Risk prediction in life insurance industry using supervised learning algorithms

N Boodhun, M Jayabalan - Complex & Intelligent Systems, 2018 - Springer
Risk assessment is a crucial element in the life insurance business to classify the applicants.
Companies perform underwriting process to make decisions on applications and to price …

A computational intelligence approach for predicting medical insurance cost

CA ul Hassan, J Iqbal, S Hussain… - Mathematical …, 2021 - Wiley Online Library
In the domains of computational and applied mathematics, soft computing, fuzzy logic, and
machine learning (ML) are well‐known research areas. ML is one of the computational …

What we know about research on life insurance lapse: A bibliometric analysis

SN Shamsuddin, N Ismail, NF Roslan - Risks, 2022 - mdpi.com
A lapsed policy is an insurance policy that has become inactive due to non-payment of
premiums. The word “lapse” is an insurance topic that constantly evolves, proven by the …

Assessing risk in life insurance using ensemble learning

R Jain, JA Alzubi, N Jain… - Journal of Intelligent & …, 2019 - content.iospress.com
Risk assessment is an important aspect of decision making while granting policy to an
applicant. In the vast economy with enormous feature criteria for everyone, it is an ongoing …

The cost of consumer collateral: Evidence from bunching

BL Collier, C Ellis, BJ Keys - 2021 - nber.org
We show that borrowers are highly sensitive to the requirement of posting their homes as
collateral. Using administrative loan application and performance data from the US Federal …

Insurance Claim Analysis Using Traditional Machine Learning Algorithms

BK Saraswat, A Singhal, S Agarwal… - 2023 International …, 2023 - ieeexplore.ieee.org
Very often, due to some accidental reasons, a person undergoes medical treatment, and
being a part of an organization, he has the facility to claim the insurance money. So, does a …

An examination of life insurance policy surrender and loan activity

CR Cole, SG Fier - Journal of Risk and Insurance, 2021 - Wiley Online Library
Extant literature has explored policyowner decision‐making as it relates to both life
insurance policy surrender and borrowing activity. However, researchers have not yet …

On voluntary terminations of life insurance: Differentiating surrender propensity from lapse propensity across product types

Y Hwang, LFS Chan, CJ Tsai - North American Actuarial Journal, 2022 - Taylor & Francis
Understanding the causes of voluntary terminations is important to the service quality,
profitability, and risk management of the life insurer. This article extends the literature on the …

A Revisit to Sunk Cost Fallacy for Two-Stage Stochastic Binary Decision Making

X Tian, B Jiang, KW Pang, Y Du, Y Jin, S Wang - Mathematics, 2024 - mdpi.com
This paper undertakes a revisit of the sunk cost fallacy, which refers to the tendency of
people to persist investing resources into something, even if it is destined to have no good …

A demand curve for disaster recovery loans

B Collier, C Ellis - Econometrica, 2024 - Wiley Online Library
We estimate and trace a credit demand curve for households that recently experienced
damage to their homes from a natural disaster. Our administrative data include over one …