Algorithm Integrity Matters: for Financial Services leaders, to enhance fairness and accuracy in data processing

Article 19. Algorithmic System Reviews: Substantive vs. Controls Testing


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Spoken by a human version of this article.

  • Knowing the basics of substantive testing vs. controls testing can help you determine if the review will meet your needs.
  • Substantive testing directly identifies errors or unfairness, while controls testing evaluates governance effectiveness. The results/conclusions are different.
  • Understanding these differences can also help you anticipate the extent of your team's involvement during the review process.


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 This article details a (largely) substantive testing method for accuracy reviews.

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A podcast for Financial Services leaders, where we discuss fairness and accuracy in the use of data, algorithms, and AI.

Hosted by Yusuf Moolla.
Produced by Risk Insights (riskinsights.com.au).

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Algorithm Integrity Matters: for Financial Services leaders, to enhance fairness and accuracy in data processingBy Risk Insights: Yusuf Moolla