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Calculating Insurance Claim Reserves with an Intuitionistic Fuzzy Chain-Ladder Method

  • Dades identificatives

    Identificador: imarina:9379170
    Autors:
    Andrés-Sánchez JD
    Resum:
    Estimating loss reserves is a crucial activity for non-life insurance companies. It involves adjusting the expected evolution of claims over different periods of active policies and their fluctuations. The chain-ladder (CL) technique is recognized as one of the most effective methods for calculating claim reserves in this context. It has become a benchmark within the insurance sector for predicting loss reserves and has been adapted to estimate variability margins. This variability has been addressed through both stochastic and possibilistic analyses. This study adopts the latter approach, proposing the use of the CL framework combined with intuitionistic fuzzy numbers (IFNs). While modeling with fuzzy numbers (FNs) introduces only epistemic uncertainty, employing IFNs allows for the representation of bipolar data regarding the feasible and infeasible values of loss reserves. In short, this paper presents an extension of the chain-ladder technique that estimates the parameters governing claim development through intuitionistic fuzzy regression, such as symmetric triangular IFNs. Additionally, it compares the results obtained with this method with those derived from the stochastic chain ladder by England and Verrall.
  • Altres:

    Autor segons l'article: Andrés-Sánchez JD
    Departament: Gestió d'Empreses
    Autor/s de la URV: De Andrés Sànchez, Jorge
    Paraules clau: Chain ladder Intuitionistic fuzzy numbers Intuitionistic fuzzy regression Loss reserving Probability–possibility transformation Symmetric triangular intuitionistic fuzzy numbers
    Resum: Estimating loss reserves is a crucial activity for non-life insurance companies. It involves adjusting the expected evolution of claims over different periods of active policies and their fluctuations. The chain-ladder (CL) technique is recognized as one of the most effective methods for calculating claim reserves in this context. It has become a benchmark within the insurance sector for predicting loss reserves and has been adapted to estimate variability margins. This variability has been addressed through both stochastic and possibilistic analyses. This study adopts the latter approach, proposing the use of the CL framework combined with intuitionistic fuzzy numbers (IFNs). While modeling with fuzzy numbers (FNs) introduces only epistemic uncertainty, employing IFNs allows for the representation of bipolar data regarding the feasible and infeasible values of loss reserves. In short, this paper presents an extension of the chain-ladder technique that estimates the parameters governing claim development through intuitionistic fuzzy regression, such as symmetric triangular IFNs. Additionally, it compares the results obtained with this method with those derived from the stochastic chain ladder by England and Verrall.
    Àrees temàtiques: Astronomia / física Computer science (miscellaneous) Engineering (miscellaneous) General mathematics Mathematics Mathematics (all) Mathematics (miscellaneous) Química
    Accès a la llicència d'ús: https://creativecommons.org/licenses/by/3.0/es/
    Adreça de correu electrònic de l'autor: jorge.deandres@urv.cat
    Identificador de l'autor: 0000-0002-7715-779X
    Data d'alta del registre: 2024-10-12
    Versió de l'article dipositat: info:eu-repo/semantics/publishedVersion
    Enllaç font original: https://www.mdpi.com/2227-7390/12/6/845
    Referència a l'article segons font original: Mathematics. 12 (6):
    Referència de l'ítem segons les normes APA: Andrés-Sánchez JD (2024). Calculating Insurance Claim Reserves with an Intuitionistic Fuzzy Chain-Ladder Method. Mathematics, 12(6), -. DOI: 10.3390/math12060845
    URL Document de llicència: https://repositori.urv.cat/ca/proteccio-de-dades/
    DOI de l'article: 10.3390/math12060845
    Entitat: Universitat Rovira i Virgili
    Any de publicació de la revista: 2024
    Tipus de publicació: info:eu-repo/semantics/article
  • Paraules clau:

    Computer Science (Miscellaneous),Engineering (Miscellaneous),Mathematics,Mathematics (Miscellaneous)
    Chain ladder
    Intuitionistic fuzzy numbers
    Intuitionistic fuzzy regression
    Loss reserving
    Probability–possibility transformation
    Symmetric triangular intuitionistic fuzzy numbers
    Astronomia / física
    Computer science (miscellaneous)
    Engineering (miscellaneous)
    General mathematics
    Mathematics
    Mathematics (all)
    Mathematics (miscellaneous)
    Química
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