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This was the Big Data economy, and it promised spectacular…

“This was the Big Data economy, and it promised spectacular gains. A computer program could speed through thousands of résumés or loan applications in a second or two and sort them into neat lists, with the most promising candidates on top. This not only saved time but also was marketed as fair and…” quote by Cathy O'Neil
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““This was the Big Data economy, and it promised spectacular gains. A computer program could speed through thousands of résumés or loan applications in a second or two and sort them into neat lists, with the most promising candidates on top. This not only saved time but also was marketed as fair and objective. After all, it didn’t involve prejudiced humans digging through reams of paper, just machines processing cold numbers. By 2010 or so, mathematics was asserting itself as never before in human””

Cathy O'Neil

About This Quote

This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation.

Big data promised efficiency and fairness but can embed bias and obscure accountability.

In simple terms: Data tools can be unfair and opaque.

Key Takeaway

Critically evaluate algorithmic decisions.

Themes

technology bias ethics automation

Mood

cautious critical

Type

analytical ethical

When to use this quote

  • hiring
  • credit scoring
  • law enforcement
  • policy making

Key Concepts

algorithmic fairness social impact data science

Questions to Reflect On

  • Who benefits from opaque models?
  • How can transparency be ensured?
A Different Perspective

Algorithms may reinforce existing inequalities.

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