collocation · academic

algorithmic bias

/ˌælɡəˈrɪðmɪk ˈbaɪəs/al·go·RI·thmic BI·as

Band 7+speakingtask2

When an algorithm systematically produces unfair or prejudiced outcomes for certain groups.

Examples

Researchers warned that algorithmic bias in hiring tools can exclude qualified candidates from minority groups.

Audits are necessary to detect and correct algorithmic bias in recommendation systems.

Algorithmic bias often reflects biased training data rather than a deliberate design choice.

Band 8 sentence

We commissioned an external audit because algorithmic bias in our loan‑approval model could systematically disadvantage entire communities.

Collocations

  • mitigate algorithmic bias
  • detect algorithmic bias
  • audit algorithms for bias

Word family

algorithm nounalgorithmic adjectivebias noun/verbbiased adjective

Common mistakes

bias of algorithmalgorithmic bias

an algorithmic biasalgorithmic bias

Say it for a higher band

5biased algorithm6algorithm bias7+algorithmic bias

Synonyms

biased algorithm

Easily confused

biased algorithm

Researchers found a biased algorithm in the resume‑screening software.

Related words

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