Description: This paper applies the research in Prospect Theory of Kahneman and Tversky to explain why sales of annuities lag sales of life insurance products. The author theorizes that life insurance is easier to sell because customers perceive themselves to be in the domain of losses, while potential annuity customers perceive themselves to be in the domain of gains. Kahneman and Tversky showed us that people are mostly risk averse in the domain of gains and risk seeking in the domain of losses. Purchase of an annuity or life product is a risky investment. Customers will find it easier to take the risk in the life insurance domain of losses than the annuity domain of gains. The author then proposes a hybrid life annuity product that might address both mortality and longevity risk in one product that would allow both products to be more competitive than stand-alone products.

Description: The presenters in this classic session will explore protection and accumulation products as well discuss the current state of the hybrid Life/LTC market. They will also examine the latest trends and the challenges to innovation and highlight key factors impacting the product actuary including the impact of technology, regulation and competitive environment. 

Description: This paper applies the research in Prospect Theory of Kahneman and Tversky to explain why sales of annuities lag sales of life insurance products. The author theorizes that life insurance is easier to sell because customers perceive themselves to be in the domain of losses, while potential annuity customers perceive themselves to be in the domain of gains. Kahneman and Tversky showed us that people are mostly risk averse in the domain of gains and risk seeking in the domain of losses. Purchase of an annuity or life product is a risky investment. Customers will find it easier to take the risk in the life insurance domain of losses than the annuity domain of gains. The author then proposes a hybrid life annuity product that might address both mortality and longevity risk in one product that would allow both products to be more competitive than stand-alone products.

Description: Written in reaction to the AG49-A "quick-fix" passed, this article covers the history of IULillustration regulation. It begins by covering major product development and regulationmilestones to date, with numerical examples to show their impacts on illustrations. It thenexplains how the "quick-fix" works and what its impact on illustrations is. Lastly, the articlelooks forward to what could be in store in the future for IUL illustrations.

Description: Mandatory implementation of life principle-based reserves (PBR) is just around the corner and there is no shortage of work to do, as most products have yet to be moved to PBR. Oliver Wyman recently completed its 2019 PBR survey, with more than 40 participants covering 85 percent of the individual life market, including 23 of the top 25 life writers and five reinsurers. This article will expand on the key survey findings, including implementation trends, analysis to date and recent discussions and decisions on the treatment of non-guaranteed reinsurance.

Description: 1994 SOA Spring Meeting, San Francisco. The panel discussed current issues in participating, UL, and non-guaranteed element products. Topics of discussion included product design, regulatory issues, implementation, pricing issues, and compensation.

Description: Part 2 of the article continues providing data on why IUL income streams need to be managed and suggests techniques that insurance companies could provide to policyholders and advisors to do so. The author also offers his research data free of charge to any actuary who contacts him to request it.

Description: Oliver Wyman surveyed the life insurance industry in 2Q 2018 on emerging life PBR practices. Key takeaways and a deeper dive on select practices are provided.

Description: in the insurance industry, machine learning models are increasingly used to make decisions that affect people's lives. In order to ensure that models are fair, they should be audited for bias. There are no hard and fast rules for bias audit; metrics that can be used to evaluate fairness vary depending on the context in which the model is deployed. The presenters in this session present a flexible framework that highlights key considerations in bias evaluation that can be adjusted to suit your process.

Description: Mandatory implementation of life principle-based reserves (PBR) is just around the corner and there is no shortage of work to do, as most products have yet to be moved to PBR. Oliver Wyman recently completed its 2019 PBR survey, with more than 40 participants covering 85 percent of the individual life market, including 23 of the top 25 life writers and five reinsurers. This article will expand on the key survey findings, including implementation trends, analysis to date, model robustness and common simplifications.