Description: Through the sponsorship of the Robert Wood Johnson Foundation, The Society of Actuaries partnered with Wakely to use their health care data to study the effects of COVID-19 on overall health care claims for individuals with a COVID-19 diagnosis. The conclusion of the study is that individuals with COVID-19 claims had significant increases in health care costs leading up to their months of diagnosis, as well as in the months following their diagnosis. These effects were more pronounced for individuals who were hospitalized due to COVID-19 as well as for individuals with prior co-morbidities. Finally, the overall health care costs of these members plateaued at significantly higher levels than their pre-COVID baselines. In fact, all the main membership cohorts experienced claim levels that were at least 20% higher than their pre-COVID starting points.

Description: Yi-Ling Lin, FSA, MAAA, FCA, started the SOA’s Predictive Analytics Certificate Program to keep pace with the impact big data and predictive modeling is having on the health care industry

Description: The advent of machine learning algorithms has taken predictive analytics and risk scoring to a new level. From gradient boosting machines to k-nearest neighbors regression, the use of these techniques has gained significant traction in healthcare - including health systems like the Cleveland Clinic. This session will discuss the use of predictive analytics to go beyond just assessing the risk of a patient, and instead focus on prescribing a specific intervention of care. In practice, the recommendation of a care plan goes beyond just attributing a score to a patient. It provides physicians and care coordinators the most probabilistic options - e.g. referral to social worker, depression screening, weight-loss program - for positively impacting a patient's future healthcare outcome.

Description: Changes introduced by various Medicare Alternative Payment Models and the Medicare Access and CHIP Reauthorization Act (MACRA) have accelerated an existing market trend of shifting some of what has traditionally been considered “insurance risk” to providers. The Provider Risk Sharing Boot Camp will give attendees deeper insights into methods, current thinking, and alternative solutions that actuaries can use to help providers understand and manage the financial and actuarial risks that they are taking, many for the first time.

Description: On March 6, 2023, The Wall Street Journal hosted its Health Forum, a hybrid all-day event. The virtual meeting featured 11 different events. This white paper focuses on those events. The sessions were informative and fast-paced, with each one providing a quick hit of relevant and cutting-edge information around health care.

Description: Presented at Living to 100 Symposium, January 2011. This article estimates the impact of obesity and diabetes on disability and mortality for those older than 65 using the 2004 National Long Term Care Survey with disability based on the Health Insurance Accountability and Portability Act's Activities of Daily Living and Cognitive Impairment triggers.

Description: Introduction sets out the objectives of comparing the predictive accuracy of different risk assessment methods, comparing the different methods based on other criteria, and then examining issues related to high-cost individuals and conditions. From A Comparative Analysis of Methods of Health Risk Assessment, M-HB96-1.

Description: Chapter 3 describes the methods and data being used in the evaluation predictive accuracy. From A Comparative Analysis of Methods of Health Risk Assessment, M-HB96-1.

Description: Chapter 8 suggests possible areas for further research such as other data groupings, high risk pooling, how diagnosis-based risk assessment might be improved, study of an expanded list of high-cost diagnoses, and comparisons to diagnoses from earlier time periods. From A Comparative Analysis of Methods of Health Risk Assessment, M-HB96-1.

Description: This SOA-funded study examines the relative performance of different risk assessment methods and risk adjustment systems. From A Comparative Analysis of Methods of Health Risk Assessment, M-HB96-1.