--- title: "Articles: algorithm integrity in FS | Risk Insights Blog (3)" description: Risk Insights blog. Articles about fairness and accuracy in the use of data, algorithms and AI in Financial Services. (3) image: https://riskinsights.com.au/hubfs/Algorithm_Integrity_Matters_Podcast_Artwork.jpeg --- [Skip to content](https://riskinsights.com.au/blog/page/3#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) - [Articles](https://riskinsights.com.au/blog) - [Approach](https://riskinsights.com.au/approach) Show submenu for Approach - [Commissions (Accuracy)](https://riskinsights.com.au/broker-partner-commission-accuracy-reviews) - [Claims Fraud (Fairness)](https://riskinsights.com.au/claims-fraud-fairness-reviews) - [Fees and Charges (Accuracy)](https://riskinsights.com.au/fee-and-charge-accuracy-reviews-risk-insights) - [About](https://riskinsights.com.au/about) - [Contact](https://riskinsights.com.au/contact) Open main navigation Close main navigation - [Articles](https://riskinsights.com.au/blog) - [Approach](https://riskinsights.com.au/approach) Show submenu for Approach - [Commissions (Accuracy)](https://riskinsights.com.au/broker-partner-commission-accuracy-reviews) - [Claims Fraud (Fairness)](https://riskinsights.com.au/claims-fraud-fairness-reviews) - [Fees and Charges (Accuracy)](https://riskinsights.com.au/fee-and-charge-accuracy-reviews-risk-insights) - [About](https://riskinsights.com.au/about) - [Contact](https://riskinsights.com.au/contact) --- # Articles: accuracy and fairness in algorithmic systems Search - There are no suggestions because the search field is empty. [![](https://riskinsights.com.au/hubfs/Curated%20Insight%20Selected%20developments%20to%20watch%20in%202026.png)](https://riskinsights.com.au/blog/curated-insight-selected-developments-to-watch-in-2026) ## [Curated Insight: Selected developments to watch in 2026](https://riskinsights.com.au/blog/curated-insight-selected-developments-to-watch-in-2026) 18 Dec 2025 TL;DR • Aug 2026: full application of EU AI Act "High-Risk" AI rules, incl. credit and insurance. • ... [Read more](https://riskinsights.com.au/blog/curated-insight-selected-developments-to-watch-in-2026) [![Article title in words as an image with Risk Insights logo](https://riskinsights.com.au/hubfs/CI%20EU%20Report%20on%20AI%20in%20FS.png)](https://riskinsights.com.au/blog/curated-insight-eu-parliament-report-on-ai-in-fs) ## [Curated Insight: EU Parliament report on AI in FS](https://riskinsights.com.au/blog/curated-insight-eu-parliament-report-on-ai-in-fs) 11 Dec 2025 TL;DR • This featured resource is the Nov 2025 EU Parliament report on the impact of AI on FS. • It ... [Read more](https://riskinsights.com.au/blog/curated-insight-eu-parliament-report-on-ai-in-fs) [![Article title as an image with Risk Insights logo](https://riskinsights.com.au/hubfs/AI%20slop%20word%20of%20the%20year%20and%20hard-to-predict%20risk%20for%20banks%20and%20insurers.png)](https://riskinsights.com.au/blog/ai-slop-word-of-the-year-and-a-hard-to-predict-risk-for-banks-and-insurers) ## [“AI slop”: word of the year and a hard-to-predict risk for banks and insurers](https://riskinsights.com.au/blog/ai-slop-word-of-the-year-and-a-hard-to-predict-risk-for-banks-and-insurers) 04 Dec 2025 TL;DR • “AI slop” is the Macquarie Dictionary Word of the Year for 2025. • A major firm in the news ... [Read more](https://riskinsights.com.au/blog/ai-slop-word-of-the-year-and-a-hard-to-predict-risk-for-banks-and-insurers) [![Article title as an image with Risk Insights logo](https://riskinsights.com.au/hubfs/Data%20can%20be%20accurate%20and%20complete%20and%20poor%20quality.png)](https://riskinsights.com.au/blog/data-can-be-accurate-and-complete-and-poor-quality) ## [Data can be accurate and complete and poor quality](https://riskinsights.com.au/blog/data-can-be-accurate-and-complete-and-poor-quality) 27 Nov 2025 TL;DR • Data can be accurate and complete, but still irrelevant and low quality (for our purpose). •... [Read more](https://riskinsights.com.au/blog/data-can-be-accurate-and-complete-and-poor-quality) [![Article title as an image with Risk Insights logo](https://riskinsights.com.au/hubfs/Algorithm%20Process%20Flow%20docs%205%20things%20to%20fix.png)](https://riskinsights.com.au/blog/algorithm-process-flow-docs-5-things-to-fix) ## [Algorithm Process Flow docs: 5 things to fix](https://riskinsights.com.au/blog/algorithm-process-flow-docs-5-things-to-fix) 20 Nov 2025 TL;DR • Process flow docs are one of the first things we look for when starting a review. • But they... [Read more](https://riskinsights.com.au/blog/algorithm-process-flow-docs-5-things-to-fix) [![Article title with Risk Insights logo](https://riskinsights.com.au/hubfs/62.png)](https://riskinsights.com.au/blog/certification-ask-why-first) ## [Thinking about Certification? Ask Why First](https://riskinsights.com.au/blog/certification-ask-why-first) 13 Nov 2025 TL;DR • Ask why you’re seeking certification; don’t just default to it. • Certification alone doesn’... [Read more](https://riskinsights.com.au/blog/certification-ask-why-first) [![Article title with Risk Insights logo](https://riskinsights.com.au/hubfs/Canva%20images/Canva%20Design%20DAG47AguX0E.png)](https://riskinsights.com.au/blog/curated-insight-indias-new-insurance-fraud-framework) ## [Curated Insight: India's new Insurance fraud framework](https://riskinsights.com.au/blog/curated-insight-indias-new-insurance-fraud-framework) 06 Nov 2025 TL;DR • This resource is from the Insurance Regulatory and Development Authority of India (IRDAI). •... [Read more](https://riskinsights.com.au/blog/curated-insight-indias-new-insurance-fraud-framework) [![Article title with Risk Insights logo](https://riskinsights.com.au/hubfs/60.png)](https://riskinsights.com.au/blog/a-simple-analogy-to-explain-the-difference-between-controls-and-substantive-testing) ## [A simple analogy to explain the difference between controls and substantive testing](https://riskinsights.com.au/blog/a-simple-analogy-to-explain-the-difference-between-controls-and-substantive-testing) 30 Oct 2025 TL;DR • In this analogy, controls testing = building insurance, substantive testing = contents insur... [Read more](https://riskinsights.com.au/blog/a-simple-analogy-to-explain-the-difference-between-controls-and-substantive-testing) [![Road sign with "GR for C" with "for" struck through](https://riskinsights.com.au/hubfs/GRforC-1.jpg)](https://riskinsights.com.au/blog/algorithm-integrity-governance-and-compliance-are-not-the-end-goals) ## [Algorithm Integrity: Compliance is not the end goal](https://riskinsights.com.au/blog/algorithm-integrity-governance-and-compliance-are-not-the-end-goals) 23 Oct 2025 TL;DR • Algorithm risk management should drive business results, not just satisfy auditors or tick c... [Read more](https://riskinsights.com.au/blog/algorithm-integrity-governance-and-compliance-are-not-the-end-goals) [![Great Things Never Came From Comfort Zones sign with a desert background](https://riskinsights.com.au/hubfs/Great%20Things%20Never%20Came%20From%20Comfort%20Zones%20sign%20with%20a%20desert%20background.jpeg)](https://riskinsights.com.au/blog/ai-isnt-just-amplifying-familiar-risks) ## [AI Isn't Just Amplifying Familiar Risks](https://riskinsights.com.au/blog/ai-isnt-just-amplifying-familiar-risks) 16 Oct 2025 TL;DR • "Basic" machine learning amplifies familiar risks (e.g. security, privacy). • But even these... [Read more](https://riskinsights.com.au/blog/ai-isnt-just-amplifying-familiar-risks) [![AI in Insurance](https://riskinsights.com.au/hubfs/AI%20Insurance.jpg)](https://riskinsights.com.au/blog/curated-insight-ai-for-better-insurance-research-report) ## [Curated Insight: AI for Better Insurance Research Report](https://riskinsights.com.au/blog/curated-insight-ai-for-better-insurance-research-report) 09 Oct 2025 TL;DR • This resource is from ICA (Insurance Council of Australia) and CSIRO (Australia's national s... [Read more](https://riskinsights.com.au/blog/curated-insight-ai-for-better-insurance-research-report) [![Anse Lazio beach at Praslin island, Seychelles](https://riskinsights.com.au/hubfs/Anse%20Lazio%20beach%20at%20Praslin%20island%2c%20Seychelles.jpeg)](https://riskinsights.com.au/blog/perfect-vs-good-enough-risk-based-choice) ## [Sometimes we need perfect, sometimes good enough - assess the risk](https://riskinsights.com.au/blog/perfect-vs-good-enough-risk-based-choice) 02 Oct 2025 TL;DR • Some decisions need precision (e.g., safety, fairness). • Others just need "good enough". • ... [Read more](https://riskinsights.com.au/blog/perfect-vs-good-enough-risk-based-choice) [![Fast train moving in tunnel](https://riskinsights.com.au/hubfs/Fast%20train%20moving%20in%20tunnel.jpeg)](https://riskinsights.com.au/blog/managing-the-risk-of-passive-trust-in-algorithmic-systems) ## [Managing the risk of passive trust in algorithmic systems](https://riskinsights.com.au/blog/managing-the-risk-of-passive-trust-in-algorithmic-systems) 25 Sep 2025 TL;DR • Passive trust often creeps in when human oversight becomes routine and passive. • Regular au... [Read more](https://riskinsights.com.au/blog/managing-the-risk-of-passive-trust-in-algorithmic-systems) [![Online Survey sign with clouds and sky background](https://riskinsights.com.au/hubfs/Online%20Survey%20sign%20with%20clouds%20and%20sky%20background.jpeg)](https://riskinsights.com.au/blog/should-we-use-demographic-survey-data-to-guide-fraud-detection) ## [Should we use demographic survey data to guide fraud detection?](https://riskinsights.com.au/blog/should-we-use-demographic-survey-data-to-guide-fraud-detection) 18 Sep 2025 TL;DR • Demographic survey data can help inform public education and intervention, but isn’t reliabl... [Read more](https://riskinsights.com.au/blog/should-we-use-demographic-survey-data-to-guide-fraud-detection) [![Stacks of beige bricks for themes of order, balance, proportion](https://riskinsights.com.au/hubfs/Geometric%20arrival%20of%20spring%20Stacks%20of%20beige%20bricks%20delivered%20for%20landscaping%20in%20botanical%20garden%2c%20for%20themes%20of%20order%2c%20balance%2c%20permanence%2c%20proportion.jpeg)](https://riskinsights.com.au/blog/curated-insight-iais-application-paper-on-the-supervision-of-ai) ## [Curated Insight: IAIS Application Paper on the supervision of AI](https://riskinsights.com.au/blog/curated-insight-iais-application-paper-on-the-supervision-of-ai) 11 Sep 2025 TL;DR • This resource is from IAIS (the International Association of Insurance Supervisors). • The f... [Read more](https://riskinsights.com.au/blog/curated-insight-iais-application-paper-on-the-supervision-of-ai) [![Factory monitoring device with a buttons and display](https://riskinsights.com.au/hubfs/Factory%20monitoring%20device%20with%20a%20buttons%20and%20display.png)](https://riskinsights.com.au/blog/design-and-formatting-choices-for-dashboards-and-visuals) ## [Design and formatting choices for dashboards and visuals](https://riskinsights.com.au/blog/design-and-formatting-choices-for-dashboards-and-visuals) 04 Sep 2025 TL;DR • Good design makes it easier to read and understand dashboards and visuals. • Keep visuals cl... [Read more](https://riskinsights.com.au/blog/design-and-formatting-choices-for-dashboards-and-visuals) [![Cause x Effect hand writing with a black mark on a transparent board](https://riskinsights.com.au/hubfs/Cause%20x%20Effect%20hand%20writing%20with%20a%20black%20mark%20on%20a%20transparent%20board.jpeg)](https://riskinsights.com.au/blog/more-data-more-correlations-but-is-it-causation) ## [More data, more correlations – but is it causation?](https://riskinsights.com.au/blog/more-data-more-correlations-but-is-it-causation) 28 Aug 2025 TL;DR • More data means more potential patterns. • Correlation can reflect causation, but isn’t proo... [Read more](https://riskinsights.com.au/blog/more-data-more-correlations-but-is-it-causation) [![Learn definition highlighted in red in the dictionary](https://riskinsights.com.au/hubfs/Learn%20definition%20highlighted%20in%20red%20in%20the%20dictionary.jpeg)](https://riskinsights.com.au/blog/curated-insight-nist-trustworthy-ai-glossary) ## [Curated Insight: NIST’s Trustworthy AI Glossary](https://riskinsights.com.au/blog/curated-insight-nist-trustworthy-ai-glossary) 21 Aug 2025 TL;DR • This resource is from NIST (the U.S. National Institute of Standards and Technology). • A gl... [Read more](https://riskinsights.com.au/blog/curated-insight-nist-trustworthy-ai-glossary) [![A stylised magnifying glass focusing in on specific areas of a complex network, leaving other areas in soft blur. 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[Read more](https://riskinsights.com.au/blog/structuring-the-review-focus-top-down-then-bottom-up) [![business people group have education lesson at small bright office conference room](https://riskinsights.com.au/hubfs/business%20people%20group%20have%20education%20leasson%20on%20seminar%20training%20event%20at%20small%20bright%20office%20conference%20room-1.jpeg)](https://riskinsights.com.au/blog/acceptable-use-policies-alone-are-not-enough) ## [Acceptable Use Policies alone are not enough](https://riskinsights.com.au/blog/acceptable-use-policies-alone-are-not-enough) 07 Aug 2025 TL;DR • Acceptable Use Policies are typically too long and complex for most people to actually read.... 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