Description: The topics of ESG (Environmental, Social & Corporate Governance) and sustainability are an increasing area of focus for insurance companies, and thus actuaries. This webcast provides a primer on these topics along with considerations for US valuation actuaries and their evolution in European insurance markets.

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

Description: Article Permutations And Computations by Moordhead in The Actuary, February 1979, Volume 13, Number 2

Description: An overview of the formation of the Committee of Professional Associations on Federal Statistics, initiated by the Joint Ad Hoc Committee on Government Statistics, in response to the need for statistical advisory committees to government agencies to promote better data collection and dissemination, contracting, forms clearance, planning, coordination, monitoring, staffing, and strengthening of agency functions.

Description: As the use of predictive models and novel datasets becomes more prevalent, a focus on consumer protection is being highlighted by regulators, ethicists, and industry insiders. Over time, increased rigor should and will be applied in model development and implementation. These issues are not new. Hundreds of individuals have worked on these issues in the laboratory, the board room, and the court room. The Civil Rights Act of 1964, Uniform Guidelines of the US EEOC, the Principles for the Validation and Use of Personnel Selection and other sources are intended to protect the rights of citizens and consumers and provide guidance to professionals in the development and use of decision-making tools. Drawing heavily on examples and parallels from psychology and employment practices as well as other disciplines, concepts such as model bias, fairness, adverse impact, disparate treatment and the like will be presented. Suggestions to ensure model validity, demonstrate model and data relevancy and minimize the potential for adverse impact to protected classes will also be offered. Each of these considerations will be linked to recent dialogue and concerns in the Life Insurance sector.