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Actuarial Studies

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Actuarial Studies is a field of study that applies mathematical and statistical methods to assess risk in insurance, finance, and other industries. It involves the analysis of data to evaluate the likelihood of future events, enabling organizations to make informed decisions regarding risk management and financial planning.
lightbulbAbout this topic
Actuarial Studies is a field of study that applies mathematical and statistical methods to assess risk in insurance, finance, and other industries. It involves the analysis of data to evaluate the likelihood of future events, enabling organizations to make informed decisions regarding risk management and financial planning.

Key research themes

1. How can dependency structures among risks improve actuarial risk aggregation and modeling?

This theme investigates the incorporation of dependence between multiple risks, moving beyond the classical assumption of independence. Understanding and modeling dependencies, such as comonotonicity or strong positive dependence, is crucial because it affects the aggregate risk distribution and the adequacy of capital reserves. Accurately capturing dependencies can lead to improved pricing, reserving, and risk management in insurance and finance.

Key finding: Dhaene et al. (2002) formalize comonotonicity as a dependence structure representing perfect positive dependence among risks, showing that under comonotonicity the aggregate loss sum captures the worst-case risk scenario and... Read more
Key finding: The study by Harding and Quan (n.d.) identifies key exogenous economic variables and firm-specific financial variables that dynamically affect life insurers' financial performance, highlighting how dependencies between market... Read more
Key finding: Jarraya and Helmi (2016) analyze optimal asset allocation for insurers considering regulatory constraints (e.g., solvency) and market dependencies. Their work accounts for the interplay between investment assets and insurance... Read more

2. In what ways can big data and advanced modeling techniques enhance actuarial predictions in insurance?

This research theme examines how big data and computational advancements, especially machine learning and deep learning, contribute to refining actuarial models for risk assessment, pricing, and reserves estimation. Incorporating broader and more complex data sources enables actuaries to capture subtler patterns, leading to more accurate individual-level predictions, improved claims management, and adaptation to emerging risks.

Key finding: This paper by Bischi et al. (2020) reveals that big data analytics enhances actuarial capabilities by enabling insurers to integrate diverse datasets (e.g., telematics, socio-economic, climate) into pricing and risk models,... Read more
Key finding: Agbeko (2023) innovatively integrates a Gaussian distribution on the error term in the Modified Lee-Carter mortality model and applies deep neural networks for parameter estimation. This novel approach departs from... Read more
Key finding: Fischer et al. (2022) argue that individual claims models, supported by detailed granular data, allow actuaries to overcome limitations of traditional aggregate reserving methods like chain-ladder. They show that with... Read more

3. How can actuarial methods better integrate individual-level risk assessments and fairness considerations in pricing?

This theme explores challenges in translating group-level statistical risk estimates to individual clients and addressing fairness in actuarial pricing schemes. It includes methodological critique of wide confidence intervals in individual risk estimates, the notion of actuarial fairness, and proposals for utility-based pricing that can yield equitable treatment among heterogeneous policyholders.

Key finding: Monahan (2015) critiques the idea that actuarial risk assessments are too imprecise for individual-level decision-making due to wide confidence intervals. He dismantles this view by clarifying that actuarial probabilities are... Read more
Key finding: Jin et al. (n.d.) demonstrate that actuarial fairness based on expected values leads paradoxically to 'unfair' outcomes where individuals with higher survival probabilities statistically obtain superior annuity payoffs in... Read more
Key finding: This study (author not specified) stresses the challenges auditors face in validating actuarial reserve estimates for insurance companies due to limited domain expertise and reliance on third-party actuaries. It highlights... Read more

All papers in Actuarial Studies

This is a summary of the numbered formulas and end of chapter concepts for EXAM MLC - Models for Life Contingencies. Details of Reference: Book Title: Study Manual for SOA Exam MLC Life Contingencies Edition: 14th Author of Reference:... more
This paper is intended as a guide to building insurance risk (loss) models. A typical model for insurance risk, the so-called collective risk model, treats the aggregate loss as having a compound distribution with two main components: one... more
The article presents the analysis and systematization of basic pricing models in cyber risk insurance. The most common models and approaches in modern publications are compared by the author. Also, the article pays identifies their... more
In this paper, we present a procedure for consistent estimation of the severity and frequency distributions based on incomplete insurance data and demonstrate that ignoring the thresholds leads to a serious underestimation of the ruin... more
Regresi logistik multinomial merupakan regresi logistik yang digunakan saat variabel dependen mempunyai sifat polichotomous atau multinomial. Hasil analisis yang diperoleh menyatakan bahwa usia pemegang polis dan cara pembayaran premi... more
This paper is intended as a guide to building insurance risk (loss) models. A typical model for insurance risk, the so-called collective risk model, treats the aggregate loss as having a compound distribution with two main components: one... more
Catalogue Essay for “Who Thinks The Future?” a Peer Sessions group exhibition featuring Josh Bilton, Darren Harvey-Regan, Jenny Moore, David Mabb, Steven Ounanian, Kate Pickering and Charlotte Warne Thomas curated by Tom Trevatt Lewisham... more
In this paper, we present a procedure for consistent estimation of the severity and frequency distributions based on incomplete insurance data and demonstrate that ignoring the thresholds leads to a serious underestimation of the ruin... more
In this paper, we present a procedure for consistent estimation of the severity and frequency distributions based on incomplete insurance data and demonstrate that ignoring the thresholds leads to a serious underestimation of the ruin... more
This paper introduces a new framework for modelling the joint development over time of mortality rates in a pair of related populations with the primary aim of producing consistent mortality forecasts for the two populations. The primary... more
This paper is intended as a guide to building insurance risk (loss) models. A typical model for insurance risk, the so-called collective risk model, treats the aggregate loss as having a compound distribution with two main components: one... more
The same Americans who become incredulous over the idea that Social Security could become bankrupt or that the earth could run out of a sustainable supply of fossil fuel may soon have to confront the possibility that state and local... more
The insurance trade in Zambia has seen incredible swing in the manner in which the business is shepherded having relocated from a monopoly in the pre-liberalization epoch to a free market after the liberalization of the economy in 1992.... more
This paper introduces a new framework for modelling the joint development over time of mortality rates in a pair of related populations with the primary aim of producing consistent mortality forecasts for the two populations. The primary... more
In this paper, we present a procedure for consistent estimation of the severity and frequency distributions based on incomplete insurance data and demonstrate that ignoring the thresholds leads to a serious underestimation of the ruin... more
We analyse the choice of the appropriate delivery mechanism(s) relevant to various types of microinsurance products in a developmental context like that prevailing in Bangladesh. By examining various delivery mechanisms under different... more
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