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: This session at the SOA 2001 Toronto Spring Meeting looks at the issue of federal versus state regulation of insurance. Activities of the ACLI to develop an optional federal charter for companies and activities of the NAIC to improve speed to market are discussed.

Description: This discussion examines problems arising in complying with the provisions of the Federal Welfare and Pension Plans Disclosure Act and problems in connection with underwriting and administration of small groups. From Transactions of Society of Actuaries 1960, Vol. 12, No. 33.

Description: This session discussion is about current developments in the legislative situation and proposed changes, continuing unresolved audit issues, emerging issues of 1984 and later audits, policyholder taxation issues and alternate minimum tax AMT. From Record of the Society of Actuaries Vol. 15, No. 2.

Description: 1994 SOA Meeting, San Antonio. This session provided information on executive compensation plans in the US, with special emphasis on nonqualified deferred compensation programs. Topics included: 1. Golden parachutes. 2. Limitations on deductibility of executive compensation. 3. Taxation for constructive receipt and the ERISA issues of these plans.

Description: This session from the 1983 SOA Spring Meeting discusses the Society of Actuaries' review of its activities to determine if they comply with federal antitrust law. A specific item addressed was the recommendations on Theory of Dividends and Other Non-Guaranteed Elements in Life Insurance and Annuties. From Record of Society of Actuaries Vol. 9, No. 2

Description: At this session of the SOA 2003 Washington, DC Spring Meeting, the current and past presidents of the NAIC relate various activities of the organization including the areas of consumer protection, insurer regulation and speed to market. Interstate Compact as a method for dealing with variations across states in regulation is discussed.

Description: This 1978 session on Social Security Funding included discussion on 1. Major Amendments, 2. Financing condition of Social Security after amendments, 3. Benefit levels, and 4. Possible future legislation.

Description: The panel will present a discussion by several experts on reform activity at the state level, including a review of some initial results. From the Record of the Society of Actuaries, Vol. 21, No. 4a.

Description: Presented at May 1996 Spring Meeting. Panelists discuss the accounting, tax, internal control, and regulatory issues associated with derivative securities and provides an update on recent developments.