---
title: "Articles: algorithm integrity in FS | Risk Insights Blog | Yusuf Moolla (6)"
description: Yusuf helps FS leaders ensure their algorithmic systems are fair and accurate, protecting customers from harm. He does this by auditing algorithmic systems and data flows - to uncover potential biases, inaccuracies, and unfair practices. (6)
image: https://riskinsights.com.au/hubfs/Algorithm_Integrity_Matters_Podcast_Artwork.jpeg
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# Articles: accuracy and fairness in algorithmic systems

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[![The John Hancock Building and Trinity Church at Copley Square in Boston, Massachusetts.](https://riskinsights.com.au/hubfs/The%20John%20Hancock%20Building%20and%20Trinity%20Church%20at%20Copley%20Square%20in%20Boston%2c%20Massachusetts..jpeg)](https://riskinsights.com.au/blog/balanced-focus-new-established-algorithms)

## [A Balanced Focus on New and Established Algorithms](https://riskinsights.com.au/blog/balanced-focus-new-established-algorithms)

 02 Oct 2024

TL;DR • While generative AI dominates discussions, established algorithms still drive core business ...

[Read more](https://riskinsights.com.au/blog/balanced-focus-new-established-algorithms)

[![Public housing ](https://riskinsights.com.au/hubfs/Public%20housing%20in%20Hong%20Kong.jpeg)](https://riskinsights.com.au/blog/postcode-discrimination-proxy)

## [Postcodes: Hidden Proxies for Protected Attributes](https://riskinsights.com.au/blog/postcode-discrimination-proxy)

 25 Sep 2024

TL;DR • Postcodes can inadvertently serve as proxies for protected attributes like gender, disabilit...

[Read more](https://riskinsights.com.au/blog/postcode-discrimination-proxy)

[![Keys and Golden Keyring with the Word Code over Black Wooden Table with Blur Effect.](https://riskinsights.com.au/hubfs/Keys%20and%20Golden%20Keyring%20with%20the%20Word%20Code%20over%20Black%20Wooden%20Table%20with%20Blur%20Effect.%20Toned%20Image..jpeg)](https://riskinsights.com.au/blog/balance-security-access)

## [Balancing Security and Access for increased algorithmic integrity](https://riskinsights.com.au/blog/balance-security-access)

 18 Sep 2024

TL;DR • Algorithm integrity requires a balance between preventing access and ensuring access. • Over...

[Read more](https://riskinsights.com.au/blog/balance-security-access)

[![Cogwheel Gear Mechanism on Red Button on Black Computer Keyboard.](https://riskinsights.com.au/hubfs/Cogwheel%20Gear%20Mechanism%20on%20Red%20Button%20on%20Black%20Computer%20Keyboard..jpeg)](https://riskinsights.com.au/blog/fairness-equity-vs-equality)

## [Equal vs. Equitable: Algorithmic Fairness](https://riskinsights.com.au/blog/fairness-equity-vs-equality)

 11 Sep 2024

TL;DR • Algorithmic fairness does not mean treating everyone identically. • Fair algorithms should a...

[Read more](https://riskinsights.com.au/blog/fairness-equity-vs-equality)

[![Puzzle pieces coming together](https://riskinsights.com.au/hs-fs/hubfs/puzzle%20piece%20coming%20down%20into%20its%20place.jpeg?width=999&quality=high)](https://riskinsights.com.au/blog/10-key-aspects-of-algorithm-integrity)

## [Structuring the Review Objective: 10 Key Aspects of Algorithm Integrity](https://riskinsights.com.au/blog/10-key-aspects-of-algorithm-integrity)

 04 Sep 2024

TL;DR • This article proposes breaking down algorithm integrity considerations into 10 key aspects, ...

[Read more](https://riskinsights.com.au/blog/10-key-aspects-of-algorithm-integrity)

[![Businesswoman drawing compass with finger on wall standing on ladder](https://riskinsights.com.au/hubfs/Businesswoman%20drawing%20compass%20with%20finger%20on%20wall%20standing%20on%20ladder.jpeg)](https://riskinsights.com.au/blog/audit-guidance-context-matters)

## [Algorithm Audit Guidance: some aren't relevant to your context](https://riskinsights.com.au/blog/audit-guidance-context-matters)

 20 Aug 2024

TL;DR • AI and algorithm audit guidelines vary widely and may not be universally applicable. • Relev...

[Read more](https://riskinsights.com.au/blog/audit-guidance-context-matters)

[![Female hand emerging from crumpled paper pile holding a white flag with help written on it](https://riskinsights.com.au/hubfs/Female%20hand%20emerging%20from%20crumpled%20paper%20pile%20holding%20a%20white%20flag%20with%20help%20written%20on%20it.jpeg)](https://riskinsights.com.au/blog/need-vs-want-an-audit)

## [Choice vs obligation: motivation shapes the effectiveness of your audit](https://riskinsights.com.au/blog/need-vs-want-an-audit)

 09 Aug 2024

TL;DR • The motivation for an audit (need vs want) impacts its effectiveness. • An audit driven sole...

[Read more](https://riskinsights.com.au/blog/need-vs-want-an-audit)

[![Business person at fork in the road, with blind trust to the left and measured trust to the right](https://riskinsights.com.au/hubfs/business%20person%20at%20fork%20in%20road%20with%20blind%20trust%20to%20the%20left%20an%20measured%20trust%20to%20the%20right-1.jpg)](https://riskinsights.com.au/blog/reliable-audits)

## [How reliable is the algorithm review that you have commissioned?](https://riskinsights.com.au/blog/reliable-audits)

 25 Jul 2024

TL;DR • Undue reliance on audit reports can create a false sense of security. • Ensure auditor indep...

[Read more](https://riskinsights.com.au/blog/reliable-audits)

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