Article
06 March 2026 - by Rodrigo Dufeu, Ram Kelkar, Reggie Xu
To address the shortcomings of volatility control index product design for index-linked annuities, we introduce a forward-looking methodology anchored in option-implied risk.
Article
18 November 2024 - by Neil Dissanayake, Victor Huang, Ram Kelkar, Jeanne Russo, Nima Shahroozi
This report sets out the key findings of the 2024 update to Milliman’s survey of derivative usage for risk management in the global life insurance industry.
Article
21 March 2024 - by Neil Dissanayake, Victor Huang, Ram Kelkar, Nima Shahroozi, David Schreiner, Brendan Tease, Bas Polder
The real-time risk management of futures-based hedging programs can benefit materially by expanding trading coverage to the overnight markets.
Article
22 November 2021 - by Poojan Shah, Ram Kelkar, Brian J Olson
There are significant implications of the impending discontinuation of LIBOR and transition to SOFR for U.S. annuity liability valuations.
Article
18 November 2021 - by Ram Kelkar, Fiona Ng, Michelle Shen, James Stoltzfus
On average, we expect the C-1 amounts to increase in the range of 5% to 20%.
Article
04 January 2021 - by Ram Kelkar, Poojan Shah
This paper discusses risk-free curve selection and setting of the discounting spread (over the risk-free rate) for variable annuity fair valuation.
Article
16 December 2020 - by Neil Dissanayake, Victor Huang, Ram Kelkar, Peter Lin, David Schreiner, Nima Shahroozi, Brendan Tease
This report summarizes key findings from the 2020 update to Milliman's survey of derivative usage for risk management in the global life insurance industry.
Article
16 October 2020 - by Adam Schenck, Jeff Greco, Joe Becker, Ram Kelkar
The market contraction at the onset of the coronavirus pandemic in Q1 2020 was the biggest test of risk-managed investment products since the 2008 financial crisis. This paper puts the downturn into historical context and examines how Milliman FRM's products performed.
Article
12 August 2020 - by Peter H. Sun, Chunpu Song, Victor Huang, Ram Kelkar
This paper examines the hedge effectiveness of a wide range of Variable Annuity carriers.
Article
25 October 2019 - by Josh Dobiac, Ram Kelkar, Jeanne Russo, David Schreiner
Major initiatives are under way to reform interest rate benchmarks and move away from Interbank Offered Rates (IBOR) to overnight near risk-free rates.