--- title: Risk Insights | Fair and accurate FS algorithms description: Risk Insights. Financial services algorithm integrity. Helping banking and insurance leaders make sure their data does not disadvantage or harm customers. image: https://riskinsights.com.au/hubfs/Risk-Insights-Apple-Touch-Icon.png --- [Skip to content](https://riskinsights.com.au#main-content) [![Risk Insights - Logo - (RGB, Horizontal, Small)](https://riskinsights.com.au/hs-fs/hubfs/Risk%20Insights%20-%20Logo%20-%20(RGB%2c%20Horizontal%2c%20Small).png?width=200&height=40&name=Risk%20Insights%20-%20Logo%20-%20(RGB%2c%20Horizontal%2c%20Small).png)](https://riskinsights.com.au?hsLang=en) - [Articles](https://riskinsights.com.au/blog) - [Podcast](https://riskinsights.com.au/algorithm-integrity-matters-podcast) - [Approach](https://riskinsights.com.au/approach) - [About](https://riskinsights.com.au/about) - [Contact](https://riskinsights.com.au/contact) Open main navigation Close main navigation - [Articles](https://riskinsights.com.au/blog) - [Podcast](https://riskinsights.com.au/algorithm-integrity-matters-podcast) - [Approach](https://riskinsights.com.au/approach) - [About](https://riskinsights.com.au/about) - [Contact](https://riskinsights.com.au/contact) --- # Algorithms make mistakes. We catch them. # Algorithms make mistakes. We catch them. Do you know exactly where errors are hiding in your algorithmic systems? - **Biased models** wasting resources on the wrong investigations. - **Flawed scoring** rejecting good customers (or approving risky ones). - **Calculation glitches** leaking revenue in fees and commissions.   We provide independent reviews of algorithmic systems in banking and insurance. - Catching the bias, errors, and logic flaws that internal teams often miss. - Uncovering these problems before they hurt your customers, your bottom line, or your reputation. --- ## Why is this so hard to get right? It’s not because your team is negligent. It’s because FS data and algorithms are tricky. - **Layers of legacy:** New models sit on top of old systems. Errors creep in where the layers meet. - **Drift:** Models that worked perfectly in 2020 might be unfair today. - **Black Boxes:** It's not always easy to explain how a fee or decision was calculated.   ## We get into the weeds - Moving beyond a simple scan of your policy documents. - Tracing the calculations, stress-testing the logic, and checking the data. - Telling you plainly what’s broken and how to fix it, without the complexity. [Our approach is outlined further here](https://riskinsights.com.au/approach?hsLang=en).   ## We work with senior leaders In insurers, banks and credit unions who want to know that their algorithmic systems are [accurate](https://riskinsights.com.au/blog/accuracy-outcome-focused-approach?hsLang=en) and [fair](https://riskinsights.com.au/blog/fairness-equity-vs-equality?hsLang=en). If this is your situation, [schedule a call.](https://riskinsights.com.au/meetings/yusuf-moolla?hsLang=en) We'll explore your concerns and outline a plan to address them.   ## Recent Articles [![Core questions we need to be able to answer about our decisioning systems](https://riskinsights.com.au/hs-fs/hubfs/Core%20questions%20to%20answer%20about%20our%20decisioning%20systems.png?height=200&name=Core%20questions%20to%20answer%20about%20our%20decisioning%20systems.png)](https://riskinsights.com.au/blog/core-questions-we-need-to-be-able-to-answer-about-our-decisioning-systems?hsLang=en) ## [Core questions we need to be able to answer about our decisioning systems](https://riskinsights.com.au/blog/core-questions-we-need-to-be-able-to-answer-about-our-decisioning-systems?hsLang=en) [Read this article](https://riskinsights.com.au/blog/core-questions-we-need-to-be-able-to-answer-about-our-decisioning-systems?hsLang=en) [![Some model review findings matter less in real terms](https://riskinsights.com.au/hs-fs/hubfs/Some%20model%20review%20findings%20matter%20less%20in%20real%20terms.png?height=200&name=Some%20model%20review%20findings%20matter%20less%20in%20real%20terms.png)](https://riskinsights.com.au/blog/model-review-findings-that-matter-less?hsLang=en) ## [Some model review findings matter less in real terms](https://riskinsights.com.au/blog/model-review-findings-that-matter-less?hsLang=en) [Read this article](https://riskinsights.com.au/blog/model-review-findings-that-matter-less?hsLang=en) [![Curated Insight: the FSB's 12 sound practices for using AI in FS](https://riskinsights.com.au/hs-fs/hubfs/Curated%20Insight%20FSBs%2012%20sound%20practices%20for%20using%20AI%20in%20FS%20%281%29.png?height=200&name=Curated%20Insight%20FSBs%2012%20sound%20practices%20for%20using%20AI%20in%20FS%20%281%29.png)](https://riskinsights.com.au/blog/curated-insight-fsb-12-sound-practices-for-using-ai-in-fs?hsLang=en) ## [Curated Insight: the FSB's 12 sound practices for using AI in FS](https://riskinsights.com.au/blog/curated-insight-fsb-12-sound-practices-for-using-ai-in-fs?hsLang=en) [Read this article](https://riskinsights.com.au/blog/curated-insight-fsb-12-sound-practices-for-using-ai-in-fs?hsLang=en) [![Do we trust systems that advise more than those that act?](https://riskinsights.com.au/hs-fs/hubfs/Do%20we%20trust%20systems%20that%20advise%20more%20than%20those%20that%20act.png?height=200&name=Do%20we%20trust%20systems%20that%20advise%20more%20than%20those%20that%20act.png)](https://riskinsights.com.au/blog/do-we-trust-systems-that-advise-more-than-those-that-act?hsLang=en) ## [Do we trust systems that advise more than those that act?](https://riskinsights.com.au/blog/do-we-trust-systems-that-advise-more-than-those-that-act?hsLang=en) [Read this article](https://riskinsights.com.au/blog/do-we-trust-systems-that-advise-more-than-those-that-act?hsLang=en) --- We acknowledge Aboriginal and Torres Strait Islander peoples as the Traditional Custodians of the lands on which we live and work. We pay our respects to Elders past and present, and honour the rich diversity of the world's oldest living cultures. [View our LinkedIn page](https://www.linkedin.com/company/riskinsightsap) [email us](mailto:info@riskinsights.com.au) [Call us](tel:+61408946143) 2026 Risk Insights Pty. Ltd. | [Privacy](https://riskinsights.com.au/privacy-policy?hsLang=en) | [Disclaimer](https://riskinsights.com.au/disclaimer?hsLang=en)