Analytics
Analytics consulting
Milliman analytics overview
Financial projections and reporting
Learn moreMilliman analytics insight
![](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FMilliman%2FImages%2FGeneric-imagery--2-3-cards%2FGEN_ART_12-01.png%3Fh%3D800%26iar%3D0%26w%3D1480&w=3840&q=75)
Improved mortality rate forecasting using machine learning and open data
Compared with traditional techniques, state-of-the-art machine learning algorithms can substantially improve the forecasts of mortality rates.
![](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FMilliman%2FImages%2FGeneric-imagery--2-3-cards%2FGEN_ART_40-01.png%3Fh%3D800%26iar%3D0%26w%3D1480&w=3840&q=75)
Mortality trend prediction using machine learning
Compared with traditional mortality models, machine learning algorithms can significantly improve the forecasts of future mortality rates.
![Resource Card Placeholder](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FMilliman%2FImages%2FGeneric-imagery--2-3-cards%2FGEN_ART_47-01.png%3Fh%3D800%26iar%3D0%26w%3D1481&w=3840&q=75)
Classification of insurance claim emails
Using a hybrid model for health claim email filtering could significantly reduce customer support workload, while maintaining a satisfactory response quality.
![Resource Card Placeholder](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FMilliman%2FImages%2FGeneric-imagery--2-3-cards%2FGEN_ART_42-01.png%3Fh%3D800%26iar%3D0%26w%3D1480&w=3840&q=75)
History repeating itself The return of high inflation and its implications
Current inflation rates are likely to be the highest seen for a generation, and the ensuing effects could have a profound impact on life insurers.
![Resource Card Placeholder](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FMilliman%2FImages%2FInsight%2FiStock-1007097436_survey-01.png%3Fh%3D800%26iar%3D0%26w%3D1480&w=3840&q=75)
Financial modeling — going fast together
With scarce actuarial resources, insurers can adopt lean manufacturing principles to further accelerate the digital transformation of the risk function.
![Resource Card Placeholder](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FTopic%2FMilliman-Climate-Resilience-Initiative%2FCalifornia_wildfires-card.jpg%3Fh%3D541%26iar%3D0%26w%3D1000&w=3840&q=75)
Trial by wildfire: Will efforts to fix home insurance in California stand the test of time?
As the 2020 wildfire season exceeds historical norms, California insurers and policymakers are looking for durable solutions to extinguish the threat of a homeowners’ insurance crisis.
![](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FPlaceholder-Images-Resource-Cards%2FMMN_generic_02-01%2FGEN_ART_23-01.jpg%3Fh%3D800%26iar%3D0%26w%3D1480&w=3840&q=75)
Data analytics: The buy vs. build question
With the abundance of data and analytical resources, how important is it for insurance carriers to develop and maintain those resources in-house? Sheri Scott answers this and other questions in this Q&A.
Loading poster...
Predictive analytics: Uncovering value in the data
Milliman consultants Nancy Watkins, Matt Chamberlain, Peggy Brinkmann, and Sheri Scott discuss how predictive analytics can uncover value in new and expanding data sets, helping improve pricing, underwriting, and profitability.
![](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FMilliman%2FImages%2FGeneric-imagery--2-3-cards%2FGEN_ART_01-01.png%3Fh%3D800%26iar%3D0%26w%3D1480&w=3840&q=75)
A case for data science
How Milliman used analytics to develop a predictive app for a transportation provider.
![Abstract illustration of an orange, blue and gray wavy boxes, forming a larger cuboid on a gray background.](/_next/image?url=https%3A%2F%2Fedge.sitecorecloud.io%2Fmillimaninc5660-milliman6442-prod27d5-0001%2Fmedia%2FMilliman%2FImages%2FGeneric-imagery--2-3-cards%2FGEN_ART_54.jpg%3Fh%3D800%26iar%3D0%26w%3D1480&w=3840&q=75)
Making predictive analytics work for you
Learn how predictive analytics differ from other approaches to data—and how it can help your business.
Loading poster...
Enterprise risk management: Evolution and transformation
Enterprise risk management is evolving, and as insurance companies have moved through time, there has been greater ability to control information in a more sophisticated way.