• Skip to main content
  • Skip to secondary menu
  • Skip to primary sidebar
  • Skip to footer
  • Contact Us
  • Post A Job

Agency Checklists

Massachusetts Insurance News & Job Opportunities

  • AC Interviews
  • Agency M&A
  • Career News
  • CAR News
  • DOI News
  • Coverage Cases
  • Innovation
  • InsurOp-Eds
  • AC Podcast
You are here: Home / Market Share Reports & Industry Trends / Casualty Actuarial Society Announces Four Free DEI Research Papers on Racial Bias and Insurance Pricing

Casualty Actuarial Society Announces Four Free DEI Research Papers on Racial Bias and Insurance Pricing

March 15, 2022 by Owen Gallagher

On March 9, 2022, the Casualty Actuary Society (“CAS”) announced that, pursuant to its board of directors’ directions, it had commissioned a series of four free research papers exploring diversity, equity, and inclusion (“DEI”) in the insurance industry from an actuarial perspective. Two of the four papers in the series are now available on the CAS website and the remaining two papers will become available at the end of March.

In announcing the publications, CAS’ chief executive officer, Victor Carter-Bey, D.M., stated that:

“These papers are an important contribution to the conversations that are taking place in the insurance industry to address the potential implications of racial bias in insurance pricing. We want our unique and valuable actuarial perspective to help further and enhance those conversations.”

Agency Checklists agrees with CEO Carter-Bey as outlined below, these are papers that add important DEI perspectives to insurance pricing and underwriting practices.


Two papers already published and two more scheduled for publication

The first paper published by CAS is a twenty-six-page research paper entitled “Methods for Quantifying Discriminatory Effects on Protected Classes in Insurance.” This paper has four sections covering the following topics:

Section 1: Background — conditions of unfair discrimination in society and how it has impacted the property and casualty insurance industry

Section 2: Accusations of Bias in Insurance — description of challenges being made to insurance rating, underwriting and claims practices

Section 3: What is Unfairly Discriminatory? — definition of unfair discrimination, including statutory, regulatory, and actuarial guidance on unfair discrimination in insurance

Section 4: Approaches Measuring and Mitigating Discriminatory Effects on Protected Classes — explanation of data science methods that have been developed for measuring and controlling bias in models, and how these methods can be applied to actuarial and other insurance predictive models

The paper’s first ten pages are interesting and accessible to anyone who would want an overview of some issues of racial bias in insurance. The remainder of the paper would probably only appeal to those who are interested in the statistical underpinnings of racial bias and how actuaries might mathematically minimize its effect.

This paper is available at the CAS with this link: “Methods for Quantifying Discriminatory Effects on Protected Classes in Insurance.”


The second publication offers a primer on historical racial bias in some financial services

The second twenty-five-page research paper published by CAS is entitled “Approaches to Address Racial Bias in Financial Services: Lessons for The Insurance Industry” is more general and historical.

The stated goal of this paper is “[T]o equip actuaries to proactively participate in discussions and actions related to potential racial biases in insurance practices.“

While ostensibly directed at actuaries, this paper is written in a non-technical and instructive way that makes it a useful primer for anyone who is interested in the issues of racial justice in the financial service industries.

This paper presents for readers working in the insurance industry historical examples of racial bias and present-day attempts to mitigate such bias from four financial service areas outside the insurance industry:

  • mortgage lending.
  • personal lending.
  • commercial lending; and,
  • credit-scoring systems

This paper is available on the CAS website at this link: “Approaches To Address Racial Bias in Financial Services: Lessons for the Insurance Industry.”


Two additional papers on racial bias in insurance are due for publication this month

The two remaining publications of the four-part series are scheduled for publication on March 31, 2022, per the CAS announcement.

The third publication has the title: “Defining Discrimination in Insurance.” 

According to the CAS announcement this paper will address the historical use and inconsistent meanings given by different stakeholder in the insurance industry to terms such as:

  • Protected class.
  • Unfair discrimination
  • Proxy discrimination
  • Disparate impact
  • Disparate treatment: and,
  • disproportionate impact.

The fourth and final publication in this series is “Understanding Potential Influences of Racial Bias on P&C Insurance: Four Rating Factors Explored.”

The announcement for this paper states that it “examines four commonly used rating factors in personal lines insurance – credit-based insurance score, geographic location, home ownership, and motor vehicle record – to understand how the data underlying insurance pricing models may be impacted by racially biased policies and practices outside of the system of insurance.”


About the Casualty Actuarial Society (CAS)

The Casualty Actuarial Society (CAS) is a leading international organization for credentialing and professional education. Founded in 1914, the CAS is the world’s only actuarial organization focused exclusively on property and casualty risks and serves over 9,500 members worldwide. Professionals educated by the CAS empower business and government to make well-informed strategic, financial, and operational decisions. Learn more at casact.org.

Primary Sidebar

Job Board

Career News

Liberty Mutual construction insurance leadership focusing on large infrastructure and commercial projects

Liberty Mutual Insurance Appoints Amy Gross General Manager, North American Construction

Maine Bureau of Insurance leadership transition as Superintendent Robert Carey announces retirement

Maine Bureau of Insurance Announces Retirement of Superintendent Robert Carey

Arbella Insurance has appointed Jon Swartz as vice president and chief actuary.

Arbella Appoints New Vice President, Chief Actuary

Professional headshot of a smiling man in a blue suit against a dark gray background.

Jeffrey C. Johnston Named NAIC Chief Executive Officer 

View All

Listen Now

Sponsor

Interviews

From Nuptials, Tickets, and Taxes to Trusted Advisor: One Agency’s Unique Path to P&C Success

A Conversation with Evan Silverio, President & CEO of Silverio Insurance Group

Deland, Gibson Celebrates 125 Years: A Conversation with CEO Chip Gibson

The Fourth-Generation Family-Owned Agency is Based in Wellesley

Talking with Richard Welch: Growth and Innovation at Hospitality Mutual | Agency Checklists

Talking with Richard Welch: Growth and Innovation at Hospitality Mutual

Mr. Welch is CEO of Massachusetts-based Hospitality Insurance Group

Born and Bred in the Bay State: The Special Agent Story

Our Latest Agency Interview is with the Founder & President of Special Agent

A Conversation with Daniel C. Bridge – The 2023 Insurance Professional of the Year

Daniel Bridge is Board Chair, President, and CEO of Vermont Mutual Insurance Group

Making The Leap From Corporate to Entrepreneur: Nadeen Vella On Building NaVella Insurance From Scratch

Making The Leap From Corporate to Entrepreneur: Nadeen Vella On Building NaVella Insurance From Scratch

Our latest Agency Interview is with Nadeen Vella, the founder and owner of a virtual scratch independent agency.

View All

InsurOp-Eds

Agency Checklists, MA Insurance News, Mass. Insurance News

InsurOp-Ed: Certificates of Insurance: What Limits to Show?

By AC Editor

How do You Create Customer Loyalty? Why Do Consumers Stay with a Particular Agent or Carrier for Years?

By Bill Wilson

Agency Checklists, MA Insurance News, Mass. Insurance News

InsurOp-Ed: How to Explain Coinsurance to Clients

By Bill Wilson

InsurOp-Ed: The Invisible But Potentially Catastrophic Homeowners Exclusion That’s Not An Exclusion

By Bill Wilson

View All

In Memoriam

Smiling older man with short hair wearing a black zip-front pullover, seated indoors at a table.

In Memoriam: Robert Pangione, 1935-2026

Mr. Haskell was a second-generation independent agent owner of the former Haskell Insurance Agency

In Memoriam: Patrick J. “P.J.” Haskell, 1966-2026

Mr. DeWolfe retired as Vice President of the Appleby & Wyman Insurance Agency

In Memoriam: Edward R. DeWolfe, 1940-2026

Footer

Contact us

We offer a variety of ways to get help promote your company or product.

Announcements
Email Sponsorships
Partnerships
Custom Collaborations

*Affiliate Disclosure

Please note that any of Agency Checklists’ articles might contain one or more affiliate links. This means that any subsequent purchase resulting from these links may result in a commission for us, but at no additional cost to you. For example, as an Amazon Associate, Agency Checklists earns a commission from all qualifying purchases. By working with affiliates we can continue to keep Agency Checklists subscription free. Thank you for your support.

Explore Our Archives

Copyright © 2026 · Agency Checklists · All rights reserved.

Loading Comments...