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Missing real‑world detail drives AI bias (Level A1) — a group of people standing next to each other

Missing real‑world detail drives AI biasCEFR A1

6 Dec 2025

LevelA1
A2
B1
B2

Adapted from UT Austin, Futurity • CC BY 4.0

Photo by Jr Korpa, Unsplash

Level A1 – Beginner
2 min
74 words
  • Artificial intelligence tools are growing fast.
  • In April, ChatGPT had a billion weekly users.
  • Researchers at the University of Texas study bias.
  • They looked at 363 algorithms.
  • Some algorithms treat opinions as facts.
  • In Arkansas automation cut help for disabled people.
  • Three things increase bias: no ground truth.
  • Design by one group can cause bias.
  • Developers must open systems and add detail.
  • The study appears in MIS Quarterly.
  • The report comes from UT Austin.

Difficult words

  • artificial intelligence — Computer systems that can perform smart tasks
  • algorithm — A set of steps for a computer
    algorithms
  • bias — An unfair or wrong idea in data
  • researcher — A person who studies and finds information
    Researchers
  • automation — Use of machines or software to do work
  • disabled — A person who has a physical or mental difficulty
  • ground truth — The real facts or correct information
  • developer — A person who makes software or systems
    Developers

Tip: hover, focus or tap highlighted words in the article to see quick definitions while you read or listen.

Discussion questions

  • Have you used ChatGPT?
  • Do you use artificial intelligence tools on your phone or computer?

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