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Accidents that Never Happened: Generative AI and Fraud in Motor Insurance

 

Presented by Milliman

The rise of generative artificial intelligence (AI) is fundamentally reshaping the insurance industry. While the technology presents new opportunities, it also exposes insurers to new risks. Around the world, motor carriers are particularly exposed to generative AI image fraud schemes.

Trustworthy artificial intelligence in insurance: Navigating fairness and performance in predictive modeling


Presented by Milliman

Predictive models in insurance are often built on data influenced by human decisions, structural inequities, and representation bias. Simply removing sensitive attributes does not eliminate bias. Milliman’s paper outlines the legal and business imperatives for fairness in actuarial practices and introduces core concepts of group fairness. It also presents practical bias-mitigation methodologies aimed at reducing legal exposure while maintaining predictive performance.

Barometer of generative AI adoption in the European insurance industry


Presented by Milliman

Milliman analyzed the adoption and use of generative artificial intelligence (AI) by insurers in the European market. Generative AI refers to deep-learning models capable of creating content by learning from the data they are trained on. This white paper focuses on large language models and vision algorithms and covers their applications in insurance, organizational approaches to implementing and scaling gen AI, the role of internal expertise, and technical and compliance challenges.

Extreme Weather in Europe


Presented by Milliman

Global Life and Health Insurance Mergers and Acquisitions (M&A)

Presented by Milliman

High inflation and interest rates, geopolitical conflict, and new solvency regulations contributed to a recent global slowdown in health and life insurance mergers and acquisitions. Milliman’s annual report looks at worldwide M&A activity, breaks down top deals by country, and projects future market conditions. 

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2023 Extreme Weather in Europe

Presented by Milliman

Extreme weather events used to be rare—they are severe natural catastrophes at the extreme ends of historical patterns. But the climate crisis is making the extreme the norm. In 2023, severe weather struck across Europe. Heatwaves baked France, Romania, and Belgium. Northern, Central, and Southern Europe endured lengthy droughts that devastated crops. Violent storms battered the west, while widespread flooding caused billions of euros in damages. Italy alone recorded more than 350 severe weather events.

Profiles of alternative assets in the life insurance landscape

Presented by Milliman

As many firms expand beyond traditional allocations to fixed income and mortgage-backed securities, this report provides a guide to 11 alternative asset classes insurers may wish to consider.

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The G7 takes on climate change: Are catastrophe bonds an answer?

In this Milliman white paper, learn how government-sponsored catastrophe bonds can be a solution to help protect developing nations from the financial devastation of natural disasters and build greater climate resilience for these at-risk countries.

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Health and Hurricanes

In this Society of Actuaries report, Milliman consultants study the effects of hurricanes on human health, beyond the direct consequences of the storms themselves.

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