Description: An overview of bias and fairness in machine learning models, as they apply to use cases in life insurance.

Description: Slides from a session at a meeting of the Society of Actuaries held in San Diego, CA, June 22-23, 2000 This session discusses recent developments within the American Academy of Actuaries and the National Association of Insurance Commissioners with regard to reserving requirements for equity-indexed annuities and life insurance.

Description: This session from the 1993 Valuation Actuary Symposium focuses on general modeling issues associated with the completion of the opinion and memorandum required by revisions to the Standard Valuation Law. It concentrates on liability modeling.

Description: 2021 Life Meeting - Session 8B: Proxy Discrimination in Life Insurance 9.1.21 Recording

Description: In the light of growing adoption of AI in life insurance and with it a growing emphasis on the need to safeguard the data used against reidentification,traditional approaches to de-identifying data mitigate these risks but often fail to protect against more sophisticated attacks. Find out more about data anonymization methods, geographic differences in regulation (PIPEDA, HIPAA) and special considerations when dealing with particular data types By attending the session, you will: Gain knowledge of various data anonymization techniques and understand the differences in how data anonymity is defined across different regulatory schemes.

Description: 1987 Valuation Actuary Symposium. This session discussed the implementation of a solvency testing process, associated company considerations, and the ways in which the process might be viewed by other parties.

Description: Feature article discussing how actuaries are affected by the need for maintaining controls and the use of IT resources for meeting these needs.

Description: This session from the 1994 Valuation Actuary Symposium discusses expectations from asset adequacy analysis including the process of financial condition examination by regulatory authorities, asset cash flows particularly related to mortgages, reliance on investment professionals and recent developments at the NAIC level.

Description: 1994 SOA Spring Meeting, Orlando. In this session the panelists debated the diversity of professional practice about how companies and regulators can and should measure profit and set standards for profit margins. One panelist spoke of the traditional actuarial perspective, while the other represented the modern theory of finance.

Description: This paper investigates the implications of using the Basel II motivated Advanced Measurement Approaches as a method to assess operational risk capital charges for banks and insurance companies with regard to U.S. regulations. The AMA developed in the paper uses actuarial loss models complemented by the extreme value theory to determine the empirical probability distribution function of the aggregated capital charges in the context of various classes of copulas. From Actuarial Research Clearing House, 2006.