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Hazard: Reinforces Existing Biases

A red diamond shaped outline (like a warning sign) with a dark head and shoulders, who has a white triangle in their mind. They are looking out at a black circle, a black square and a larger white triangle just ahead of them. This indicates that the largest shape is the one that they think of.

Description

Prompts

  • Does the input data contain intrinsic bias?
  • Is the bias acceptable? (i.e. if it only contains data about a certain group because this is the scope of the project)
  • If not, are there more representative alternatives? Or can we make the dataset more representative?
  • Have you thought about which performance metrics are most applicable here to ensure you're not missing bias?
  • Does the architecture of the technology particularly susceptible to bias?

More information

More information about this hazard is available via the Data Hazards Project website.

Safety Precautions