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Why Do Life Insurance Policyholders Lapse? The Roles of Income, Health and Bequest Motive Shocks
Previous research has shown that the reasons for lapsation have important implications regarding the effects of the emerging life settlement market on consumer welfare. We present and empirically implement a dynamic discrete choice model of life insurance decisions to assess the importance of variou...
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Published in: | NBER Working Paper Series 2012-03, p.17899 |
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creator | Fang, Hanming Kung, Edward |
description | Previous research has shown that the reasons for lapsation have important implications regarding the effects of the emerging life settlement market on consumer welfare. We present and empirically implement a dynamic discrete choice model of life insurance decisions to assess the importance of various factors in explaining life insurance lapsations. In order to explain some key features in the data, our model incorporates serially correlated unobservable state variables which we deal with using posterior distributions of the unobservables simulated from Sequential Monte Carlo (SMC) method. We estimate the model using the life insurance holding information from the Health and Retirement Study (HRS) data. Counterfactual simulations using the estimates of our model suggest that a large fraction of life insurance lapsations are driven by iid choice specific shocks, particularly when policyholders are relatively young. But as the remaining policyholders get older, the role of such iid shocks gets smaller, and more of their lapsations are driven either by income, health or bequest motive shocks. Income and health shocks are relatively more important than bequest motive shocks in explaining lapsations when policyholders are young, but as they age, the bequest motive shocks play a more important role. We also suggest the implications of these findings regarding the effects of the emerging life settlement market on consumer welfare. |
doi_str_mv | 10.3386/w17899 |
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Counterfactual simulations using the estimates of our model suggest that a large fraction of life insurance lapsations are driven by iid choice specific shocks, particularly when policyholders are relatively young. But as the remaining policyholders get older, the role of such iid shocks gets smaller, and more of their lapsations are driven either by income, health or bequest motive shocks. Income and health shocks are relatively more important than bequest motive shocks in explaining lapsations when policyholders are young, but as they age, the bequest motive shocks play a more important role. We also suggest the implications of these findings regarding the effects of the emerging life settlement market on consumer welfare.</description><identifier>ISSN: 0898-2937</identifier><identifier>DOI: 10.3386/w17899</identifier><language>eng</language><publisher>Cambridge: National Bureau of Economic Research, Inc</publisher><subject>Cash surrender value ; Councils ; Decision analysis ; Econometrics ; Economic theory ; Economics ; Insurance coverage ; Insurance industry ; Insurance policies ; Insurance premiums ; Life insurance ; Life settlement ; Marketing ; Monte Carlo simulation ; Policyholders ; Roles ; Studies ; Universal life ; Welfare economics ; Whole life</subject><ispartof>NBER Working Paper Series, 2012-03, p.17899</ispartof><rights>Copyright National Bureau of Economic Research, Inc. 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We present and empirically implement a dynamic discrete choice model of life insurance decisions to assess the importance of various factors in explaining life insurance lapsations. In order to explain some key features in the data, our model incorporates serially correlated unobservable state variables which we deal with using posterior distributions of the unobservables simulated from Sequential Monte Carlo (SMC) method. We estimate the model using the life insurance holding information from the Health and Retirement Study (HRS) data. Counterfactual simulations using the estimates of our model suggest that a large fraction of life insurance lapsations are driven by iid choice specific shocks, particularly when policyholders are relatively young. But as the remaining policyholders get older, the role of such iid shocks gets smaller, and more of their lapsations are driven either by income, health or bequest motive shocks. Income and health shocks are relatively more important than bequest motive shocks in explaining lapsations when policyholders are young, but as they age, the bequest motive shocks play a more important role. 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subjects | Cash surrender value Councils Decision analysis Econometrics Economic theory Economics Insurance coverage Insurance industry Insurance policies Insurance premiums Life insurance Life settlement Marketing Monte Carlo simulation Policyholders Roles Studies Universal life Welfare economics Whole life |
title | Why Do Life Insurance Policyholders Lapse? The Roles of Income, Health and Bequest Motive Shocks |
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