According to the Solvency II directive, insurers can use internal models for solvency assessment, but regulators must approve these models. Sensitivity analysis is a crucial part of the approval process. However, the directive lacks clarity on the required sensitivity analysis. Various techniques exist in literature to assess the impact of model assumptions on output, each revealing different aspects of model behaviour. In this letter, we suggest a minimum standard for regulators to ensure model quality. We propose complementary sensitivity settings for internal model development, governance, and approval. Implementing these settings enhances the explainability of approved models and their reliability.

Borgonovo, E., Clemente, G. P., Rabitti, G., Why insurance regulators need to require sensitivity settings of internal models for their approval, <<FINANCE RESEARCH LETTERS>>, N/A; 60 (N/A): 1-11. [doi:10.1016/j.frl.2023.104859] [https://hdl.handle.net/10807/261635]

Why insurance regulators need to require sensitivity settings of internal models for their approval

Clemente, Gian Paolo;
2024

Abstract

According to the Solvency II directive, insurers can use internal models for solvency assessment, but regulators must approve these models. Sensitivity analysis is a crucial part of the approval process. However, the directive lacks clarity on the required sensitivity analysis. Various techniques exist in literature to assess the impact of model assumptions on output, each revealing different aspects of model behaviour. In this letter, we suggest a minimum standard for regulators to ensure model quality. We propose complementary sensitivity settings for internal model development, governance, and approval. Implementing these settings enhances the explainability of approved models and their reliability.
2024
Inglese
Borgonovo, E., Clemente, G. P., Rabitti, G., Why insurance regulators need to require sensitivity settings of internal models for their approval, <<FINANCE RESEARCH LETTERS>>, N/A; 60 (N/A): 1-11. [doi:10.1016/j.frl.2023.104859] [https://hdl.handle.net/10807/261635]
File in questo prodotto:
File Dimensione Formato  
FinanceResearchLetters_RabittiBorgonovo.pdf

accesso aperto

Licenza: Creative commons
Dimensione 1.13 MB
Formato Adobe PDF
1.13 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/261635
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 1
  • ???jsp.display-item.citation.isi??? 1
social impact