Data Science is Gelato
Marty Ellingsworth | June 22, 2020
A few quarters ago I re-joined a conversation that I started with a respected chief actuary over a dozen years ago. We frequently connect on trends in the industry.
Now this is no ordinary actuary with just a focus on reserving and rate filing, but a clever, highly educated, and practiced mathematician who made a career change to become an actuary and who is currently a leader in the industry. Having vestments in actuarial and analytics has appeal.
As I said, the original dialogue began a dozen years ago, as multivariate and general linear modelling methods were becoming table stakes for granular sophistication around risk-based pricing predictive analytics. Being smarter about risk is a competitive advantage.
Unlike a lot of conversations, this one started with grieving.
The actuarial profession was suffering from a skills gap. Predictive analytics skills were becoming necessary, and a new type of worker, a data scientist, was entering the gap to become valuable to the business of insurance. Many executives in those days proclaimed data scientists as the future of insurance, and these new outsiders were taking leadership roles, sometimes with actuaries reporting to them.
It was dually bewildering and depressing -- and cause for career concern.
The subject of our conversations revolves around what is different about the practice of analytics between and among actuaries and data scientists as applied to insurance and risk.
They framed the discussion like this -
.....“If you cannot describe the difference between a taste of ice cream and a taste of gelato, it is obvious that you have never experienced tasting gelato.”
Having come from meagre beginnings, and not being normally susceptible to the lure of desserts, I in fact, had never experienced gelato -- so I ran toward the opportunity to learn by metaphor as we ordered the last course of our meal at the Casualty Actuarial Society meeting. One bite changed my palate and perspective forever with a spoonful of handcrafted, artisanal pistachio heaven.
The texture, substance, and flavors bombarded my senses of taste, touch, sight, and smell (even sound as I murmured my delight). Even still today – if memory is another sense, that epicurious event remains imprinted as a moment of epiphany that still rings in my recurring cognition.
The entirety of the whole experience they described as data science. Data science is an aspiration of wonder dolloped as consumable understanding of complexity and made as simple as placing a scoop in a dish. Actionable information that can be easily served and consumed is data science at its best.
Practicing fellow and associate actuaries with decades of tenure never had the academic experience and exposure to data intensive, high computation, multivariate algorithms which are becoming a competitive advantage for companies that invest in these capabilities. Rate filings and reserving can still be accomplished with a word processor and a spreadsheet, but sophisticated pricing and scoring systems require more, as do advanced marketing, underwriting, distribution, billing, call center, and claims systems.
Actuarial methods traditionally have had a narrow application to the confidence in a financial forecast that serves to maintain the solvency of the company in meeting its future obligations. This is served inside a restraint-laced regulatory framework with oftentimes slow and deliberate change cadence. Data science is not that.
Our conversations have evolved in recent years as the skills gap chasm grows even wider.
Data, AI, and cloud have grown more important with the emergence of new data, new analytics, and new computation capabilities vastly outside of the traditional actuarial remit and even beyond the IT department capabilities of many of the largest and most sophisticated companies.
The list of impactful technologies is extensive and growing. Here is an active list: computer vision, natural language processing, speech analytics, text analytics, geospatial frameworks, machine learning, telematics, end-to-end experiences, IoT, digital distribution, AI, household and living situation models, customer behavior scoring, knowledge graphs, social network information, etc.
Productizing and monetizing insights into actions across the enterprise are the dividing lines between data science and traditional IT and actuarial organizations.
Organizing for success is taking a wandering path. Companies are learning how to learn, how to ask better questions, and how to source the mix of build and buy levers to use in different AI and data science strategies and deployments. Everyone is finding new appetite for more data, more compute, more impact, and more recursive segmentation and feedback loops for more accuracy with faster cycle times and smaller expenses.
Inevitably we resolve that these career paths are separable with distinct changes in how and where knowledge, skills, and abilities are applied. Actuarial - slower, regulated, embedded. Data science - faster, nimble, scalable.
Both are on the dessert menu, but best not served together. Essential and regulated tasks are not often the shiny, new, and sexy projects requiring bleeding-edge skills, powerhouse computation, and new sources of exotic and even streaming data.
Grieving is growing again. And this time the actuarial syllabus cannot maintain pace.
Maintaining curiosity, learning how to learn, and how to best improve customer experiences and business solutions using data science is part of creating a data- driven culture. As my recent Celent survey report on “Analytics Strategy Execution” concluded, culture change is a key barrier to success for most companies, and it is the key reason for the emergence of new analytics executive roles in the industry.
Like the CIO took a board seat two decades ago, chief data and analytics officer roles are emerging across the industry on an enterprise-wide basis. Their remit is to influence customer insight, digitization, pricing, marketing, underwriting, claims, end-to-end experiences for customers and employees, compliance, and other links in the insurance value chain.
Nine months into my Celent tenure, I am having this same conversation everywhere with CIOs, CDOs, CDAOs, CEOs, CFOs, CUOs, CMOs, Claims Executives, and Chief Actuaries alike. Ping me if you are curious about the survey results or how to think differently about your data and analytics strategy at firstname.lastname@example.org.
Gelato is now on the insurance menu.
- Your Insurtech Investment: Making the Most of the Software You Already Have
- Electronic Chat with Sanjeev Kumar Chaudhry, Founder and CEO, Gigaforce
- Electronic Chat with Sylvester Mathis, Chief Insurance Officer, Insurity
- Inside the ITA: Meet the Board
- Digital Drip: New Lease on Life
- Transformation Corner: Core System Transformation
- Big Fix: Closing the Data Divide
- Tech, Processes, and a Plan
- Core Systems: Out with the Old?
- 5 Things to Consider When Modernizing a Surety System
- Four Benefits of Integrating Mobile Crash Detection and Accident Management
- Everybody Loves Gelato
- Electronic Chat with Jennifer Smith, VP of L&A Product Strategy, Sapiens North America
- Now Accepting Nominations for "Pick of the Litter" Issue
- “New Normal” Requires an Insurance Analytics Evolution
- Accuracy: Are Data Providers Pulling the Wool Over Your Eyes?
- Agents Send More Business to Insurers with Better Tech, Celent Finds
- Electronic Chat with B2Z Insurance
- Still Standing, Still Learning, and Still at Home
- ITA Pro Magazine, May/June 2021
- Electronic Chat with Chris Ewing, Founder and CEO, One Inc
- Electronic Chat with Sharmila Ray, Head of Carrier Strategy, Solutions and Go-To-Market, Vertafore
- Electronic Chat with Alex Devoto, Founder, LVLFi
- Prince Charles, Lloyd's Launch Sustainability Insurance Task Force
- UFCIC Becomes First U.S. Insurer to Accept Cryptocurrency for Premium Payments
- Electronic Chat with Ty Harris, Co-Founder, Openly Insurance
- The Insurance Industry’s Reliance on Friction: A Good Strategy?
- Loss Control, Premium Audit Systems Critical to Customer Experience, Celent Finds
- What's AI-Right and AI-Wrong?
- The Drive for Digital
- Electronic Chat with Candice Smith, Founder and CEO, Caregiven
- Electronic Chat with Nestor Hugo Solari, Founder/CEO, Sigo
- The Giant Hole in Actuarial Models
- Electronic Chat with Trent Cooksley, COO and Co-Founder, Cowbell Cyber
- The ITA Pro March/April 2021 issue is here!
- Purchasing and Innovation: Friends or Enemies?
- COVID Drives More Reliance on Risk Management Systems, New Study Finds
- Electronic Chat with Robert Clark, CEO, Cloverleaf Analytics
- Solving Customer Communications Challenges with Hybrid Mail
- Six Trends Shaping Digital Insurance Tech Strategies in 2021
- Billing a Key Component of Customer Service, Celent Finds
- Why Data Science Fails
- Electronic Chat with Andrew Jernigan, CEO, and Allen Koski, President and Chief Innovation Officer, Insured Nomads
- Electronic Chat with Allison Martin, CEO and Founder, UDoTest
- Are Carriers Ready for the Coming Crash?
- Electronic Chat with Christopher Moore, Director for North American Sales Engineering and Solutions, Trifacta
- Next Insurance Partners with Amazon Business Prime to Provide Small Businesses with Affordable Digital Insurance Options
- An AI Walks Into an Electronics Store...
- InsurTech NY Announces Global Early-Stage Competition Winners
- World’s Worst County/Western Insurtech Song
- Electronic Chat with Anne-Laure Klein, COO, Akur8
- COVID-19 One Year Later: The Digital Transformation of Insurance
- Electronic Chat with Michael Kassing, CEO/CVO, insured.io
- BrokerTech Ventures Announces 2021 Cohort Class for Accelerator
- An Entirely Preventable Disaster
- Flipping the Fraud Triangle
- The January/February ITA Pro Magazine is here!
- Credit Risk, ESG, Cybersecurity Top Risk Concerns for Financial Institutions, Deloitte Finds
- Electronic Chat with Ellen Moser, Senior Client Executive, Origami Risk LLC
- The Answer to “So What?”
- Leaders Rise from a Year Like No Other!
- Electronic Chat with Jonathan Roomer, Co-Founder, YuLife
- Getting Creative to Hit COVID Curveballs Out of the Park
- Electronic Chat with Eugenio Gonzalez, Plug and Play
- New Report Projects Global Insurtech to Grow by $21 Billion During 2020-2024
- The 2020 Virtual Event Wasteland
- Insurtechs, Investors Optimistic About Post-COVID Future, New DIA/McKinsey Study Finds
- Finding Grandmas
- No Code / Low Code: The New “Shortest Route” In Insurance Delivery
- Are You Addicted to Copy-and-Paste?
- Electronic Chat with Nino Tarantino, CEO- Americas, Insurance and Mobility Solutions (IMS)
- Driving Life Insurance:Tech Alone Won’t Solve Business Problems
- Electronic Chat with Robin Roberson, Managing Director, North America, Claim Central Consolidated
- How Do You Make It Happen?
- Electronic Chat with Jason Liu, CEO, Zywave
- New Partnership Models Take Program Business to the Next Level
- New Study Finds Less than Half of Consumers Trust Insurers to Respond to Their Needs
- Electronic Chat with Andrew Mauritzen, CFO and Head of Insurance Industry, Exactuals
- You Want Us To Do WHAT For Free?
- Electronic Chat with Evgeny Aleksandrov, Co-founder and CEO, Pilotbird
- Electronic Chat with Chris Cheatham, CEO, RiskGenius
- New MIT Sloan Study Finds Few Companies Gain Big Benefits from AI
- The September/October ITA Pro magazine is here!
- “Being Right” is Just the Start of the Battle
- Electronic Chat with Amit Ranjan, Executive VP and CAO, Xceedance
- Planning for Your Business and Tech Future: Strategies, Plans and Budgets for Rapid Transformation
- Electronic Chat with Jimmy Padia, Founder and CEO, Floatbot
- Gelato with Dots and Sprinkles
- COVID-19 and the Insurtech “Junk Drawer”
- Even “Change” is Different Now. Your Strategic Planning Needs to Be Too.
- The Road Ahead for P&C Insurers: How to Understand Customers Better and Navigate the Post-COVID Insurance Market
- Electronic Chat with Jake Tamarkin, Co-founder and CEO, Everyday Life
- Strategic Planning in the “New Normal” Digital Era of Insurance – Your Next Move
- Insurer Tech Investment Priorities See Major Shift in a Post-COVID World
- Plug and Play Selects 25 Insurtech Startups for Winter Batches
- Digital Transformation – A Top Strategic Priority and New Reality
- Four Steps to Successful Migration of Insurance CCM Applications
- COVID-19 Accelerates Insurance Digitalization to Meet Customer Demand: World InsurTech Report 2020
- Electronic Chat with Greg Williams, Co-Founder, President & CEO, Acrisure
- Electronic Chat with Matt Perlman, Partner, IA Capital Group
- Insurer Digitalization: Are you a Competitor or a Laggard?
- Leaders are Leading and Creating the Future of Insurance Distribution
- 3 Things You Need to Know About No-Code
- Electronic Chat with Adam Kiefer, CEO, Talage
- Underwriting in 3D: Using Data to Adapt and Improve Life Insurance Sales
- Getting Past the "Gelato Syndrome"
- Insurers Know CX/UX is Important, but Don't Agree on Execution, Study Finds
- Electronic Chat with Steve Lekas, Branch Insurance
- How AI Can Attract Millennial Talent to the Insurance Industry
- Preventing Data Breaches
- A New Boom for Life Insurance: Shifting Away from the 250-Year-Old Policy Transaction
- Electronic Chat with Ty Harris, Founder and CEO, Openly
- A Digital Wildfire Creates a Burning Platform for Digital Insurance Business Transformation
- Digitalization, COVID-19 Spurring More IT Investment in Cybersecurity
- Electronic Chat with Michael DeGusta, CEO, ClarionDoor
- U.S. Consumers Significantly Underestimate Flood Risk, New Survey Finds
- The Future of Insurance: Opportunities in Ecosystems
- Electronic Chat with Todd Greenbaum, CEO, Input 1
- Majesco to be Acquired by Thoma Bravo
- The Evolving Role of Managing General Agencies
- Electronic Chat with Char Hu
- Electronic Chat with Allan L. Egbert, Jr.
- Electronic Chat with Christopher Tramontano and Zbigniew Gawienczuk
- Data Science is Gelato
- Insurance Innovation: Alive and Kicking
- Independent Agents Divided on Digital Experience, New Survey Finds
- Electronic Chat with Michael Jones
- Electronic Chat with Paul VanderMarck
- As Auto Insurance Premiums Shrink, Insurers Need Mobility Ecosystem, New Study Finds
- Property & Casualty Insurers Raise Digital Games as COVID-19 Elevates Customer Expectations, J.D. Power Finds
- Electronic Chat with Bobbie Shrivastav
- Meet the Board: Marissa Buckley
- Big Data and Insurtech: A Carrier Perspective
- Traditional Insurers Need Open Ecosystems, Partnerships to Remain Competitive, CapGemini Report Finds
- Electronic Chat with John C. Siegman
- 4 Ways AI is Empowering Insurers During COVID-19
- 6 Big Changes to Insurance from the COVID-19 Crisis
- Electronic Chat with Christopher Ewing
- Independent Agency Staff Morale High During COVID-19, New Survey Finds
- Electronic Chat with Brad Epker
- Tapping AI to Improve Policyholder Experience
- Electronic Chat with Manisha Bhargava
- ITA Pro Magazine, March/April 2020
- COVID-19 a Game Changer for Workers’ Comp
- Electronic Chat with Steve Comer
- COVID-19 Pandemic Forces Cancellation of ITA LIVE 2020
- Leveraging Digital Resources in the Time of COVID-19
- Electronic Chat with Robert Hartwig on COVID-19 and Insurance
- Celent Study: Most Small Businesses Still Unclear on Importance of Cyber Insurance
- The January/February 2020 ITA Pro is here!
- Deloitte: New C-Suite Roles Mean More Opportunities for Women
- Electronic Chat with Pankaj Parashar
- Electronic Chat with Tara Kelly
- Electronic Chat with Chuck Wilson
- ITA, InsNerds Collaborate to Enhance ITA LIVE 2020 Content and Coverage
- How SMBs Can Compete in Digital Ecosystems in the 2020s
- 4 Ways Insurance Can Prepare for New Data Privacy Laws
- Brewer Lane Ventures Launches and Hires Insurtech Vet Martha Notaras as Managing Partner
- 2020 GIA Cohort Launches on January 14
- The November/December 2019 ITA Pro is here!
- Electronic Chat with Joshua Snead
- Electronic Chat with Wendy Aarons-Corman
- Simplifying the Move to a Third-party Print Provider
- Take a Business-Driven Approach to Continuous Improvement for Core Systems and Processes
- Electronic Chat with Ron Glozman
- Guidewire’s Data Guru Mike Byam on How Insurers are Using Internal and Third-Party Data
- Electronic Chat with Russ Bostick
- Electronic Chat with Rock Schindler
- Electronic Chat with John Siegman
- Electronic Chat with Martin Burlingame
- Insurtech Landscape 2019: Top 5 Takeaways
- Grinnell Mutual Tackles Massive Transformation -- in Stride
- A Candid Conversation with Paul Mang
- SageSure Insurance Managers Improved Competitiveness by Consolidating Payments to a Single Digital Platform
- Digital Does Matter in Insurance-- And Insurers are Missing the Mark
- The 22nd-Century Insurer: Taking a Cloud-First IT Approach
- The September/October 2019 issue of ITA PRO magazine is now available in digital format here:
- ITA Pro Magazine May/June 2019
- Spotlight on the 2019 IASA Conference
- ValueMomentum Selects Erie as Site of Regional Development Center
- Capgemini and Majesco Become Alliance Partners
- Electronic Chat with Dr. Dan Shoham
- Electronic Chat with Todd Greenbaum
- Martha Notaras: The “Outsider” with an Amazing Inside View
- Electronic Chat with Larissa Tosch
- Martha Notaras Will Join ITA LIVE 2019 as a Keynote Speaker
- Five Things to Consider When Evaluating Your Cyber Risk
- ITA Pro Magazine, January/February 2019
- Synergy Between Insurers' IT and Analytics Teams Key to Operationalizing Insights, Says Novarica
- Major Ransomware Attack Could Hit U.S. with $89B In Economic Damages
- ITA Announces 1st of Three Keynote Speakers at ITA LIVE 2019
- Electronic Chat with Jeroen Morrenhof
- Legacy Systems Are Dead. Really? Don't Count On It.
- Now Accepting Nominations for the 2019 ITA Bridge Awards
- It's time to register for ITA LIVE!
- Registration is Now Open for ITA LIVE 2019!
- What to Expect from a Digital Experience Platform Implementation
- ITA Pro Magazine September Edition is Now Available
- It's National IT Professionals Day
- Save the Date for ITA-LIVE 2019
- OneShield Software and UrbanStat Work Together to Improve Real-Time Analytics and Risk Decision-Making
- ITA LIVE 2019 - SAVE THE DATE!
- Insurance Technology Association Announces New Editor-in-Chief
- August 2018 Edition ITA Pro Magazine is Now Available
- Enterprise Architecture in an Agile World
- Top 10 Tips for Securing Your Mobile Devices and Sensitive Client Data
- Industry Insight: 4 Global Insurance Trends in Digital, Data, Content Services and Security
- Diving Deeper into Prioritizing Your Strategic Digital investments
- Why Content Rules
- How Mass Personalization Will Open the Small Business Benefits Market
- At Year End 2017, Will Your Organization Be Protected from Cyber Risks?
- Do Insurance Bots Dream of Mitigating Risk?
- Conditioned to Respond
- Managing & Mobilizing Insurance Data in a Connected World
- Race to the Finish Line
- New Tools, New Opportunities in Claims
- ITA LIVE: Reaching Insurance Industry Crossroads
- Advice to Insurance IT Leaders: Keep Your Eye on the Ball
- New Date, Venue for ITA LIVE 2017
- Guidewire Makes Major Push to Small and Midtier Market by Acquiring ISCS
- Insurance Disruption is Happening Right Now
- Insurity Adds Strategic Investment Partner, General Atlantic
- Beyond Transformation: The Convergence of Finance, Risk, and Actuarial Functions
- The Rapid Evolution of Consumer Protection Regulation
- Talent Hunt: Finding, Attracting, Retaining Top People
- Insurers Flexing Their Distribution Models
- Technology Driving Disruption in Insurance
- Fear of ‘Next Bubble’ Challenges Life, Annuity Carriers
- Technology Allows Commercial Lines Insurers to Stand Out
- Single Sign-on Viewed as Biggest Tech Challenge for Agencies
- ISCS Observes 20th Anniversary; Scurto Predicts Major Changes Ahead
- Policyholders and Their First Impressions
- Progressive Making Progress on the UBI Front
- High and Dry: Insurers Search for Disaster Recovery Plans
- Insurers Sign The (Un)Dotted Line
- Reflections of a Retired Insurance CIO
- Mobile Device Management Just One Answer to BYOD Issue
- Lessons from GEICO and Progressive on Winning the Critical Buying Stage
- You Are a Target for a Cyber Attack
- Web-based Systems are the Next Evolution in Claims Technology
- Gaining a “Wow” Experience from Web Users
- Time to Shift from Business/IT Alignment to Business/IT Alliance
- Healthcare Insurers Changing to Consumer Model
- Organization is the Key for Selecting Software Vendors
- Analysts Expound on the Needs of the Mid-tier Insurance Market
- Finding the Cure for Obamacare’s Website
- New Software Solutions Benefit Insurers on the Inside and Outside
- Products, Market Impede Investment in Systems for Life Insurers
- Combatting Cyber Threats: Predict, Prevent, Persist
- The Future of Telematics Heads Beyond Insurance
- The Shame in Cyber Security Lapses
- Building Policy Administration Systems for the Future
- Insurers Look Into The Eyes of Their Policyholders
- It’s a New Dawn for the ITA
INSURANCE IT NEWS
- Arturo Hires New General Counsel
- Zurich NA Adds Chisel AI for Underwriting
- Insurity Acquires AuSuM Systems
- Method Insurance to Streamline Underwriting with Origami Risk
- BrokerTech Ventures Launches BTV LATAM Partnership, Adds UNICO Group as Broker Partner
- Roost Rolls Out White-Label Home Security Solution
- Norway’s Gjensidige Pensjonsforsikring Selects Sapiens Digital Solution
- Insurium Names Insurtech Veteran Jeremy Williams CEO
The Email Chat is a regular feature of the ITA Pro magazine and website. We send a series of questions to an insurance IT leader in search of thought-provoking responses on important issues facing the insurance industry.
ITA LIVE 2020
ITA LIVE 2020 –SAVE THE DATE!
April 5th – 7th, 2020
The Diplomat Resort
Become a member today to receive updates – www.itapro.org/MR
You have surely heard it said that small businesses are the growth engine for America. Today, the phrase has a special ring to it for benefits... READ MORE
With stagnant growth and lingering low interest rates, the life insurance industry faces a challenging future... READ MORE
Finding insurance carriers willing to write commercial lines risks has always been a challenge for producers... READ MORE
As Guidewire Software prepares for the start of Connections, its 11th annual user conference that begins on Nov. 2, Brian Desmond, chief marketing... READ MORE
Successful implementation requires balancing operational and emotional issues... READ MORE
- Vendor Views