Category Archives: ESG

Auto Insurance, ESG, Homeowners Insurance, Regulation, Technology

Actuarial Studies Advance Discussion
on Bias, Modeling, and A.I.

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The Casualty Actuarial Society (CAS) has added to its growing body of research to help actuaries detect and address potential bias in property/casualty insurance pricing with four new reports. The latest reports explore different aspects of unintentional bias and offer forward-looking solutions.

The first  – “A Practical Guide to Navigating Fairness in Insurance Pricing” – addresses regulatory concerns about how the industry’s increased use of models, machine learning, and artificial intelligence (AI) may contribute to or amplify unfair discrimination. It provides actuaries with information and tools to proactively consider fairness in their modeling process and navigate this new regulatory landscape.

The second new paper — “Regulatory Perspectives on Algorithmic Bias and Unfair Discrimination” – presents the findings of a survey of state insurance commissioners that was designed to better understand their concerns about discrimination. The survey found that, of the 10 insurance departments that responded, most are concerned about the issue but few are actively investigating it. Most said they believe the burden should be on the insurers to detect and test their models for potential algorithmic bias.

The third paper – “Balancing Risk Assessment and Social Fairness: An Auto Telematics Case Study” – explores the possibility of using telematics and usage-based insurance technologies to reduce dependence on sensitive information when pricing insurance. Actuaries commonly rely on demographic factors, such as age and gender, when deciding insurance premiums. However, some people regard that approach as an unfair use of personal information. The CAS analysis found that telematics variables –such as miles driven, hard braking, hard acceleration, and days of the week driven – significantly reduce the need to include age, sex, and marital status in the claim frequency and severity models.

Finally, the fourth paper – “Comparison of Regulatory Framework for Non-Discriminatory AI Usage in Insurance” – provides an overview of the evolving regulatory landscape for the use of AI in the insurance industry across the United States, the European Union, China, and Canada. The paper compares regulatory approaches in those jurisdictions, emphasizing the importance of transparency, traceability, governance, risk management, testing, documentation, and accountability to ensure non-discriminatory AI use. It underscores the necessity for actuaries to stay informed about these regulatory trends to comply with regulations and manage risks effectively in their professional practice.

There is no place for unfair discrimination in today’s insurance marketplace. In addition to being fundamentally unfair, to discriminate on the basis of race, religion, ethnicity, sexual orientation – or any factor that doesn’t directly affect the risk being insured – would simply be bad business in today’s diverse society.  Algorithms and AI hold great promise for ensuring equitable risk-based pricing, and insurers and actuaries are uniquely positioned to lead the public conversation to help ensure these tools don’t introduce or amplify biases.

Learn More:

Insurers Need to Lead on Ethical Use of AI

Bringing Clarity to Concerns About Race in Insurance Pricing

Actuaries Tackle Race in Insurance Pricing

Calif. Risk/Regulatory Environment Highlights Role of Risk-Based Pricing

Illinois Bill Highlights Need for Education on Risk-Based Pricing of Insurance Coverage

New Illinois Bills Would Harm — Not Help — Auto Policyholders

Careers and Employment, ESG, Insurance Industry, Webinars

The Institutes Releases New Webinar, Intersectionality in Research: Navigating Diversity

Industry stakeholders looking to keep pace with market challenges may find diversity in research the key to long-term success and resilience. A multitude of different perspectives, ideas, and solutions can enhance innovation and strategic outcomes. Join The Institutes for a webinar panel discussion of strategies for creating inclusive research spaces, addressing biases, and fostering a diverse and equitable research community, specifically in insurance.

 The panel includes:

  • Julia Brinson, Vice President, Insurance Research, Conning
  • Dale Porfilio, Chief Insurance Officer for the Insurance Information Institute (Triple-I) and President of the Insurance Research Council (IRC).
  • Roosevelt Mosley, Jr. Principal & Consulting Actuary, Pinnacle Actuarial Resources, Inc.

Amy Cole-Smith, currently the Director for Diversity at The Institutes, moderated the discussion for this on-demand event.

Intersectionality hinges on two core fundamentals: all oppression is linked, and people can be impacted by multiple sources of interlocking oppression that converge to create a new and multi-layered struggle.

For example, intersectionality recognizes that a Black woman experiences racial and gender discrimination in ways that might be entirely different from the ways Black men face racism or White women face sexism. These differences stem from the principle that for Black women, the identities of “woman” and “Black” do not exist independently.

Intersectional research explores how gender, race, ethnicity, and other identity markers impact the data and analysis to drive valuable insights. But success requires discovering effective ways to generate those insights for the benefit of all in the customer base, not just some. Without the inclusion of intersectionality in research, disparities may continue, and market needs–along with accompanying opportunities–can go unmet.

According to Julia Brinson, applying intersectional research begins with better recruiting diverse talent. Building on her response, Roosevelt Mosley, Jr added, “Once that talent gets into our industry, we need to focus on developing and growing that talent into all areas of an organization.” 

In a demonstration of how inclusion can play out around the research table, the panelists shared how their experiences influence how they approach research. Brinson, who holds a Master of Law in Insurance Law (among many other credentials), spoke about how she views insurance research problems with an eye for diversity using a “legal lens to understand the claims aspect” and how premiums may be affected.

The panelists also recommended how other researchers can effectively incorporate intersectionality into their work.

Dale Porfilio commented on how “diversity in thought and experience” can help address the industry’s challenges in this area, including “making sure products are affordable…and available to cover a broad range of risk…and integrating that with the social construct of fairness.”

However, Moseley warned that a one-size-fits-all approach to any particular category, such as race, gender, etc., won’t be sufficient to meet the requirements of intersectionality in research.

“There is a collective experience of groups, but within that collective experience, there is also significant diversity,” he said.

The common sentiment revolved around the need for “courageous conversations” and there was plenty of advice on how institutions foster an environment that promotes communication and collaboration among researchers of diverse backgrounds.

The entire webinar is available now on demand. Register here: Intersectionality in Research: Navigating Diversity (on24.com)

Catastrophes, Coastal Property, Disaster Preparedness, Disaster Resilience, ESG, Floods, Homeowners Insurance, Risk Management

CSAA: When It Comes
to Fighting Climate Risk, We’re All On the Same Side

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By Max Dorfman, Research Writer, Triple-I

CSAA Insurance Group – a AAA insurer – is spurring innovation in the insurance industry through several initiatives tackling the dangers of climate risk.

“We’ve been on a journey to reduce our environmental footprint for a long time,” said Debbie Brackeen, Chief Strategy & Innovation Officer with CSAA, in a recent executive exchange with Triple-I CEO Sean Kevelighan. “We are seeking to reduce our carbon footprint by 50 percent by 2025. We view this work as aligned with our mission: to help our members prepare for and recover from climate risk.”

CSAA has taken several steps to help achieve its goals, including:

  • Leading the first-ever Innovation Challenge on climate resilience with IDEO and Aon, along with several other sponsors;
  • Working on the California Innovation Fund in partnership with Blue Forest, a $50 million fund that CSAA contributed half that capital, focused on forest restoration and reducing fuel in a smart and sustainable way; and
  • Supporting the Wildfire Interdisciplinary Research Center at San Jose State University, which conducts work around predictive modeling, among other endeavors.

While this may seem like a new development, Kevelighan noted that insurers have long worked toward these goals.

“We’ve seen the ESG movement take a hold in the past few years, but it’s been in the DNA of the Triple-I and the insurance industry generally for a long time,” Kevelighan said. “More than half the battle is recognizing that the risk is increasing, while identifying solutions.”

Still, with the increasing consequences associated with climate risk, more work needs to be done.

“There were billion-dollar wildfire losses at CSAA in my first two years in the industry,” Brackeen said. “I wondered if this was normal. It ignited in me that, whatever we do in innovation, it will have to do with wildfire risk. However, what concerns me the most is that risks are becoming uninsurable. This is from the cumulative effects of several different types of losses, including convective storms.”

“We have to seek different types of innovative partnerships to address these issues,” Brackeen concluded. “In this fight for our industry, there are no competitors. We have to be on the same side of the table.”

Catastrophes, Disaster Preparedness, Disaster Resilience, Earthquakes, Emerging Risks, ESG, Flood Insurance, Floods, Insurers and the Economy, Legal Environment, Regulation, Risk Management

Triple-I Town Hall Amplified Calls
to Attack Climate Risk

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By Jeff Dunsavage, Senior Research Analyst, Triple-I

I’m pleased and proud to have been part of Triple-I’s Town Hall — “Attacking the Risk Crisis” — in Washington, D.C. In an intimate setting at the Mayflower Hotel on November 30, 120-plus attendees got to hear from experts representing insurance, government, academia, nonprofits, and other stakeholder groups on climate risk, what’s being done to address it, and what remains to be done.  

Triple-I’s first-ever Town Hall was designed as a logical step in its multi-disciplinary, action-oriented effort to change behavior to drive resilience. Capping a year in which headlines about “insurance crises” in several states garnered major media attention, Triple-I and its members and partners recognized the need for clarification.

“What we’re seeing is not an ‘insurance crisis’,” Triple-I CEO Sean Kevelighan told the standing-room-only audience. “We’re in the midst of a risk crisis. Rising insurance premium rates and availability difficulties are not the cause but a symptom of this crisis.”

Whisker Labs CEO Bob Marshall discusses innovation with moderator Jennifer Kyung, Vice President and Chief Underwriter at USAA.

While the insurance industry has a critical role to play and is uniquely well equipped to lead the attack, simply transferring risk is not enough. A recurring theme at the Town Hall was the need to shift from a focus on assessing and repairing damage to one of predicting and preventing losses.

Three moderated discussions – examining the nature of climate risk and its costs; highlighting the need of strategic innovation in mitigating those risks and building resilience; and exploring the role and impact of government policy – gave panelists the opportunity to share their insights with a diverse audience focused on collaborative action.

The agenda was:

Climate Risk Is Spiraling: What Can Be Done?

Moderator: David Wessel, Senior Fellow and Director at the Brookings Institution and former Economics Editor for The Wall Street Journal.

Panelists:

Dr. Philip Klotzbach, Colorado State University, researcher and Triple-I non-resident scholar.

Dan Kaniewski, Managing Director, Public Sector at Marsh McLennan, Former FEMA Deputy Administrator.

Jacqueline Higgins, Head, North America & Senior Vice President, Public Sector Solutions, Swiss Re

Jim Boccher, Chief Development Officer, ServiceMaster.

Jeff Huebner, Chief Risk Officer, CSAA.

Innovation, High- and Low-Tech: How Insurers Are Driving Solutions

Moderator: Jennifer Kyung, VP, Chief Underwriter, USAA.

Panelists:

Partha Srinivasa, EVP, CIO, Erie Insurance.

Sam Krishnamurthy, CTO, Digital Solutions, Crawford.

Bob Marshall, CEO, Whisker Labs.

Stephen DiCenso, Principal,Milliman.

Charlie Sidoti, Executive Director, InnSure.

Outdated Regs to Legal System Abuse: It Will Take Villages to Fix This

Moderator: Zach Warmbrodt, financial services editor, Politico.

Panelists:

Parr Schoolman, SVP and Chief Risk Officer, Allstate.

Tim Judge, SVP, Head Modeler, Chief Climate Officer, Fannie Mae.

Dan Coates, Deputy Director, DRS, Federal Housing Finance Agency.

Fred Karlinsky, Co-Chair of Greenberg Traurig’s Global Insurance Regulatory & Transactions Practice Group.

Panelists and participants alike appreciated the compact, action-focused, conversational nature of the single-afternoon event, as well as the opportunity to discuss areas in which their diverse industry- or sector-specific priorities and efforts overlapped.

If you weren’t able to join us in Washington, don’t worry. In his closing remarks, Kevelighan announced plans to take the program on the road with a local and regional focus, so stay tuned. You can contact us if you’re interested in participating in future Town Halls or other Triple-I events. You also can join the “Attacking the Risk Crisis” LinkedIn Group to be part of the ongoing conversation.

Corporate Social Responsibility, Disaster Resilience, ESG, Risk Management

How Liberty Mutual Foundation BringsRisk ManagementInto Communities

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By Max Dorfman, Research Writer, Triple-I

Nature-based solutions, green jobs, and resilient infrastructure are at the core of Liberty Mutual Foundation’s approach to helping marginalized communities that are most vulnerable to climate-related perils.

“We believe investing philanthropically in communities to help them mitigate and adapt to the impact of climate change is a natural extension that we do as a property-casualty insurer and an area where we can offer a lot of expertise,” Foundation President Melissa MacDonnell told Triple-I CEO Sean Kevelighan in a recent Triple-I Executive Exchange.

MacDonnell described the foundation’s three-pronged approach to community giving, which consists of:

  • Nature-based solutions, such as increasing access to locally grown food and green space to protect communities from sea-level rise or flooding;
  • Green jobs that provide training and skill development in the green economy for low-income and underrepresented youth and young adults; and
  • Resilient infrastructure for low-income neighborhoods and communities of color.

The foundation also supports existing partners in advancing their climate resiliency goals.

“Any organization in our philanthropic portfolio is eligible for these grants, so they can step back and consider how climate is impacting them,” MacDonnell said. “This includes homelessness shelters and job programs. This is our way of acknowledging that climate affects all of us.”

Kevelighan noted that this holistic approach is particularly important for residents of vulnerable communities.

“We’ve been talking at Triple-I about the role everyone plays in climate,” he said. “It’s encouraging that you’re bringing risk management into communities – particularly those that can’t provide themselves enough resources.”

Kevelighan and MacDonnell discussed how other insurers can become more involved in helping vulnerable communities.

“Insurers should carve out the time to listen to the communities” MacDonnell said. “Partnering with communities and public officials is also important. We are at an incredible moment in time where federal funding is available for climate projects” as a result of measures like the Community Disaster Resilience Zones Act of 2022, which aims to build disaster resilience by identifying disadvantaged communities that are most at risk to natural disasters and providing funding for projects that mitigate those risks.

Auto Insurance, Business Risk, ESG, Homeowners Insurance, Regulation

Matching Price to Peril Helps Keep Insurance Available & Affordable

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Setting insurance prices based on the risk being assumed seems a straightforward concept. If insurers had to come up with a single price for coverage without considering specific risk factors – including likelihood of having to submit a claim – insurance would be inordinately expensive for everyone, with the lowest-risk policyholders subsidizing the riskiest.

Risk-based pricing allows insurers to offer the lowest possible premiums to policyholders with the most favorable risk factors, enabling them to underwrite a wider range of coverages, thus improving both availability and affordability of protection.

Complications arise when actuarially sound rating factors intersect with other attributes in ways that can be perceived as unfairly discriminatory. For example, concerns have been raised about the use of credit-based insurance scores, geography, home ownership, and motor vehicle records in setting home and car insurance premium rates. Critics say this can lead to “proxy discrimination,” with people of color in urban neighborhoods sometimes charged more than their suburban neighbors for the same coverage. Concerns also have been expressed about using gender as a rating factor.

Triple-I has published a new Issues Brief that concisely explains how risk-based pricing works, the predictive value of rating factors, and their importance in keeping insurance affordable while enabling insurers to maintain the funds needed to keep their promises to policyholders. Integral to fair pricing and reserving are the teams of actuaries and data scientists who insurers hire to quantify and differentiate among a range of risk variables while avoiding unfair discrimination.

“There is no place in today’s insurance market for unfair discrimination,” the brief says. “In addition to being illegal, discrimination based on any factor that doesn’t directly affect the insured risk would be bad business in today’s diverse society.”

Learn More:

Bringing Clarity to Concerns About Race in Insurance Pricing

Delaware Legislature Adjourns Without Action on Banning Gender as Auto Insurance Factor

Triple-I: Rating-Factor Variety Drives Accuracy of Auto Insurance Ratings

Auto Insurance Rating Factors Explained

Catastrophes, Disaster Resilience, ESG, Insurers and the Economy, Regulation

Triple-I Responds to SEC’s Proposed Climate-Risk Disclosure Requirements

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Creating a new layer of federal oversight would neither enhance nor standardize the climate-related disclosures U.S. insurers make to investors, Triple-I said in a letter to the U.S. Securities and Exchange Commission (SEC).

Triple-I’s letter responded to the SEC’s request for public comment on its proposed rulemaking, “The Enhancement and Standardization of Climate-Related Disclosures for Investors.”

“The U.S. property and casualty industry supports and can play a constructive role in advancing transparency around weather- and climate-related risks,” Triple-I CEO Sean Kevelighan and Chief Insurance Officer Dale Porfilio wrote. “Indeed, as financial first responders, insurers have a strong ethical and financial interest in facilitating the transition to a lower-carbon economy and in promoting resilience during that transition.”

But adding a new layer of federal oversight to the existing regulatory structure would complicate insurer operations “while providing little to no benefit toward reducing greenhouse gas emissions and adapting to near-term conditions and perils,” the letter said.

The U.S. insurance industry is regulated in more than 50 jurisdictions, receiving more governance and regulatory oversight than any other type of financial service. More than 80 percent of insurers’ investments are in fixed-income – mostly municipal – securities.

“The SEC’s effort overlaps significantly with those of other entities,” Kevelighan and Porfilio wrote, mentioning the National Association of Insurance Commissioners (NAIC) and the states that regulate insurance, as well as the Treasury Department’s Federal Insurance Office (FIO). “Assessing Scope 3 emissions would be particularly onerous for insurers due to the fact that they cover diverse personal and commercial assets and activities, over which they have no control – further, there is currently no accepted methodology for insurers to measure their underwriting-related Scope 3 emissions, which makes the SEC’s proposed requirement premature for our industry.”

Scope 3 emissions are the result of activities from assets neither owned nor controlled by the reporting organization, according to the U.S. Environmental Protection Agency (EPA).

Triple-I recommended that the NAIC climate risk disclosure survey serve as the primary reporting regime for all insurers, allowing for consistent enforcement across ownership structures (public, private, and mutual) while avoiding unnecessary complexity and expenses.

“Property and casualty insurers are no strangers to climate and extreme-weather risk. We may not always have talked about the issue in those terms, but our industry has long had a financial stake in the issue. Consider the fact that insured losses caused by natural disasters have grown by nearly 700 percent since the 1980s and that four of the five costliest natural disasters in U.S. history occurred over the past decade.The industry is committed to disclosure of climate-related exposures, as such information will be integral to insurers’ ability to accurately and reliably underwrite such risks and make better-informed investment decisions,” Kevelighan and Porfilio wrote.

Learn More:

Report: Policyholders See Climate as a ‘Primary Concern’

Climate Risk Is Not a New Priority for Insurers

A Push for Better Building Codes as Catastrophe Losses Mount

Widening and Deepening the Conversation on Climate Risk and Resilience

Auto Insurance, Business Insurance, Catastrophes, Disaster Preparedness, Disaster Resilience, ESG, Health & Safety, Homeowners Insurance, Insurers and the Economy, Market Conditions, Risk Management

Report: Policyholders See Climate as a ‘Primary Concern’

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By Max Dorfman, Research Writer, Triple-I (06/08/2022)

Nearly three-quarters of property and casualty policyholders consider climate change a “primary concern,” and more than 80 percent of individual and small-commercial clients say they’ve taken at least one key sustainability action in the past year, according to a report by Capgemini, a technology services and consulting company, and EFMA, a global nonprofit established by banks and insurers.

Still, the report found not enough action is being taken to combat these issues, with a mere 8 percent of insurers surveyed considered “resilience champions,” which the report defined as possessing “strong governance, advanced data analysis capabilities, a strong focus on risk prevention, and promote resilience through their underwriting and investment strategies.”

The report emphasizes the economic losses associated with climate, which it says have grown by 250 percent in the last 30 years. With this in mind, 73 percent of policyholders said they consider climate change one of their primary concerns, compared with 40 percent of insurers.

The report recommended three policies that could assist in creating climate resiliency among insurers:

  • Making climate resilience part of corporate sustainability, with C-suite executives assigned clear roles for accountability;
  • Closing the gap between long-term and short-term goals across a company’s value chain; and
  • Redesigning technology strategies with product innovation, customer experience, and corporate citizenship, utilizing advancements like machine learning and quantum computing

“The impact of climate change is forcing insurers to step up and play a greater role in mitigating risks,” said Seth Rachlin, global insurance industry leader for Capgemini. “Insurers who prioritize focus on sustainability will be making smart long-term business decisions that will positively impact their future relevance and growth. The key is to match innovative risk transfers with risk prevention and assign accountability within an executive team to ensure goals are top of mind.”

A global problem

Recent floods in South Africa, scorching heat in India and Pakistan, and increasingly dangerous hurricanes in the United States all exemplify the dangers of changing climate patterns. As Efma CEO John Berry said, “While most insurers acknowledge climate change’s impact, there is more to be done in terms of demonstrative actions to develop climate resiliency strategies. As customers continue to pay closer attention to the impact of climate change on their lives, insurers need to highlight their own commitment by evolving their offerings to both recognize the fundamental role sustainability plays in our industry and to stay competitive in an ever-changing market.”

Data is key

The report says embedding climate strategies into their operating and business models is essential for “future-focused insurers,” but it adds that that requires “fundamental changes, such as revising data strategy, focusing on risk prevention, and moving beyond exclusions in underwriting and investments.”

The report finds that only 35 percent of insurers have adopted advanced data analysis tools, such as machine-learning-based pricing and risk models, which it called “critical to unlocking new data potential and enabling more accurate risk assessments.”

ESG, Legal Environment, Regulation, Risk Management

Bringing Clarity
to Concerns About Race
in Insurance Pricing

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There is no place for discrimination in today’s insurance marketplace. In addition to being fundamentally unfair, to discriminate on the basis of race, religion, ethnicity, sexual orientation – or any factor that doesn’t directly affect the risk being insured – would simply be bad business in today’s diverse society.

Concerns have been raised about the use of credit-based insurance scores, geography, home ownership, and motor vehicle records in setting home and car insurance premium rates. Critics say using such data can lead to “proxy discrimination,” with people of color sometimes being charged more than their neighbors for the same coverage. Insurers reply that these tools reliably predict claims and help them match premiums with risks – preventing lower-risk policyholders from subsidizing higher-risk ones.

Public confusion around insurance rating is understandable. The models used to determine insurance rates are complex, and actuaries have to distinguish causal relationships from superficial correlations to appropriately align insurers’ prices with the risks they’re covering. If they get it wrong, the insurers’ ability to keep their promises to pay policyholder claims could be compromised.

And they have to do this while complying with regulations and statutes in 50-plus U.S. jurisdictions. As one of the most heavily regulated industries in the world, insurers have strong incentives to comply with anti-discrimination rules.

To help clarify this complexity, Triple-I has published an Issues Brief on the subject, and the Casualty Actuarial Society has published a series of four research papers, drilling down deep into the topic:

• Defining Discrimination in Insurance

• Methods for Quantifying Discriminatory Effects on Protected Classes in Insurance

• Understanding Potential Influences of Racial Bias on P&C Insurance: Four Rating Factors Explored

• Approaches to Address Racial Bias in Financial Services: Lessons for the Insurance Industry

“Insurance pricing is a high-wire act,” CAS says.  “As regulation and society’s understanding of discrimination evolve, however, it is necessary for us to keep abreast of changes in the manner in which discrimination is defined and adjudicated.”

Insurers are well aware of the history of unfair discrimination in financial services. While it would be disingenuous to suggest that all traces of bias have been wrung out of the system, the insurance industry has been responsive over the decades to concerns about fairness and equity. Insurers and actuaries are uniquely positioned to continue helping policymakers, corporate decisionmakers, and the public understand these inequities and to play a constructive role in the policy discussion.

Auto Insurance, Corporate Social Responsibility, ESG, Homeowners Insurance, Regulation

Actuaries Tackle Race in Insurance Pricing

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The Casualty Actuarial Society (CAS) has developed a series of papers examining the issue of race and insurance pricing and seeking to contribute constructively to the policy discussion around it.

“Insurance pricing is a high-wire act,” CAS says.  Actuaries have to quantify and differentiate among a massive variety of risk variables while avoiding unfair discrimination. “As regulation and society’s understanding of discrimination evolve, however, it is necessary for us to keep abreast of changes in the manner in which discrimination is defined and adjudicated.”

The CAS research has generated four papers – two published this week, two more to be published on March 31 – that define, quantify, and propose methods for addressing unfair discrimination where it is found to exist.

Confusion around insurance rating is understandable, given the complex predictive models being used today, which can lead to inappropriate comparisons and inaccurate conclusions. Algorithms and machine learning hold great promise for helping to ensure equitable pricing. However, research has shown these tools also can amplify biases that manage to creep into their programming.

Recent Colorado legislation requires insurers to show that their use of external data and complex algorithms don’t discriminate against protected classes, as well as other state and federal efforts to address perceived bias in pricing.

The actuarial discipline and the insurance industry are well positioned to continue helping policymakers and corporate decisionmakers understand and address these inequities.

The CAS papers published this week are:

Methods for Quantifying Discriminatory Effects on Protected Classes in Insurance

Approaches to Address Racial Bias in Financial Services: Lessons for the Insurance Industry