Article
29 October 2025 - by Aatman Dattani, Avi Freedman, Corey Grigg, Jan Thiemen Postema, Karol Maciejewski, Sijbo Holtman
We explore evolving model compression techniques that can help insurers achieve significant computational efficiency gains.
Article
11 July 2025 - by Aatman Dattani, Zi Xiang Low, Yan Fridman, Karthik Yadatore, Zohair Motiwalla
We highlight some key areas for insurers to consider for the upcoming principle-based reserving statutory framework for non-variable annuities under VM-22.
Article
09 October 2023 - by Aatman Dattani, Josh Dobiac, Daniel Sharon, Lotte van Delft, David Harris, Stijn Donckers, Ed Morgan, Takanori Hoshino, Joost Broens
With rising rates and high inflation, insurers worldwide need robust frameworks and nimbleness in the once slow moving and stable world of life insurance.
Article
27 April 2023 - by Alex Bryant, Benjamin Buttin, Aatman Dattani, Josh Dobiac, Ouling Lu, Timothy Paris, Russell Ward
In a highly volatile market, life insurers are presented with both immense opportunity and challenges as they take on inflation and rising interest rates.
Article
31 March 2023 - by Craig Reynolds, Aatman Dattani
Introducing a product idea that shares the risks and benefits of changes in mortality rates.
Article
10 March 2023 - by Zohair Motiwalla, Aatman Dattani
Cluster modeling can reduce computing costs in a variety of use-cases, but understanding the purpose, context and downstream use of the light model is critical.
Article
14 October 2020 - by Aatman Dattani, Zi Xiang Low, Zohair Motiwalla, Katherine Wang, Karthik Yadatore
This report analyzes, understands, and discusses the impact of the upcoming Principle-Based Reserving on non-variable deferred annuities.
Article
07 October 2020 - by Zohair Motiwalla, Zi Xiang Low, Aatman Dattani, David South
In the third quarter of 2020, Milliman refreshed a survey that establishes currently held market practice in the application of “VM-21: Requirements for Principles-Based Reserves for Variable Annuities.”