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In the literature, insurance and reinsurance pricing is typically determined by a premium principle, characterized by a risk measure that reflects the policy seller's risk attitude. Building on the work of Meyers (1980) and Chen et al.…

风险管理 · 定量金融 2025-07-08 Ziyue Shi , David Landriault , Fangda Liu

We propose a dependence-aware predictive modeling framework for multivariate risks stemmed from an insurance contract with bundling features - an important type of policy increasingly offered by major insurance companies. The bundling…

统计方法学 · 统计学 2023-10-17 Peng Shi , Zifeng Zhao

Insurance products frequently cover significant claims arising from a variety of sources. To model losses from these products accurately, actuarial models must account for high-severity claims. A widely used strategy is to apply a mixture…

统计方法学 · 统计学 2025-04-30 Sébastien Jessup , Mélina Mailhot , Mathieu Pigeon

Our paper explores a discrete-time risk model with time-varying premiums, investigating two types of correlated claims: main claims and by-claims. Settlement of the by-claims can be delayed for one time period, representing real-world…

风险管理 · 定量金融 2024-08-02 Dhiti Osatakul , Shuanming Li , Xueyuan Wu

Analysing dependent risks is an important task for insurance companies. A dependency is reflected in the fact that information about one random variable provides information about the likely distribution of values of another random…

应用统计 · 统计学 2021-03-22 Sen Hu , Adrian O'Hagan

It has become standard practice in the non-life insurance industry to employ Generalized Linear Models (GLMs) for insurance pricing. However, these GLMs traditionally work only with a priori characteristics of policyholders, while nowadays…

应用统计 · 统计学 2021-01-26 Robert Matthijs Verschuren

Modeling the dependence between multiple risk types is a central challenge in contemporary insurance risk management. The standard approaches, L\'evy copulas and zero-mixed models, often face practical difficulties in simulation and…

风险管理 · 定量金融 2026-05-26 Roberto Baviera , Pietro Manzoni , Michele Domenico Massaria

In actuarial practice the dependency between contract limitations (deductibles, copayments) and health care expenditures are measured by the application of the Monte Carlo simulation technique. We propose, for the same goal, an alternative…

统计方法学 · 统计学 2020-11-19 Fabio Baione , Davide Biancalana , Paolo De Angelis

Understanding variable dependence, particularly eliciting their statistical properties given a set of covariates, provides the mathematical foundation in practical operations management such as risk analysis and decision-making given…

统计方法学 · 统计学 2023-09-06 Yunyun Wang , Tatsushi Oka , Dan Zhu

We consider computation of market values of bonus payments in multi-state with-profit life insurance. The bonus scheme consists of additional benefits bought according to a dividend strategy that depends on the past realization of financial…

风险管理 · 定量金融 2023-11-07 Jamaal Ahmad , Kristian Buchardt , Christian Furrer

Insurers are increasingly adopting more demand-based strategies to incorporate the indirect effect of premium changes on their policyholders' willingness to stay. However, since in practice both insurers' renewal premia and customers'…

应用统计 · 统计学 2022-10-10 Robert Matthijs Verschuren

We develop a claim score based on the Bonus-Malus approach proposed by [7]. We compare the fit and predictive ability of this new model with various models for of panel count data. In particular, we study in more details a new dynamic model…

应用统计 · 统计学 2018-12-18 Jean-Philippe Boucher , Mathieu Pigeon

Rate change calculations in the literature involve deterministic methods that measure the change in premium for a given policy. The definition of rate change as a statistical parameter is proposed to address the stochastic nature of the…

投资组合管理 · 定量金融 2018-10-26 Roland R. Ramsahai

Measuring the contribution of a bank or an insurance company to overall systemic risk is a key concern, particularly in the aftermath of the 2007--2009 financial crisis and the 2020 downturn. In this paper, we derive worst-case and…

风险管理 · 定量金融 2025-11-18 Jinghui Chen , Edward Furman , X. Sheldon Lin

Generalized linear models (GLMs) using a regression procedure to fit relationships between predictor and target variables are widely used in automobile insurance data. Here, in the process of ratemaking and in order to compute the premiums…

应用统计 · 统计学 2016-06-02 J. M. Pérez-Sánchez , E. Gómez-Déniz

In this paper, we develop a method to model and estimate several, _dependent_ count processes, using granular data. Specifically, we develop a multivariate Cox process with shot noise intensities to jointly model the arrival process of…

风险管理 · 定量金融 2021-08-19 Benjamin Avanzi , Gregory Clive Taylor , Bernard Wong , Xinda Yang

Powered with telematics technology, insurers can now capture a wide range of data, such as distance traveled, how drivers brake, accelerate or make turns, and travel frequency each day of the week, to better decode driver's behavior. Such…

应用统计 · 统计学 2020-07-08 Banghee So , Jean-Philippe Boucher , Emiliano A. Valdez

In general insurance, risks from different categories are often modeled independently and their sum is regarded as the total risk the insurer takes on in exchange for a premium. The dependence from multiple risks is generally neglected even…

应用统计 · 统计学 2019-04-10 Sen Hu , T Brendan Murphy , Adrian O'Hagan

The multilevel model (MLM) is the popular approach to describe dependences of hierarchically clustered observations. A main feature is the capability to estimate (cluster-specific) random effect parameters, while their distribution…

统计方法学 · 统计学 2021-06-21 Jean-Paul Fox , Wouter Smink

In order to determine a suitable automobile insurance policy premium one needs to take into account three factors, the risk associated with the drivers and cars on the policy, the operational costs associated with management of the policy…

机器学习 · 计算机科学 2022-09-08 Patrick Hosein