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大數據的傲慢與偏見:一個「圈內數學家」對演算法霸權的警告與揭發

Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy

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大數據的傲慢與偏見:一個「圈內數學家」對演算法霸權的警告與揭發

Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy

4.85 40,160 ratings · 5,547 reviews
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Overview: 大數據不缺推崇者,但我不是。甚至,我要稱它是這個時代的「數學毀滅性武器」。  一名前華爾街量化分析師提出警告:現代生活中無所不在的的數學模型可能撕裂社會!  紐約時報非文學暢銷書  亞馬遜書店「商業統計」暢銷書  《紐約時報》書評2016年最值得注意的書  《波士頓環球報》2016年最佳書籍  《連線》(Wired)2016年必讀的選擇之一  《財星》雜誌2016年選書  《MIT科技評論》2016年編輯選書  《科克斯》書評A Kirkus 2016年最佳書籍  芝加哥公共圖書館2016年最佳書籍  《自然》期刊官網(Nature.com)2016年最佳書籍  《紐約時報》2016年度編輯選書  這是個演算法包圍現代公民的時代!演算法在幕後影響著我們生活的各種決定,包括我們上什麼學校、能否借到汽車貸款,以及醫療保險必須支付多少保費,愈來愈多判斷是由數學模型,而非某些人所做出。這一切看似公平:因為所有人是根據相同的規則評斷,不受偏見影響。  對熱情的「問題解決者」來說,大數據像仙境,它蒐集資訊、再運用數學模型,使我們得以更有效地調配資源、篩選最優的人事物、並做出最好的決定,這些熱情的宣揚者更是四處宣傳大數據應用的威力。  但是,曾在典型數據分析圈內工作的凱西.歐尼爾不是上述這種人。  她在本書指出,事實與我們想的恰恰相反!這些數學模型不透明、不受管制,即便出錯,受害者往往無法申訴。最令人不安的是,這些模型會「強化歧視」,例如,貧窮學生在申請學貸時,可能因自家的郵遞區號,被審核貸款的數學模型視為還款高風險者,因而無法獲得貸款……。這類問題會形成惡性循環——獎勵幸運兒、懲罰遭踐踏的人,創造出危害民主的「有毒雞尾酒」。  歡迎認清大數據的黑暗面  歐尼爾在本書中揭開對我們人生各階段有巨大影響的各種黑箱數學模型,不管我們願不願意,演算法系統都已經為我們打上「分數」。  當前許多數學模型已經失控濫用、還自作主張地替教師和學生評鑑、篩選履歷表、審核貸款、評估員工績效、鎖定目標選民、決定假釋名單,以及監測我們的健康狀態,決定我們個人及社會的未來。  歐尼爾呼籲:在這個人人都被迫擁有自己在某種演算系統中持有「e化評分」的時代,那些建立模型的人應該為他們所創造出來的演算法負起更多責任,而政策制定者更應該負起監督管理的責任。這本重要著作使我們得以提出關鍵問題、揭露這些「數學毀滅性武器」的真相和要求變革。

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Pages 256
Language Zho
Publisher 大寫出版
Published September 6, 2016
ISBN 41556664
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Cathy O'Neil
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Cathy O'Neil is a writer and avid reader based in the Pacific Northwest. Before pursuing writing full-time, they spent over a decade working in education. When not working on their next book, Cathy O'Neil can usually be found hiking with their dog or trying out new coffee shops in their neighborhood.

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Thomas Allen
Thomas Allen July 05, 2024
Such a rich narrative. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece.
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Mark Miller April 16, 2025
Honestly one of the most premium reading experiences lately. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece.
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Laura Gomez February 12, 2025
Excellent, though slightly flawed. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. Quite impressive overall.
Laura Thomas
Laura Thomas April 08, 2025
Honestly one of the most premium reading experiences lately. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I will undoubtedly revisit this masterpiece.
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Joseph Ramirez January 13, 2025
Honestly one of the most premium reading experiences lately. The prose is exquisite. It’s accessible yet undeniably sophisticated. I am now a lifelong fan of this author.
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Kimberly Walker January 14, 2024
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I thoroughly enjoyed the elegance of it. It held my rapt attention, even when certain twists were telegraphed. A wonderful companion for a quiet weekend.
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Sharon Baker June 20, 2025
Honestly one of the most premium reading experiences lately. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece.
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Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I will undoubtedly revisit this masterpiece.
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Exceeded all my expectations. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars.
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A profoundly satisfying read. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading.
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Carol Gomez
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A highly sophisticated read. The protagonist was compelling, though some subplots felt slightly overshadowed. I would highly recommend this to discerning readers.
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Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. I will undoubtedly revisit this masterpiece.
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A highly sophisticated read. The protagonist was compelling, though some subplots felt slightly overshadowed. Quite impressive overall.
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I thoroughly enjoyed the elegance of it. The middle had a deliberate pace, but the climax was phenomenal. I would highly recommend this to discerning readers.
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Excellent, though slightly flawed. It held my rapt attention, even when certain twists were telegraphed. A solid 4 stars from me.
Linda Clark
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I was completely blown away. The prose is exquisite. It’s accessible yet undeniably sophisticated. I am now a lifelong fan of this author.
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A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. An absolute must-read for connoisseurs of the genre.
Mark Hill
Mark Hill July 20, 2025
I thoroughly enjoyed the elegance of it. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. I would highly recommend this to discerning readers.
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Michelle Sanchez February 01, 2024
I thoroughly enjoyed the elegance of it. The middle had a deliberate pace, but the climax was phenomenal. A very distinguished novel.
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A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. An absolute must-read for connoisseurs of the genre.
Elizabeth Edwards
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A very strong entry. The middle had a deliberate pace, but the climax was phenomenal. Quite impressive overall.
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Sharon Wilson November 11, 2024
Masterpiece from start to finish. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An absolute must-read for connoisseurs of the genre.
Andrew Thompson
Andrew Thompson September 11, 2025
Exceeded all my expectations. The prose is exquisite. It’s accessible yet undeniably sophisticated. I am now a lifelong fan of this author.
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A highly sophisticated read. The protagonist was compelling, though some subplots felt slightly overshadowed. A solid 4 stars from me.
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Honestly one of the most premium reading experiences lately. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author.
Ryan Walker
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Such a rich narrative. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I will undoubtedly revisit this masterpiece.
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I was completely blown away. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars.
Margaret Nguyen
Margaret Nguyen September 18, 2024
Such a rich narrative. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. A true literary gem.
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Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre.
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Margaret Thomas July 01, 2025
A profoundly satisfying read. I became deeply invested in the protagonist's journey. A masterclass in storytelling. Worth every moment spent reading.
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Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I am now a lifelong fan of this author.
Sharon Brown
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I thoroughly enjoyed the elegance of it. A brilliant concept executed with flair. Just a few pacing choices I would change. Quite impressive overall.
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Sharon Thompson May 27, 2025
A highly sophisticated read. A brilliant concept executed with flair. Just a few pacing choices I would change. A solid 4 stars from me.
Stephanie Anderson
Stephanie Anderson April 11, 2025
Such a rich narrative. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading.
Elizabeth Nelson
Elizabeth Nelson December 07, 2024
Absolutely brilliant. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author.
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Excellent, though slightly flawed. The protagonist was compelling, though some subplots felt slightly overshadowed. A solid 4 stars from me.
Eric Phillips
Eric Phillips July 14, 2025
Excellent, though slightly flawed. The middle had a deliberate pace, but the climax was phenomenal. A wonderful companion for a quiet weekend.
James Taylor
James Taylor February 19, 2024
I was completely blown away. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading.
Paul King
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A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. An absolute must-read for connoisseurs of the genre.
Kimberly Gomez
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A highly sophisticated read. The protagonist was compelling, though some subplots felt slightly overshadowed. A very distinguished novel.
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Excellent, though slightly flawed. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. I would highly recommend this to discerning readers.
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Honestly one of the most premium reading experiences lately. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. A true literary gem.
Brian Hernandez
Brian Hernandez July 23, 2025
Absolutely brilliant. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I will undoubtedly revisit this masterpiece.
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Exceeded all my expectations. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An effortless 5 stars.
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Such a rich narrative. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading.
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Christopher Hill July 26, 2024
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James Jackson July 24, 2025
Masterpiece from start to finish. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An effortless 5 stars.
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A highly sophisticated read. A brilliant concept executed with flair. Just a few pacing choices I would change. A very distinguished novel.
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Thomas Nguyen August 09, 2025
A highly sophisticated read. The protagonist was compelling, though some subplots felt slightly overshadowed. I would highly recommend this to discerning readers.
William Turner
William Turner November 20, 2024
A profoundly satisfying read. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An absolute must-read for connoisseurs of the genre.
Matthew Martinez
Matthew Martinez March 27, 2025
Excellent, though slightly flawed. The protagonist was compelling, though some subplots felt slightly overshadowed. Quite impressive overall.
Christopher Cruz
Christopher Cruz July 20, 2024
Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author.
Edward Taylor
Edward Taylor February 15, 2025
A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. I am now a lifelong fan of this author.
Jacob Jackson
Jacob Jackson February 16, 2024
Masterpiece from start to finish. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An effortless 5 stars.
Melissa Smith
Melissa Smith May 25, 2024
Honestly one of the most premium reading experiences lately. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An absolute must-read for connoisseurs of the genre.
Dorothy Thompson
Dorothy Thompson March 20, 2025
Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An effortless 5 stars.
Linda Hall
Linda Hall September 12, 2025
I was completely blown away. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I will undoubtedly revisit this masterpiece.
Laura Lee
Laura Lee December 07, 2025
I find myself somewhat conflicted. The prose was competent, yet the characters lacked the depth I usually seek. Perhaps more aligned with a different audience's tastes.
Robert Miller
Robert Miller November 05, 2025
I was completely blown away. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading.
Carol Jackson
Carol Jackson June 14, 2024
Honestly one of the most premium reading experiences lately. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I am now a lifelong fan of this author.
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Betty Collins October 06, 2025
Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An effortless 5 stars.
Richard Lopez
Richard Lopez November 29, 2024
It was adequate. The prose was competent, yet the characters lacked the depth I usually seek. Suitable if your reading queue is empty.
Patricia Walker
Patricia Walker June 24, 2024
I was completely blown away. The author orchestrated a breathtaking finale. Truly a work of art. I am now a lifelong fan of this author.
Dorothy Brown
Dorothy Brown January 05, 2024
Masterpiece from start to finish. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I will undoubtedly revisit this masterpiece.
Patricia Collins
Patricia Collins September 06, 2025
Absolutely brilliant. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I will undoubtedly revisit this masterpiece.
Robert Campbell
Robert Campbell June 05, 2024
Excellent, though slightly flawed. The middle had a deliberate pace, but the climax was phenomenal. A wonderful companion for a quiet weekend.
William Jones
William Jones September 13, 2024
I thoroughly enjoyed the elegance of it. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend.
Nicholas Martinez
Nicholas Martinez August 12, 2025
Such a rich narrative. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An absolute must-read for connoisseurs of the genre.
Kenneth Martinez
Kenneth Martinez April 08, 2024
Honestly one of the most premium reading experiences lately. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I am now a lifelong fan of this author.
Brian  Parker
Brian Parker September 03, 2025
A highly sophisticated read. The middle had a deliberate pace, but the climax was phenomenal. A solid 4 stars from me.
Joseph Evans
Joseph Evans April 26, 2025
Exceeded all my expectations. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece.
Charles Ramirez
Charles Ramirez January 23, 2024
I was completely blown away. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars.
Andrew Collins
Andrew Collins August 05, 2024
Excellent, though slightly flawed. A brilliant concept executed with flair. Just a few pacing choices I would change. A solid 4 stars from me.
Elizabeth Sanchez
Elizabeth Sanchez July 05, 2024
A highly sophisticated read. It held my rapt attention, even when certain twists were telegraphed. Quite impressive overall.
Kevin King
Kevin King April 09, 2024
Took a moment to build, but the payoff was spectacular. It held my rapt attention, even when certain twists were telegraphed. I would highly recommend this to discerning readers.
Patricia Johnson
Patricia Johnson September 04, 2025
Excellent, though slightly flawed. It held my rapt attention, even when certain twists were telegraphed. Quite impressive overall.
Elizabeth Nelson
Elizabeth Nelson November 29, 2024
Masterpiece from start to finish. The author orchestrated a breathtaking finale. Truly a work of art. Worth every moment spent reading.
Joseph Ramirez
Joseph Ramirez July 07, 2024
Exceeded all my expectations. The prose is exquisite. It’s accessible yet undeniably sophisticated. A true literary gem.
John Mitchell
John Mitchell November 12, 2025
Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I will undoubtedly revisit this masterpiece.
Melissa Mitchell
Melissa Mitchell November 29, 2024
I thoroughly enjoyed the elegance of it. A brilliant concept executed with flair. Just a few pacing choices I would change. Quite impressive overall.
Mark Brown
Mark Brown August 07, 2024
I thoroughly enjoyed the elegance of it. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. Quite impressive overall.
Michelle Scott
Michelle Scott May 20, 2024
Masterpiece from start to finish. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars.
Daniel Sanchez
Daniel Sanchez March 22, 2024
I thoroughly enjoyed the elegance of it. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. I would highly recommend this to discerning readers.
Michelle Robinson
Michelle Robinson August 14, 2025
I was completely blown away. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre.
Dorothy  Davis
Dorothy Davis January 30, 2025
A profoundly satisfying read. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars.
Kevin Mitchell
Kevin Mitchell May 23, 2024
Excellent, though slightly flawed. The middle had a deliberate pace, but the climax was phenomenal. A solid 4 stars from me.
Dorothy  Davis
Dorothy Davis February 01, 2024
Absolutely brilliant. The prose is exquisite. It’s accessible yet undeniably sophisticated. An absolute must-read for connoisseurs of the genre.
Kevin Mitchell
Kevin Mitchell April 18, 2024
I thoroughly enjoyed the elegance of it. The protagonist was compelling, though some subplots felt slightly overshadowed. Quite impressive overall.
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