Description: Principal component analysis is an unsupervised linear transformation mainly used for dimension reduction. Determine key numerical variables with maximum variances in a dataset, identify the correlation and removal of redundant variables are the key aspects of this exploratory data analysis.

Description: Many new and innovative companies are leveraging technology to improve the effectiveness of the care provided to patients. They are employing better tools to identify patients who can benefit from specific programs that best meet the patient's need. They are also dramatically increasing the use of these programs by guiding plan members through the maze of offerings to match them with the programs that will be most beneficial to them. Employers are making these third party programs available to their members and Medicare Plans are using these new tools to identify emerging health risks for early intervention and more accurate risk scoring. This session will explore some examples of these programs, how they are being effectively integrated into the operations of health plans and how the results of these programs are being measured.The speakers will be:Raj Behal, MD, MPH,Chief Quality Officer, One Medical. Raj leads the quality and safety, value and innovation, and data science teams at One Medical. One Medical is changing the way primary care is delivered with a concierge approach with technology seamlessly woven into their offering. This includes booking appointments on line, virtual face to face care, accessible medical records and health reminders.Mylea Charval,Ph.D., CEO and Founder, Savonix. Savonix is a next generation cognitive assessment platform that brings clinical, evidence-based, and all mobile digital assessment of cognitive and emotional function. These capabilities are critical for early identification of the onset of dementia and for the proper risk assessment of seniors enrolled in Medicare Advantage Plans.Ed Cymerys, FSA, Advisor. Ed will serve as moderator. Over the last six years Ed has served as an advisor to a number of early stage technology companies looking to improve the way health benefits are being delivered.Dave Sotelo, FSA, MAAA, Actuarial Manager, Collective Health, Inc. Collective Health is an integrated solution that allows self-funded employers to administer their health plans, control costs, and take care of their people -- all in one place. They have effectively integrated more than 70 distinct third party solutions for self-funded employers and are rigorously assessing the impact of these programs

Description: Big data, predictive analytics, machine learning and AI will likely transform the insurance market and the actuarial profession. The actuarial profession is seeing changes many markets, including health and property and casualty. This article describes these trends and provides an introduction into what companies and the Society of Actuaries (SOA) are doing to adapt and capitalize on these trends.

Description: This article demonstrates how to implement DevOps for data using Moody's Axis. This was described as Model as Data (MAD). It described how extract turn-around documents from the model so they could be loaded back into the model. This feature allows continuous integration, continuous deployment and continuous testing of the model, which are important concepts in DevOps. This will allow the actuaries to speed up the model development cycle.