Underwriting
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  • August 2024

Crossing the Streams: How behavioral science enhances automated underwriting

By
  • Paul Okeefe
  • Suzanne Zimmerman
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In Brief

Insurers have historically relied on two streams of information to inform underwriting decisions - underwriting manuals and automated decision management platforms. Today, a third stream 鈥 behavioral science 鈥 offers insights that can improve the decision-making process.

Next: Explore 69色情片鈥檚 behavioral science case studies to learn how implementing the underlying principles can transform small changes into big results.

Key takeaways

  1. Historically, one main source of information served as the foundation for most underwriting decisions 鈥 a top-tier underwriting manual such as 69色情片鈥檚 Global Underwriting Manual. 
  2. With the digital age, automated underwriting software has augmented underwriting manuals to speed the process and improve decision-making. 
  3. Now, behavioral science is adding a third stream that, when crossed with underwriting manuals and automation, helps insurers both enhance the consumer experience and elicit more accurate information about applicant risk profiles. This is creating a distinct competitive advantage for companies that can optimize the intersection of all three streams. 

 

Doing so, viewers were told, would be akin to all life as we know it stopping instantaneously with every molecule in our bodies exploding at the speed of light. So some hesitation is understandable when anyone suggests that there are times when crossed streams are a good thing.

This is one of those times. 

Historically, two major streams of information helped with automating underwriting decisions: 

  1.  A high-quality underwriting manual.
  2.  An automated underwriting decision management platform.

Today, a third stream is helping inform even better risk assessments 鈥 behavioral science. This scientific field has led to greater understanding of why and how humans do what they do and, in the process, provided meaningful risk management insights. 

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Unlocking human behavior 

With the evolution of the industry toward greater use of technology to enhance risk mitigation, it might seem counterintuitive to step aside for a moment from the digital world to create a third stream of information. But when that third stream is dictated by a supercomputer whose full power we have not fully unlocked, it starts to make more sense. 

That supercomputer is the human brain. 

As advanced as we are as a species, we still are in the early stages of truly understanding the science of human behavior. We might think we know why people do what they do, but only recently have we started to apply scientific research studies to understand the complex interactions that underlie human behavior.

To understand the power of behavioral science in the insurance industry, let鈥檚 look at an example. 

A smoking gun 

69色情片鈥檚 Behavioral Science team asked a group of hypothetical insureds, 鈥淗ave you ever used tobacco or nicotine substitute in any form?" and gave them two boxes 鈥 鈥測es鈥 and 鈥渘o.鈥 Nearly 35% of respondents said they have ever used tobacco, with nearly 20% saying they have used it within the past year. That left 65% who said they have never used tobacco.

But when we reworded the question, we found something interesting. We asked a different group of respondents: 鈥淲hen was the last time you used tobacco or nicotine substitutes?鈥 Six choices ranged from 鈥淚n the past month鈥 through 鈥淏etween 1 and 5 years ago鈥 to 鈥淣ever.鈥  Logic would suggest that 35% of respondents should have checked the boxes corresponding to increased risk. 

But human behavior isn鈥檛 necessarily logical. 

The reworded question yielded more than 51% who disclosed prior tobacco use at some point in the past, and more than 30% who said they had used it within the past year. That's an additional 16% who disclosed prior tobacco use, with another 11% saying they used it within the past year. 

The difference was even more stark when it came to just cigarette use. 

This example shows the power of behavioral science as an information-gathering tool to inform better underwriting decisions. The industry is discovering ways to ask questions that result in more accurate disclosures about everything from alcohol consumption to exercise habits. 

Behavioral science also is uncovering new insights about something called 鈥渃ognitive load.鈥 The assumption with the smoking question might be that it is more of a stress on a potential applicant鈥檚 brain power to answer a question that has six choices rather than a question that has two. That isn鈥檛 necessarily true. 

Behavioral science research has demonstrated that survey questions with a range of options can be less of a challenge 鈥 hold less cognitive load 鈥 than those with just two choices. Why? Because people tend to fit their behaviors more easily into one of a range of categories than they are to one of two. On top of that, the data shows that people tend to be more accurate disclosing underwriting risk when presented with that range rather than a binary choice. 

The bottom line is this: We now know that it is psychologically easier to answer this new question because we are taking into consideration the fundamental motives that drive all our behaviors and decisions. 

In essence, the newly worded question protects the ego. Changing the question hook from 鈥淗ave you 鈥︹ to 鈥淲hen did you last 鈥︹ assumes the behavior exists and it is merely a matter of when. Assuming the behavior exists normalizes and de-stigmatizes the behavior, which may reduce any feelings of shame, guilt or embarrassment associated with disclosure. This psychologically maintains the sense of self 鈥 the ego.

Providing a range of choices does the same while fulfilling our industry鈥檚 need for accuracy. It allows respondents to maintain a consistent self-image by not requiring them to label themselves as a 鈥渟moker鈥 or a 鈥渄rinker,鈥 which carries negative connotations.

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Tying it all together

For several years, the three streams 鈥 underwriting manuals, automated underwriting decision-making platforms, and behavioral science research 鈥 have followed parallel development courses in our industry. 

  • Underwriting manuals change as new risk insights come to light.
  • Automated decision-making platforms incorporate enhancements, evidence sources, predictive analytics and decision logic to speed up and increase the automation of underwriting decisions. 
  • Behavioral science untangles nuances in human behavior to drive to disclosure accuracy.

But effectively integrating these streams remains an ongoing field of study. For example, behavioral science could determine that a question should be asked in a certain way with certain visual clues or expanded choices to produce optimal disclosures.  However, that question might not be technologically feasible in insurance underwriting or policy placement systems, or it might include data values that don鈥檛 fit into a range outlined in guidance found in underwriting manuals. 

As we step away from parallel, independent development of these three streams and start to cross-pollinate strategically, the importance of working collaboratively becomes increasingly apparent. 

The winners will be those companies that proactively lay the foundation for even greater integration to come. As we have found by crossing the streams at 69色情片, when done effectively, our clients and their customers enjoy the best of all worlds: faster, more accurate underwriting decisions and a better insurance applicant journey.


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Meet the Authors & Experts

Paul Okeefe
Author
Paul Okeefe
Vice President Global Business Development, Aura Next Technologies 
Suzanne-Zimmerman
Author
Suzanne Zimmerman
Executive Director, Aura Next Business Services