Description: This research report that provides a literature survey of methodologies applying machine learning to insurance claim modeling.

Description: The SOA is pleased to make available a report updating the 2012 risk assessment performed by Porteous et al. The report also provided an economic capital analysis for a stylized US plan with the same member profile and the USS provisions modified to reflect a typical US DB plan.

Description: This research report that provides a literature survey of methodologies applying machine learning to insurance claim modeling.

Description: This research report that provides a literature survey of methodologies applying machine learning to insurance claim modeling.

Description: A comprehensive literature review summarizing academic and other papers that draw a connection between population structure and asset class returns (or prices).

Description: In most countries in the developed world and also in a number of other countries, the population is aging. What impact will a changing demographic structure have, if any, on economic factors such as growth and inflation? This question is of vital importance to actuaries who use demographic and economic projections in the pricing and valuation of products, design of risk management solutions, and in opinions regarding the sustainability of social programs. This research report, funded by the Society of Actuaries (SOA), provides background on research in this area and offers insights that may be of use to practicing actuaries.

Description: This report explores the impact on financial assets as baby boomers enter into retirement. The authors conducted a literature search and then a detailed analysis of two papers supporting the theory demographic factors can have an impact on asset prices.

Description: A report providing a high-level review of the literature that addresses the relationship between bond prices/yields and demographic variables, a deep dive into one of the papers, and empirical analysis starting with the methodology of that paper and extending to the stability of the relationship over time, to longer-dated bonds, and to the sovereign bonds of various countries

Description: Examines the link between population structure and asset values by generating returns on assets in the presence of demographic change using an OLG Model.

Description: This research report that provides a literature survey of methodologies applying machine learning to insurance claim modeling.