-level listening.

6장

Redefining Success: From Test Scores to Student Agency

Traditional education measures success through standardized tests, grades, and college acceptance rates. But what if we're measuring the wrong things? Safir proposes redefining success through student agency - the capacity to take action, make plans, and make informed decisions based on knowledge. Agency flourishes in learning environments where power is distributed, knowledge democratized, and diverse perspectives welcomed. The Agency Framework includes four interconnected components: identity (valuing students' core ways of being and knowing), mastery (building knowledge and demonstrating understanding through authentic means), belonging (creating environments where students feel seen and loved), and efficacy (developing students' belief they can make meaningful differences). This approach contrasts sharply with traditional schooling that often alienates marginalized students. Research shows one-third of California students cannot identify a single caring adult on campus - a devastating indictment of our current system's failure to create belonging. Creating true belonging requires addressing systemic racism and classroom micro-interactions rather than superficial "Heroes and Holidays" diversity approaches. Implementing this vision requires shifting from a "pedagogy of compliance" that positions teachers as knowledge-depositors and students as passive recipients to a "pedagogy of voice" that centers street data through dynamic dialogue and rich student work. Six simple rules guide this transformation: 1. Talk less, smile more - shift cognitive load to students while creating emotional safety 2. Questions over answers - foster cultures of inquiry where curiosity thrives 3. Ritualize reflection and revision - become an expert coach rather than an expert lecturer 4. Make learning public - create authentic audiences beyond just the teacher 5. Circle up - arrange classrooms to signal equality and community 6. Feedback over grades - provide meaningful guidance that promotes growth Imagine walking into a classroom where students sit in a circle deeply engaged in discussion, where the teacher primarily asks questions rather than delivering answers, where students regularly reflect on their work and revise it based on meaningful feedback, and where learning culminates in public presentations to authentic audiences. This is the pedagogy of voice in action - and it transforms not just academic outcomes but students' fundamental relationship to learning.

들리는 모든 단어를 눈으로 확인하세요

스트리트 데이터의 각 단어가 오디오에 맞춰 실시간으로 강조되어 편하게 따라 읽을 수 있습니다.

7장

Building Coherence: Focus, Holism, and Well-Being

Transforming individual classrooms is powerful, but creating system-wide change requires coherence - "a shared depth of understanding about the purpose and nature of the work" that goes beyond organizational charts or strategic plans. Three crucial elements of coherence are focus (knowing where we're going as a community), holism (accounting for emotional, spiritual, physical, intellectual, and cultural dimensions), and well-being (the integration of mind, body, spirit, and identity). One powerful tool for building coherence is a graduate profile - a concise articulation of what every graduate should know, understand, and be able to do. Effective profiles are simple (six or fewer categories on one page), visual, inclusive, student-centered, authentic, equitable, and actionable. They point the community toward a pedagogy of voice and provide a local framework for deep learning. Performance-based assessment systems complement graduate profiles by providing authentic ways to demonstrate learning. High-quality performance assessment elicits evidence of skills and knowledge that matter, remains tight on quality criteria while open to different approaches, maintains authenticity, and offers learning experiences in themselves. For marginalized students especially, portfolio defense provides a container for self-authorship, honoring voice and story. One Latinx student named Yvonne used an Aztec warrior's slingshot metaphor to frame her high school journey during her portfolio defense. Seven years later, she still remembers exactly what she wore and where each adult sat - a stark contrast to standardized testing experiences. Now thriving professionally after graduating from UC Berkeley, she credits the process as essential preparation for college and life beyond K-12 schooling. The path to educational transformation requires moving from fragmentation to coherence. Like equity, coherence isn't a destination but an ongoing collaborative process requiring dialogue and alignment. A well-crafted graduate profile simplifies complexity by identifying essential competencies students need to thrive: "This is what you need to focus on. You just need to get good at these things." Similarly, performance-based assessment shifts focus from content coverage to depth, empowering marginalized students as learning agents.

8장

Making Learning Public: The Power of Vulnerability

For students to experience a pedagogy of voice, educators must experience similar transformative learning. The principle of symmetry suggests that what we want for students, we must provide for educators - yet many districts remain tethered to satellite data dashboards instead of street-level student experiences. Public learning mobilizes a pedagogy of voice for educators by acknowledging complexity and creating conditions for adults to deeply learn in service of their students. This practice elevates curiosity, awareness, and care by continuously highlighting the social-emotional capacities required for deep learning. It assumes adults, like students, must continuously learn about themselves and reflect on their growth. The power of public learning is illustrated through a computer science team's collaboration. Using video recordings of student interactions as street data, a teacher named Sam examines his teaching with vulnerable honesty. Through his colleagues' thoughtful questioning, Sam realizes he's been "robbing students of their thinking" by providing too much direction rather than fostering independent problem-solving strategies. The symmetry is striking - Sam learns how to support student independence precisely because his colleagues allow him the space for productive struggle. Vulnerability is essential to resisting white supremacy culture in education. By embracing imperfection, multiple ways of knowing, openness, and power-sharing, educators can break cycles of shame that affect both teachers and students. This stance requires tolerating uncertainty and emotional exposure while stepping out of comfort zones. Though challenging - especially for educators who've faced blame or isolation - vulnerability creates space for healing and authentic transformation. When leaders model vulnerability by sharing their own professional dilemmas and uncertainties, it signals that they're learning alongside teachers, fosters symmetry of practice, and develops empathy. This practice not only demonstrates vulnerability but also provides rich street data on teacher perspectives.

스트리트 데이터에서 더 많은 것을 얻으세요

매일 새로운 인사이트를 10만 개 이상의 레슨에서 만나보세요
단어가 강조되어 오디오와 실시간으로 동기화됩니다
내 라이브러리를 저장하고 모든 기기에서 이용하세요

9장

The Warm Demander: Calling People In and Up

The final piece of the street data framework addresses how to build an antiracist, anti-bias adult culture in schools - the essential foundation for meaningful implementation. The warm demander framework helps develop this culture through four interconnected principles: believe in the impossible (have unwavering faith that every educator can improve and grow), build trust (develop deep relational capital through consistent actions), teach self-discipline (communicate and maintain high expectations without compromising standards), and embrace failure (actively model and encourage a growth mindset in all interactions). When addressing bias or inequitable practices, warm demanders employ a carefully structured three-part approach: show strength (interrupt defensive reactions to center marginalized experiences while maintaining professional relationships), listen and affirm (practice deep, empathetic listening that aims to understand and relieve suffering), and challenge and offer a choice (call people in and up rather than calling them out, providing specific pathways for growth). One particularly effective technique is focusing on impact rather than intent. When someone claims they "didn't mean to" cause harm, warm demanders skillfully redirect them to take responsibility for their impact while maintaining their dignity. This might involve asking probing questions like "How might this situation look from the student's perspective?" or "What assumptions might be influencing our response?" Challenging questions can help reframe thinking: "What's another way to see this student's behavior?" "What's getting in the way of building this relationship?" or "How might our own experiences be shaping our interpretations?" The warm demander consistently moves toward responsive action by offering concrete choices and manageable steps forward. For example, after addressing a teacher's low expectations for certain students, they might suggest specific strategies like "Let's try implementing these higher-order questioning techniques" or "Could we co-plan a more challenging lesson together?" They affirm the person's capacity to grow while never compromising student dignity or accepting deficit-based explanations. This approach recognizes that equity isn't merely contained in policies or strategic plans - it lives inside each educator and manifests in every classroom interaction and leadership decision. Each moment offers an opportunity to be an antiracist educator who actively centers marginalized voices and experiences. Warm demanders understand that transformation happens through sustained, intentional practice rather than single conversations. They create safe spaces for educators to examine their biases while maintaining clear expectations for growth and change. The framework emphasizes that being a warm demander requires both emotional intelligence and tactical skill - knowing when to push, when to support, and how to maintain high expectations while building authentic relationships. Success stories might include turning around resistant veteran teachers, helping well-meaning educators recognize their implicit biases, or building coalition among staff members to support schoolwide equity initiatives.

10장

The Journey Toward Liberation: Listen, Trust, Act

Street data offers a revolutionary framework for transforming education by centering the voices of those at the margins, embracing holistic ways of knowing, and building agency through a pedagogy of voice. This approach rejects the narrow metrics that have imprisoned our educational imagination and instead focuses on what truly matters: human experience, well-being, and liberation. The journey begins with deep listening to those whose voices have been silenced or ignored. It continues by uncovering root causes of inequity through collaborative analysis of street-level data. It advances by reimagining current approaches with diverse stakeholders at the table. And it culminates in courageous action that transforms classrooms, schools, and systems. Throughout this journey, educators must avoid the equity traps that undermine meaningful change, embrace vulnerability as essential to growth, and act as warm demanders who call people in and up rather than calling them out. They must build coherence through shared vision, performance-based assessment, and public learning that models the very practices they hope to see in classrooms. As Denise Augustine reminds us, deeper learning requires deep listening, trust, and action. We must trust those we listen to - acknowledging they know best where their learning needs to go and where their attention should be focused. And we must act on what we learn, moving forward with clear vision and full hearts, embracing bravery, boldness and vision rather than clinging to the status quo. In a world facing unprecedented challenges - from pandemic recovery to systemic racism to climate change - street data offers a path toward educational transformation that prioritizes relationships before rigor, connection before content, human data before metrics, and healing the wounds of oppression. It invites us to imagine schools where every student's voice matters, where learning connects to lived experience, and where education becomes truly liberatory. As adrienne maree brown reminds us, "There is no blank canvas or empty land, but rather complex, ancient, fertile ground full of potential." The seeds of transformation are already present in our communities - we need only listen deeply enough to hear them.

들리는 모든 단어를 눈으로 확인하세요

스트리트 데이터의 각 단어가 오디오에 맞춰 실시간으로 강조되어 편하게 따라 읽을 수 있습니다.

11장

Putting Street Data into Practice: Tools for Transformation

The street data approach isn't just theoretical - it provides practical tools for gathering and analyzing qualitative data that can drive equity-centered transformation. These methods include empathy interviews (30-60 minute one-on-one conversations following the 90/10 listening rule), co-generative dialogues (informal conversations between teachers and small student groups), equity learning walks (classroom observations that include students as observers), student-informed curriculum design, student-driven professional development, and student-led conferences. These approaches share a common thread: they center the experiences of those most impacted by educational inequities and create spaces for their voices to guide transformation. They recognize that the people closest to the problem often have the clearest insights about solutions. Safe-to-fail experiments provide another practical tool - small, four- to six-week "hacks" that disrupt business-as-usual and generate fresh street data. Examples include mindfulness meditation to address discipline issues, listening circles for staff healing, student-led antiracism campaigns, story-sharing practices, removing power symbols like desks, positive parent phone calls, and cultural wealth teach-ins. The beauty of street data is that it's accessible to everyone, regardless of position or resources. Any educator can begin by simply listening more deeply to students, examining patterns in classroom participation, or inviting feedback through empathy interviews. Any school can start by bringing student voices into professional learning or creating spaces for teachers to share vulnerably about their practice. The journey toward educational transformation isn't easy, but it's essential. By centering street data - the qualitative, experiential insights that emerge at eye level - we can create schools that truly serve all students, especially those who have been marginalized by our current systems. As the book reminds us: "Listen deeply. Trust the people. Act on what you learn." The future of education depends on our willingness to do exactly that.

★★★★★

스트리트 데이터 완독을 축하합니다

100만 명 이상의 학습자가 사랑합니다

“23일째 매일 사용하고 있어요. 이제 제 일상의 한 부분이 되었습니다.”

jayallen

스트리트 데이터의 핵심 주제

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

스트리트 데이터의 명언

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.

스트리트 데이터의 등장인물

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

저자 소개

Street Data: A Next-Generation Model for Equity, Pedagogy, and School Transformation의 공동 저자인 셰인 사피르(Shane Safir)는 25년의 경력을 가진 저명한 교육 형평성 리더이자 전직 공립학교 교장입니다. 그녀의 작업은 인간 중심의 데이터와 형평성 있는 실천을 통해 교육을 혁신하는 데 중점을 둡니다. 사피르는 학자 린다 달링 해먼드(Linda Darling-Hammond)가 소외된 학생들의 성과를 높인 국가적 모델로 옹호한 샌프란시스코 준 조던 형평성 학교(June Jordan School for Equity)의 창립 공동 교장으로서의 경험을 바탕으로 활동하고 있습니다.

그녀는 또한 경청이 어떻게 시스템적 변화를 이끄는지 탐구한 The Listening Leader: Creating the Conditions for Equitable School Transformation (2017)의 저자이기도 합니다. 사피르는 학교 혁신의 이야기를 널리 알리는 Street Data Pod 팟캐스트를 진행하고 있으며, 그녀의 통찰은 Education Week, Edutopia, 그리고 ASCD의 Educational Leadership에 소개된 바 있습니다. 그녀의 프레임워크는 미국과 캐나다 전역의 교육구가 해방적인 학습 환경을 조성하는 데 길잡이가 되고 있습니다.

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2 h•4 섹션

학습 계획

The Digital Power Grab

In an era where data is the new oil, understanding the intersection of technology and political power is essential for maintaining democratic integrity. This plan is designed for policy advocates, tech ethics students, and concerned citizens who want to understand how surveillance capitalism reshapes our social and political institutions.

1 h 12 m•3 섹션

학습 계획

Books for financial freedom

Financial literacy is rarely taught in schools, yet it's one of the most critical skills for life success and security. This learning plan is essential for anyone seeking to break free from paycheck-to-paycheck living, build lasting wealth, and gain control over their time and future. Whether you're drowning in debt, just starting your career, or looking to optimize your existing wealth, these principles provide the roadmap to financial independence.

4 h 26 m•4 섹션

학습 계획

Systems Leadership for Civic Action

In an era of institutional fragility and information warfare, traditional leadership is no longer sufficient for driving social change. This plan is designed for civic leaders and community organizers who need to master systemic complexity and digital trust to achieve lasting impact.

1 h 30 m•3 섹션

학습 계획

The Social Intelligence Blueprint

In an era of digital disconnect, mastering high-level social observation is a critical competitive advantage. This plan is designed for professionals and leaders who need to accurately read people and command presence in complex group environments.

1 h 30 m•3 섹션

학습 계획

The Decision Science Toolkit

In an era of information overload, the ability to think systematically is a competitive advantage. This plan is designed for leaders and problem-solvers who need to move beyond gut instinct to master logical frameworks and probabilistic reasoning.

2 h•4 섹션

샌프란시스코에서 컬럼비아 대학교 동문들이 만들었습니다

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"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn

"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA

117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum

108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC

254

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful

4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon

201

"It is great for me to learn something from the book without reading it."

@OojasSalunke

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn

483

"Makes me feel smarter every time before going to work"

@Cashflowbubu

웹에서 BeFreed가 어떻게 논의되고 있는지 더 보기

샌프란시스코에서 컬럼비아 대학교 동문들이 만들었습니다

LOVED BY

1,000,000+ curious minds.

4.7

avg rating

1M+ learners

"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn

"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA

117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum

108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC

254

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful

4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon

201

"It is great for me to learn something from the book without reading it."

@OojasSalunke

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn

483

"Makes me feel smarter every time before going to work"

@Cashflowbubu

"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn

"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA

117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum

108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC

254

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful

4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon

201

"It is great for me to learn something from the book without reading it."

@OojasSalunke

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn

483

"Makes me feel smarter every time before going to work"

@Cashflowbubu

"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn

"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA

117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw

"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum

108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC

254

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful

4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP

"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon

201

"It is great for me to learn something from the book without reading it."

@OojasSalunke

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn

483

"Makes me feel smarter every time before going to work"

@Cashflowbubu

웹에서 BeFreed가 어떻게 논의되고 있는지 더 보기

지금 바로 학습 여정을 시작하세요

9장

스트리트 데이터

개요스트리트 데이터 개요

한 권의 책, 다양한 듣기 방식.

Reimagining Education Through Street-Level Insights

The Street Data Revolution: Flipping the Dashboard

들리는 모든 단어를 눈으로 확인하세요

Beyond Western Knowledge: Embracing Holistic Understanding

Avoiding Equity Traps: The Path to Authentic Transformation

스트리트 데이터에서 더 많은 것을 얻으세요

The Equity Transformation Cycle: A New Approach to Change

Redefining Success: From Test Scores to Student Agency

들리는 모든 단어를 눈으로 확인하세요

Building Coherence: Focus, Holism, and Well-Being

Making Learning Public: The Power of Vulnerability

스트리트 데이터에서 더 많은 것을 얻으세요

The Warm Demander: Calling People In and Up

The Journey Toward Liberation: Listen, Trust, Act

들리는 모든 단어를 눈으로 확인하세요

Putting Street Data into Practice: Tools for Transformation

스트리트 데이터 완독을 축하합니다

스트리트 데이터의 핵심 주제

스트리트 데이터의 명언

스트리트 데이터의 등장인물

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다른 사용자들도 좋아한 책

이 책에 대한 FAQ

What is "Street Data" by Shane Safir and Jamila Dugan about?

Who should read "Street Data"?

Is "Street Data" worth reading?

Who are the authors of "Street Data"?

이 학습 계획의 일부

Education

더 알아보기

1,000,000+ curious minds.

1,000,000+ curious minds.

한 권의 책, 다양한 듣기 방식.

Reimagining Education Through Street-Level Insights

The Street Data Revolution: Flipping the Dashboard

들리는 모든 단어를 눈으로 확인하세요

Beyond Western Knowledge: Embracing Holistic Understanding

Avoiding Equity Traps: The Path to Authentic Transformation

스트리트 데이터에서 더 많은 것을 얻으세요

The Equity Transformation Cycle: A New Approach to Change

Redefining Success: From Test Scores to Student Agency

들리는 모든 단어를 눈으로 확인하세요

Building Coherence: Focus, Holism, and Well-Being

Making Learning Public: The Power of Vulnerability

스트리트 데이터에서 더 많은 것을 얻으세요

The Warm Demander: Calling People In and Up

The Journey Toward Liberation: Listen, Trust, Act

들리는 모든 단어를 눈으로 확인하세요

Putting Street Data into Practice: Tools for Transformation

스트리트 데이터 완독을 축하합니다

다른 사용자들도 좋아한 책

이 학습 계획의 일부

Education

더 알아보기

스트리트 데이터 개요