WHO WE ARE.
Solving for Today Through Predictive Modeling Competition
How does a large company tackle complex business challenges in imaginative ways? One effective method is to tap into the creativity data-driven employees bring to the table, providing them development opportunities and generating outcomes to create the products that best serve our customers.
Bring on the friendly competition.
During the 2020 Virtual Predictive Modeling Competition, 75 companywide data scientists, data engineers and technology-oriented employees formed into 21 teams with one challenge: to develop a new model that helps our Claim organization more swiftly predict the severity of an accident at faster rates and improve payout predictions.
The eight-week competition gave participants the chance to work with new technologies and frameworks that deepened their skillsets and provided opportunities to collaborate across departments. The event was sponsored by Travelers Claim Business Intelligence and Analytics (CBIA) and Enterprise Data and Analytics (ED&A).
Teams relied on their knowledge of AWS cloud technology, graphics processing units, unstructured data sources and machine learning to analyze a range of information to develop and build their models.
According to the competition winners, reviewing data from customer interaction with claim handlers was paramount. “We didn’t reinvent the wheel, but our model predictions were sensible and could predict high severity claims with a high level of confidence,” said Murat Yasar, Analytics & Research, Business Insurance.
“I saw the competition as a great challenge. It was also a great way to network and share knowledge – which is really a precious opportunity, especially during the pandemic,” said Susan Ye, Data & Research, CBIA.
Travelers began these modeling competitions in 2016 with the goal of providing training opportunities around deep learning and image analytics. But the impact of the work goes far beyond training.
“The winning solution from the 2018 competition is still being used at Travelers – it’s like a Swiss army knife for data scientists,” said George Lee, who leads the Data Science team in ED&A’s AI Accelerator. “That’s our hope for this year’s winning solution.”
SUBSCRIBE TO GET OUR LATEST BLOGS
Want to stay up to date? Have stories sent directly to your email inbox.
WHO WE ARE.
Technology & Data Analytics Teams Recognized for Focus on Innovation
Solving for today and architecting for the future, teams at Travelers have been recognized, yet again, for developing innovative solutions to meet the rapidly evolving needs of our customers, agents, brokers and employees.
2020 CIO 100 Award
From a field of more than 400 nominations, Travelers made the 2020 CIO 100 Award honorees list for an innovation that is especially relevant today, the Wildfire Loss Detector (WLD), which uses high-resolution geospatial imagery and a deep-learning model to quickly identify properties that are total losses.
As a result of this tool, this year alone, Travelers has helped many of our customers in California and Oregon begin the recovery process before returning home following wildfire events.
Mojgan Lefebvre, EVP, Chief Technology and Operations Officer, was interviewed about WLD during a breakout session at the CIO 100 Virtual Symposium, Conference & Awards entitled “How Travelers Uses Artificial Intelligence (AI) to Accelerate Wildfire Damage Assessment and Claims.” She spoke about the positive business outcomes that AI-driven technologies can deliver directly to customers.
“By using AI – along with existing and emerging technologies – we can accelerate the transformation of our data into actionable insights that enhance the experience for our customers while allowing us to better manage risk,” Mojgan said. “And while advanced analytics have always been utilized in the insurance and financial services industry, the use of AI is amplifying that usage and giving it greater momentum.”
In addition to securing the CIO 100 Award for WLD, the solution also earned a Gartner Eye on Innovation Award in 2019.
2020 Gartner Eye on Innovation Award
For the second consecutive year, Travelers made the list of finalists for the Gartner Eye on Innovation Award for Financial Services – this time, for the AI Roof Shape Model.
This Personal Insurance (PI) innovation was named one of the top nine finalists out of more than 220 global nominations for the award, which recognizes innovative use of digital technology-enabled capabilities, products or services for financial services in the Americas.
The model can identify a roof’s shape with high accuracy using aerial imagery and machine learning. This provides rating consistency and pricing accuracy and improves the customer experience.
Mano Mannoochahr, SVP, Chief Data and Analytics Officer, says, “The AI roof shape work has led to several other imagery-based automations, including solar panel identification and roof condition assessment. It’s also helping us reduce friction from the underwriting process while improving risk segmentation and pricing.”
Read more about our 2019 Gartner Eye on Innovation Award.
SUBSCRIBE TO GET OUR LATEST BLOGS
Want to stay up to date? Have stories sent directly to your email inbox.
WHO WE ARE.
Tech Inventors Awarded U.S. Patents for Designing Forward-Looking Solutions
Members of the Car Dealer UAV Team.
For more than 165 years, Travelers’ innovative employees continually ask themselves and their colleagues, “what’s next?” And throughout the years, their curiosity has led to the development of creative solutions recognized by the U.S. Patent and Trademarks Office.
Check out what creativity looks like at Travelers in the following six U.S. patents received this year by members of the Travelers Technology team.
- Electronic Auto Policy ID Card (U.S. Patent No. 10,636,096).Michal Sterzycki and his team are meeting our customers where they are by enabling auto customers to create and download an ID card, receive it via email or text, and save it to their Apple Wallet. The card contains instructions on filing a claim and deep links to the user’s policy info.
- Car Dealer UAV (U.S. Patent No. 10,592,934). Ian Michel, George Lee, Pee T Lim and John Han devised the use of unmanned aerial vehicles (UAVs) to capture images for immediate analysis and damage estimates. Imagine the system being used to efficiently determine the amount of damage to a vehicle fleet at an auto dealership after a severe weather event.
- Digital Forensics Lab (U.S. Patent No. 10,546,133). Krystopher Aurigemma, Roy Emmerthal, Patrick Griffin, Eric Raabe and James Shanley received a patent for creating a system to analyze digital media devices infected with malware, using virtual desktop sessions to provide flexibility in the deployment of processing resources and isolation of threats.
- Mobile Risk Assessment Tool (U.S. Patent No. 10,586,193). Steve Roach participated on a team that identified how real-time video analysis of property conditions can aid the underwriting process. Consider a subject matter expert observing assessor data collection and providing real-time guidance to optimize the data collection process and minimize the need for multiple trips to gather supplemental information.
- Virtual Co-Location (U.S. Patent No. 10,574,942). Doug Roy and Ryan Scanlon introduced the use of an Internet of Things (IoT) device that connects remote workers with their teams using host device hardware sensors and a client software app to communicate status changes in each location.
- Data Archival and Retrieval Tool (DART) (U.S. Patent No. 10,635,688). Venkatraman Raman designed a reusable metadata-driven, sustainable data transfer framework that simplifies data complexities, access, availability and analysis onto a single platform.
Through Travelers’ Innovation Jam Hackathons and day-to-day innovative thinking, our multi-disciplinary teams will continue to put their creative minds together to produce solutions that make a difference in the lives of our customers and each other.
As we look forward and wonder what’s next for our business, are you wondering what’s next for your career in technology?
SUBSCRIBE TO GET OUR LATEST BLOGS
Want to stay up to date? Have stories sent directly to your email inbox.
