Description: 2011 Enterprise Risk Management Symposium, Chicago. This paper starts by defining and discussing the nature of risk and its primary relationship to capital preservation. The paper then continues with a guide for implementing a company’s risk appetite statement for a variable annuity product.

Description: 2011 SOA Enterprise Risk Management Symposium, Chicago. In this paper, a multivariate quasi-negative binomial distribution is proposed to model frequency dependence among different risk types. The operational risk diversification effect is illustrated through frequency dependency modeled by the bivariate quasi-negative binomial distribution under a framework of Monte Carlo simulation.

Description: 2011 SOA Enterprise Risk Management Symposium, Chicago. This is the abstract of the referenced paper.

Description: Presented at the Living to 100 Symposium, January 2011. This paper examines the relationship between the earliest stages of dementia—mild cognitive impairment—and mortality. Using data from long-term care insurance applicants, and linking this to the Social Security Master Death File, the authors focus on the classification results of two cognitive screens used at various times in the underwriting process. Applying the Cox Proportional Hazards Model as well as relative mortality ratio analysis, the authors show that the proportion of individuals classified as cognitively impaired have significantly higher relative mortality compared to those classified as cognitively intact.

Description: Presented at Living to 100 Symposium, January 2011. This paper explores the select period and the wealth effect at older ages, and also examines mortality rates for three distinct senior populations: 1. the U.S. population, through an annual sample of the Medicare database of the Centers for Disease Control and Prevention, 2. the life settlement population of an independent life settlement underwriter, 21st Services LLC, and 3. the population implied by the Society of Actuaries' 2008 Valuation Basic Tables VBT.

Description: Presented at Living to 100 symposium, January 2011. Using data from Social Security's Death Master File, this study shows that mortality deceleration in humans observed at advanced ages may be an artifact caused by age exaggeration, data heterogeneity or use of improper estimates of hazard rate. The phenomenon of mortality deceleration at older ages vanishes for datasets of higher data quality.

Description: The Society of Actuaries Smaller Insurance Company Section, the Financial Reporting Section, and the Committee on Life Insurance Research are pleased to make available new research investigating simplified methods for determining reserves under VM-20.

Description: 2021 Generally Recognized Expense Table (GRET) recommendations.

Description: Claims are insurers deepest and richest transactional data – yet we rarely unleash the full potential of this data. In this session, we will discuss potential sources and attributes of claims data, traditional approaches alongside new analytic techniques and how to integrate models into existing claims management processes. During this session, the presenters will discuss different areas of how machine learning can drive significant value unleashing the potential in claims data, these include data capture, claims management and workflow design as well as behaviour prediction. In addition, the audiences will also have opportunity to learn different use cases of how claims models taking advantage of machine learning, such as foreign death fraud detection and critical illness triage.

Description: The Society of Actuaries Individual Disability Experience Committee has completed their study of claim termination experience for the period 2006-2014 comparing trends to the 2013 IDI Valuation Table (2013 IDIVT) base termination rates. Included is the report, pivot table, and data file.