Article
21 November 2025 - by Galin Mitchener, Collin Davidson, Zohair Motiwalla
2025 survey: Insurers remain uncertain on implementation of regulatory reforms for GOES and VM-22 principle-based reserving for non-variable annuities.
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
14 November 2024 - by Collin Davidson, Zohair Motiwalla, Parker Henley, Nick Lee
As NAIC moves forward with reform of the generator of economic scenarios used in principle-based reserving, we shed some light on common themes.
Article
10 May 2024 - by Yan Fridman, Zi Xiang Low, Zohair Motiwalla, Ricardo Trachtman, Karthik Yadatore
We look at the key elements of a principle-based-reserving framework for statutory reserving, known as “VM-22” and under review by NAIC.
Article
12 July 2023 - by Collin Davidson, Zohair Motiwalla, Parker Henley
With reform of economic scenario generators on the horizon, we examine the complex and potentially material impacts.
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
26 April 2022 - by Yan Fridman, Zohair Motiwalla
We discuss key issues and questions to consider before a principle-based reserving framework for non-variable annuities is finalized.
Article
13 January 2022 - by Zohair Motiwalla
We highlight some of the challenges when incorporating negative interest rates into the modeling of the asset and liability sides of the balance sheet.
Article
05 April 2021 - by Van Beach, Jonathan Glowacki, Makho Mashoba, Benjamin Buttin, Alexandre Boumezoued, Joe Long, Zohair Motiwalla, Josh Dobiac, Antoine Ly, David South
A comprehensive look at uses of cloud computing and machine learning in the actuarial profession.
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.