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Algorithm Integrity Matters: for Financial Services leaders, to enhance fairness and accuracy in data processing
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Article 19. Algorithmic System Reviews: Substantive vs. Controls Testing
Manage episode 462005823 series 3594717
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.
Links
This article details a (largely) substantive testing method for accuracy reviews.
About this podcast
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).
27 פרקים
Manage episode 462005823 series 3594717
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.
Links
This article details a (largely) substantive testing method for accuracy reviews.
About this podcast
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).
27 פרקים
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1 Guest 3. Shea Brown, Founder and CEO of BABL AI 41:23

1 Guest 2. Patrick Sullivan: VP of Strategy and Innovation at A-LIGN 32:03

1 Guest 1. Ryan Carrier: Executive Director of ForHumanity 44:49

1 Article 12. Risk-Focused Principles for Change Control in Algorithmic Systems 12:00

1 Article 9. Algorithmic Integrity: Don't wait for legislation 10:39

1 Article 7. Postcodes: Hidden Proxies for Protected Attributes 11:31

1 Article 5. Equal vs Equitable: Algorithmic Fairness 13:53

1 Article 4. Structuring the Audit Objective: 10 Key Aspects of Algorithm Integrity 12:56

1 Article 1. How reliable is the algorithm review that you have commissioned? 10:14
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