How to Build Actionable Analytics?
There are three keys to remember as we start on the path to better analytics so that there are no surprises along the way.
There are three keys to remember as we start on the path to better analytics so that there are no surprises along the way.
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Sri Ramaswamy is the founder and CEO of Infinilytics, a technology company offering AI and big data analytics solutions for the insurance industry. As an entrepreneur at the age of 19, she made a brand new product category a huge success in the Indian marketplace.
How is your insurance company instrumented? Could you make money if you learned something in five minutes instead of five weeks?
Here is where automation in data’s motion pictures plays an important role. If the system can “learn” what good performance looks like, then it can also improve its ability to communicate vital information in a timely manner. I was just on a call where we discussed facial recognition in insurance. The use case was that there are teams working to identify faces and emotions on faces. If we have tools that can tell if someone is unhappy, surely we can use those tools to recognize a hidden pattern in our data. Data’s flow won’t just represent current trends, it will also identify oft-hidden patterns. What we think we know from our common snapshot approach to data may be overturned when cognitive capabilities start to bring new insights to our eyes. Once again, data’s motion pictures aren’t just for our own amusement, but they greatly enhance our strategies and decisions.
Actions and Reactions
If I run a chemical plant, I’m deeply concerned with monitoring real-time flow. Every action I take to tune that plant has a reaction. As insurers, we should also be concerned with real-time flow, capturing our understanding of reality.
But there is also a historical component to data’s adjustments. In the chemical plant, if I change the mixture of a certain compound based on my data and the new mixture works, then I need to capture that moment in time as well. It is equally important for insurers to capture the timing of their corrective actions to make sure that we can see the relationship between action and reaction.
See also: Your Data Strategies: #Same or #Goals?
Overlaying notes to explain that “we reduced available capacity in less profitable zip codes in June” should show some point of inflection in our results. Having that as a part of our reporting is critical to creating the positive action, a reaction cycle that we want to reinforce.
We have an embarrassment of riches when it comes to data, and we are only going to get richer in the coming years. By instrumenting our organizations and realizing that we need some new tools and techniques to turn that information into actions that create the right reactions in our organizations, we can improve our results every day, week and month — not just when we close the books.
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John Johansen is a senior vice president at Majesco. He leads the company's data strategy and business intelligence consulting practice areas. Johansen consults to the insurance industry on the effective use of advanced analytics, data warehousing, business intelligence and strategic application architectures.
Life insurers can offer modular products--that can be built up or down and switched on and off to reflect much better how life’s risks ebb and flow.
By striving for simplicity, insurers can also increase transparency. That said, no matter how simple the front end is made for the customer, acquiring cover remains an intricate process. Advice, compliance and regulation can clog the process but offer important protection to consumers. There is a delicate balance to achieve.
See also: 7 Steps for Inventing the Future
Letting people engage in the ways they want is crucial. Trust and advice seem somehow less important to people than before. Today, people make emotional decisions with far fewer facts, and for many a community-based recommendation will do. This combination suggests that social brokering will only grow in importance and that demand for automation with robo-advice will increase.
Consider the disintermediation -- the reduction in intermediaries - that transformed High Street banking. An appointment with the manager is no longer needed to set straight one's personal financial affairs. We fend for ourselves by banking online and using mobile-first apps to view statements, to set up transactions and to move money about. Customers now have similar expectations of life insurance.
To provide more flexibility, insurers can offer products that work in a completely modular way -- products that can be built up or down and switched on and off to reflect much better how life’s risks ebb and flow. It’s likely the silo-based approach to the design and sale of line-of-business products is not sustainable. Product fragmentation with more diverse offerings will offer tailored products that fit with the way people live their lives.
Personalization gives insurers the opportunity to transform the services they offer and take a real stake in the future health of their policyholders. One way is to shift from risk identification to risk prevention that is based on knowledge of behavioral change. While using data from wearables is a start, more support can be provided -- not just to the fittest customers -- by developing apps and technology that engage their unique health needs.
Data from health apps, for example, is just one source that will give insurers access to a real-time view from which to assess risk, instead of relying on past data. However, continual engagement requires transformational change in the industry. To achieve this, insurers can -- and are -- engaging with experts and companies outside the sector. As the boundaries between insurance and adjacent businesses fade, roles and skill sets within insurance will also change, resulting in a need for more diverse recruitment.
See also: How to Build ‘Cities of the Future’
Much is being said about big data, in particular how better use of the insights can make insurers' operations leaner. But analysis of large datasets gives established corporates and newcomers to the industry identical insight. While agility of execution may favor startups, it’s industry knowledge that puts insurers in a strong position to turn data into actionable insights.
For more perspective on how technology is changing life insurance, click here.
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Ross Campbell is chief underwriter, research and development, based in Gen Re’s London office.
The tough reality is that addicts are everywhere. We need to start using behavioral analytics to help identify them and help them in time.
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With Google and Wikipedia, we can be experts on any topic; they don’t make us any dumber than encyclopedias, phone books and librarians did.
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Vivek Wadhwa is a fellow at Arthur and Toni Rembe Rock Center for Corporate Governance, Stanford University; director of research at the Center for Entrepreneurship and Research Commercialization at the Pratt School of Engineering, Duke University; and distinguished fellow at Singularity University.
Insurers and all healthcare stakeholders can benefit from broadening use of certified physician assistants.
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Dawn Morton-Rias is president and CEO of the National Commission on Certification of Physician Assistants. She has served the PA profession for over 30 years, including as Dean of the College of Health Related Professions and Professor at SUNY Downstate Medical Center and President of the Physician Assistant Education Association. She is nationally recognized for her leadership in PA education and commitment to cultural competence in education and clinical practice.
The Medicare Set-Aside issue should be front and center for all parties resolving liability insurance claims, not just in workers' comp.
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John V. Cattie, Jr. is the founding partner of Cattie, P.L.L.C., a law firm dedicated to helping its clients minimize/extinguish future medical exposure to the federal government.
To maximize the value of a conference requires both preparation and some disciplined follow-through.
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More than 5,000 companies now offer high-tech marketing solutions. Finding the right ones requires a remarkably low-tech approach.
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Amy Radin is a transformation strategist, a scholar-practitioner at Columbia University and an executive adviser.
She partners with senior executives to navigate complex organizational transformations, bringing fresh perspectives shaped by decades of experience across regulated industries and emerging technology landscapes. As a strategic adviser, keynote speaker and workshop facilitator, she helps leaders translate ambitious visions into tangible results that align with evolving stakeholder expectations.
At Columbia University's School of Professional Studies, Radin serves as a scholar-practitioner, where she designed and teaches strategic advocacy in the MS Technology Management program. This role exemplifies her commitment to bridging academic insights with practical business applications, particularly crucial as organizations navigate the complexities of Industry 5.0.
Her approach challenges traditional change management paradigms, introducing frameworks that embrace the realities of today's business environment – from AI and advanced analytics to shifting workforce dynamics. Her methodology, refined through extensive corporate leadership experience, enables executives to build the capabilities needed to drive sustainable transformation in highly regulated environments.
As a member of the Fast Company Executive Board and author of the award-winning book, "The Change Maker's Playbook: How to Seek, Seed and Scale Innovation in Any Company," Radin regularly shares insights that help leaders reimagine their approach to organizational change. Her thought leadership draws from both her scholarly work and hands-on experience implementing transformative initiatives in complex business environments.
Previously, she held senior roles at American Express, served as chief digital officer and one of the corporate world’s first chief innovation officers at Citi and was chief marketing officer at AXA (now Equitable) in the U.S.
Radin holds degrees from Wesleyan University and the Wharton School.
To explore collaboration opportunities or learn more about her work, visit her website or connect with her on LinkedIn.
Only 55% of earnings stem from factors that businesses can directly control -- and there's a huge opportunity in that other 45%.
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Colin Price is an executive vice-president and global managing partner of the Leadership Consulting practice at Heidrick & Struggles.