Skip to main content

Hae Kang Lee

Korea University · Economics, Econometrics and Finance

About the Lab

Professor Hae Kang Lee's research lab focuses on the intersection of behavioral economics, insurance risk, and health outcomes, with a particular emphasis on aggregate lapsation risk in the life insurance sector. The lab investigates how macroeconomic conditions and individual-level characteristics—such as income, health status, and age—affect policyholder behavior, especially during economic downturns. Using large-scale, proprietary datasets and advanced machine learning techniques, the lab develops actuarial models to assess the financial impact of health engagement programs, such as smoking cessation initiatives, and evaluates their net benefits to insurers. The research also explores the incentives and cost-benefit trade-offs of life insurers in promoting policyholder health as a risk management strategy.

lapse risklife insurancehealth engagementmachine learningbehavioral economics

Research Overview

Papers
5
Total Citations
18
Papers (5y)
5
Primary Field
Economics, Econometrics and Finance

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
5total
2022
2024
Citations per year (5y)
18total
20222024

Selected Papers

5
1
Article|8 citations·2024
Aggregate lapsation risk
Ralph S. J. Koijen, Hae Kang Lee, Stijn Van Nieuwerburgh
SJR Q1Journal of Financial EconomicsOA

We study aggregate lapsation risk in the life insurance sector. We construct two lapsation risk factors that explain a large fraction of the common variation in lapse rates of the 30 largest life insurance companies. The first is a cyclical factor that is positively correlated with credit spreads and unemployment, while the second factor is a trend factor that correlates with the level of interest rates. Using a novel policy-level database from a large life insurer, we examine the heterogeneity

Economics and EconometricsEconomics, Econometrics and Finance
2
Article|6 citations·2022
Aggregate Lapsation Risk
Ralph S. J. Koijen, Hae Kang Lee, Stijn Van Nieuwerburgh
SSRN Electronic JournalOA
Economics and EconometricsEconomics, Econometrics and Finance
3
report|4 citations·2022
Aggregate Lapsation Risk
Ralph S. J. Koijen, Hae Kang Lee, Stijn Van Nieuwerburgh
National Bureau of Economic ResearchOA

We study aggregate lapsation risk in the life insurance sector. We construct two lapsation risk factors that explain a large fraction of the common variation in lapse rates of the 30 largest life insurance companies. The first is a cyclical factor that is positively correlated with credit spreads and unemployment, while the second factor is a trend factor that correlates with the level of interest rates. Using a novel policy-level database from a large life insurer, we examine the heterogeneity

Building and ConstructionEngineering
4
Article|0 citations·2024
The financial benefits of health engagement programs to life insurers
Hae Kang Lee
SJR Q1Financial InnovationOA

Abstract Life insurance companies, as equity stakeholders in policyholders’ lives, have incentives to mitigate their health risks. I introduce a framework that enables life insurers to evaluate the financial viability of developing and implementing health engagement programs. By leveraging a proprietary big database of health and mortality information from a large U.S. life insurer, I use machine learning techniques to quantify the benefits and use a rational addiction model to calculate the cos

General Health ProfessionsHealth Professions
5
Article|0 citations·2022
Aggregate Lapsation Risk
Ralph S. J. Koijen, Hae Kang Lee, Stijn Van Nieuwerburgh
SSRN Electronic JournalOA
Economics and EconometricsEconomics, Econometrics and Finance

Research Areas

Economics and EconometricsBuilding and ConstructionGeneral Health Professions

Dive deeper into Hae Kang Lee's research on Nubint

Open this lab's papers in the app to read with AI, summarize, and cite in your writing.