Weapons of Math Destruction by Cathy O'Neil Summary
Overview of Weapons of Math Destruction
In "Weapons of Math Destruction," former Wall Street quant Cathy O'Neil exposes how algorithms silently shape our lives - sometimes ruining them. This New York Times bestseller, longlisted for the National Book Award, reveals why elite-built models are quietly perpetuating inequality across society.
Similar books to Weapons of Math Destruction
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핵심 내용
The Silent Tyranny of Algorithmic Decision-Making
Imagine waking up tomorrow to discover an algorithm has determined you're unfit for your job, denied your loan application, or marked you as a criminal risk-all without explanation or appeal. This isn't science fiction; it's the reality exposed in "Weapons of Math Destruction." These mathematical models wield extraordinary power while remaining largely unaccountable, affecting everything from who gets hired to who goes to jail. Consider Sarah Wysocki, a dedicated teacher fired because an algorithm deemed her ineffective. Despite glowing reviews from parents and her principal, she was terminated when the model detected a decline in test scores-failing to account for the fact that her students' previous scores had been artificially inflated through cheating. When Sarah asked how the algorithm reached its conclusion, she was essentially told, "The numbers don't lie." But numbers, divorced from context and human judgment, often tell incomplete stories. This pattern repeats across institutions. In criminal justice, recidivism models transform complex human histories into risk scores that determine sentencing. These models often incorporate factors like zip code and family criminal history-variables that correlate strongly with race and socioeconomic status. The result? A veneer of mathematical objectivity masking the same biases we've struggled with for generations.
The Toxic Trio: Opacity, Scale, and Damage
When Rankings Reshape Reality
The Vicious Cycle of Predictive Policing
The Algorithmic Gatekeepers of Employment
From Shared Protection to Algorithmic Prediction
Reclaiming Our Algorithmic Future
빠른 요약 모드 - Weapons of Math Destruction 요약을 8분 만에 읽거나 듣기
Weapons of Math Destruction의 핵심 아이디어를 이해하기 쉬운 포인트로 분해하여 혁신적인 팀이 어떻게 창조하고, 협력하고, 성장하는지 이해합니다.
플래시 카드 모드 - Weapons of Math Destruction에서 엄선한 10가지 핵심 인사이트
Weapons of Math Destruction을 빠른 기억 단서로 압축하여 솔직함, 팀워크, 창의적 회복력의 핵심 원칙을 강조합니다.
재미있게 모드 - Weapons of Math Destruction의 교훈을 18분 스토리로
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샌프란시스코에서 컬럼비아 대학교 동문들이 만들었습니다
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
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