Improving the understanding and consideration of uncertainty in the (re)insurance industry

Lead Research Organisation: University of Bristol
Department Name: Civil Engineering

Abstract

Summary

Insurance companies provide insurance against a wide range of threats, such as natural catastrophes, nuclear incidents and terrorism. To monitor risk and support investment decisions, mathematical models are used to set the premiums which they charge to their clients such that there is little risk of their company finding itself in financial trouble, should large rare events occur. While these models are essential tools for improving the transparency of an insurer's risk profile, their development is costly and their value for decision-making is undermined by a lack of rigorous and trusted processes for model validation. The insurance sector faces increasing regulation which requires them to test their capital models in such a way that uncertainties are adequately captured and that plans are in place to assess the risks and their mitigation. The building and testing of financial models constitutes a high cost for insurance companies, and is a time intensive activity, which conflicts with the high day-to-day workload.
This project aims to transfer methods and tools (i.e. global sensitivity analysis and the SAFE software toolbox) developed in academia and funded by NERC projects to the insurance industry and to tailor them in such a way to facilitate their uptake in the insurance industry. This will equip them with tools to better capture the risks and the uncertainties embedded in their models, with more structured approaches to validate their models. Therefore, this will increase the robustness of their financial decisions.
In the first stage of my fellowship project, I will build on the existing collaboration with the (re)insurance company XL Catlin to review how numerical models, both catastrophe and capital models, are developed, validated and used within their company. I will also develop pilot applications, a tailored version of these tools and detailed guidelines on how to use them, which will form the basis for disseminating best practices across the wider (re)insurance industry. This will be achieved both by collaborating with the OASIS consortium - including a tailored version of SAFE in their open access platform as the standard methodology for rigorous model validation - and by holding workshops for the wider (re)insurance industry.
An increased understanding and consideration of uncertainty in the insurance modelling process can only promote a more continuous and aware use of model predictions to support financial decision-making. This will be driven by the adequate quantification of risks and vulnerability due to possible models flaws, therefore leading to better-informed and more robust business decisions. This in turn will strengthen the leading position of the UK in the area. Ultimately this will increase the transparency of an insurer's risk profile, contribute to the reduction and management of financial risk, reduce capital requirements and stabilise earning.

Publications

10 25 50
 
Title Introductory animated video to Sensitivity Analysis 
Description I created an animated video/info graphic to introduce the topic of Sensitivity Analysis to a non-technical audience. 
Type Of Art Film/Video/Animation 
Year Produced 2020 
Impact It has been included in the Multi-hazard risk principles in an uncertain world - Masterclass website: http://www.uncertainworld.net/library.html so any impact will be on viewers reached by that website. 
URL https://safe-insurance.uk/GSA-SAFE_material.html
 
Description The key finding is that GSA methodology and related tools can be effectively transferred to the re-insurance sector, which is able to adopt them in their current practice and internally train other teams to use them.
Exploitation Route We wrote a whitepaper with AXA XL which showcases the main outcomes of the collaboration which sets best practice on model evaluation for other re/insurance companies:
https://axaxl.com/-/media/axaxl/files/pdfs/campaign/reinsurance-outlook/downloads/safe-axa-xl-whitepaper_v-july-12-2022-clean-copy-pmw.pdf
Sectors Financial Services, and Management Consultancy

URL https://safe-insurance.uk/Outputs.html
 
Description The project enabled (re)insurance companies to more efficiently capture the uncertainties and sensitivities embedded in their mathematical models, with structured approaches to validate their models and to test the impact of assumptions on the model predictions. By better capturing these uncertainties, they will be able to make informed decisions depending on the stakes of the risk underwritten and the risk attitude of the decision-maker.
First Year Of Impact 2017
Sector Financial Services, and Management Consultancy
Impact Types Economic

 
Description AXA XL model evaluation team adopted Global Sensitivity Analysis methodology and related tools which I transferred as their current practice
Geographic Reach Multiple continents/international 
Policy Influence Type Influenced training of practitioners or researchers
Impact They are now able to evaluate catastrophe models much more efficiently and meet regulatory requirements.
 
Description Communicating key engineering risk principles (Strategic Engagement Award - EPSRC Impact Acceleration Account)
Amount £49,869 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 04/2020 
End 03/2021
 
Description Collaboration with AXA XL 
Organisation AXA XL
Country United Kingdom 
Sector Private 
PI Contribution I've contributed by transferring state-of-the-art Global Sensitivity Analysis (GSA) methods, tools (SAFE toolbox) and expertise. I've transferred this expertise through regular meetings with the actuaries at AXA XL and through two training workshops (each attended by around 10-15 participants), for which I developed training material as tutorials in Rmarkdown. I'm further collaborating with the model validation team at AXA XL and improving the uncertainty quantification of their CAT flood models.
Collaborator Contribution The collaborators have contributed through sharing models, data and input in interpreting the results.
Impact This collaboration have resulted in case studies which have been presented at several conferences and have formed the basis of training material.
Start Year 2017
 
Description Collaboration with JBA Risk Management 
Organisation JBA Trust
Department JBA Risk Management
Country United Kingdom 
Sector Private 
PI Contribution I've contributed by transferring state-of-the-art Global Sensitivity Analysis (GSA) methods, tools (SAFE toolbox) and expertise to the modelling team at JBA Risk Management. I've transferred this expertise through regular meetings and and through a presentation (attended by around 7 participants). Together we have delivered the workshop "How SAFE is your model? Sensitivity Analysis in flood catastrophe modelling" at the Oasis Conference 2019 - The good, the bad and the ugly. The output of the collaboration are available here: https://safe-insurance.uk
Collaborator Contribution The collaborators have contributed by providing training about their models, by sharing models and data, by running the model and by providing input in interpreting the results.
Impact This collaboration have resulted in case studies which have been presented at conferences and have formed the basis of training material used during presentations and tutorials at other re/insurance companies.
Start Year 2018
 
Description Collaboration with OASIS LMF 
Organisation Oasis Loss Modelling Framework
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution I've contributed by developing a case study which links an OASIS model to the SAFE toolbox, and which shows the type of results that you can get from Global Sensitivity Analysis (GSA) and the benefits of using GSA and the SAFE toolbox.
Collaborator Contribution The collaborators have contributed through helping me to set up the OASIS software on my laptop and my helping to deliver the workshops during the OASIS conference in 2019.
Impact The case study developed during the collaboration is used as training material and is available here: https://safe-insurance.uk/Outputs.html
Start Year 2018
 
Description Blog on Cabot Institute website 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact I wrote a blog for the Cabot Institute website on an insurance related event I've attended.
Year(s) Of Engagement Activity 2019
URL http://cabot-institute.blogspot.com/2019/01/what-global-threats-should-we-be-most.html
 
Description Co-delivered 2 workshops at OASIS LMF conference 2019 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Co-delivered together with JBA Risk Management and OASIS LMF two workshops on "How SAFE is your model? Sensitivity Analysis in flood catastrophe modelling".
The first day the workshop was attended by ~40-50 people, while the second day by ~20-30 people.
People showed interest in using the SAFE toolbox after the conference.
Year(s) Of Engagement Activity 2019
URL https://oasislmf.org/application/files/6415/8074/3163/Agenda2019_OasisConference.pdf
 
Description Co-delivered workshop for my research group 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact I co-delivered a workshop for 10 PhD students, postdoc and visiting professor in my research group on an introduction to GSA/SAFE and RMarkdown workflow to guide through the steps of applying GSA to a rainfall-runoff model using SAFE in R. This has led to new users of the SAFE toolbox.
Year(s) Of Engagement Activity 2018
 
Description Delivered 4 tutorials at AXA XL across various business units 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact I delivered 4 tutorials at AXA XL (two to pricing actuaries, each with around 10-15 participants, and two to decision-makers (senior underwriters, head of pricing and Natural Hazards & Climate Change Manager) both in person and via teleconference). In the first two I delivered an introduction to GSA/SAFE + RMarkdown workflow to guide through the steps of applying GSA to a pricing model using SAFE in R, while in the last two I delivered an introduction to GSA/SAFE, benefits of using GSA through examples from previous collaborations with other teams at AXA XL. This has lead to new collaborations inside the company.
Year(s) Of Engagement Activity 2018,2019,2020,2021
 
Description Delivered tutorial in Southampton for international researchers 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I delivered a tutorial for 15 researchers coming from various international institutions on an introduction to GSA/SAFE and RMarkdown workflow to guide through the steps of applying GSA to a rainfall-runoff model using SAFE in R.
Year(s) Of Engagement Activity 2019
 
Description Organised an insurance related workshop at Bristol University titled: Making insurance work for all - Disaster resilience in the developing world 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact Networking event with researchers from Bristol University and (re)insurance industry practitioners to identify current opportunities and to discuss possible collaborations to improve the resilience to natural hazards in developing countries.
It aimed to bring together researchers at the University of Bristol (engineering) and practitioners from the (re)insurance sector to share experience and explore potential opportunities for collaboration in the field of strengthening resilience to natural hazards in developing countries.
The day was divided into two parts: discussion groups between UoB researchers and leading re/insurance practitioners (attended by 21 people) and presentations open to the general public (attended by ~40 people).
Impacts have been the creation of at least three connections between academia and industry, which resulted in potential collaborations and in a tutorial I delivered at an insurance company (Willis Re).
Year(s) Of Engagement Activity 2019
URL http://www.bris.ac.uk/engineering/events/2019/resilience.html
 
Description Poster at EGU 2018 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact I presented a poster about my work, and I have interacted and exchanged ideas with a variety of scientists and industry practitioners. The discussion with other researchers was engaging and useful, as it provided feedback and gave me ideas on how to develop my work further.
Year(s) Of Engagement Activity 2018
 
Description Poster at Models to Decisions (Decision Making Under Uncertainty) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact I presented a poster about my work, and I have interacted and exchanged ideas with a variety of scientists and industry practitioners. The discussion with other researchers was engaging and useful, as it provided feedback and gave me ideas on how to develop my work further. It also increased the exposure of my work outside academia.
Year(s) Of Engagement Activity 2018
 
Description Poster at UKADR 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact I presented a poster about my work, and I have interacted and exchanged ideas with researchers and third sector members.
Year(s) Of Engagement Activity 2018
 
Description Presentation at the Bristol Actuarial Society 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Industry/Business
Results and Impact I gave a presentation on GSA and the SAFE toolbox, and examples of the benefits of using GSA through a pricing model case study.
This has sparked an engaged discussion after the talk.
Year(s) Of Engagement Activity 2019
 
Description Presentation, tutorial and discussions at AXA (Paris) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact I gave a presentation, a tutorial and had dedicated discussions with the natural hazard modelling team at AXA Paris over two days.
They have plans to further use the toolbox and potentially to integrate it with their modelling framework.
Year(s) Of Engagement Activity 2020
 
Description Tutorial at AON 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact I gave a presentation on GSA and the SAFE toolbox, examples of the benefits of using GSA, and a tutorial on how to use the SAFE toolbox, using as an example JBA's Global Flood Model. I've also helped them to set-up pilot application of GSA/SAFE to their model. They fed back that they are setting up an analysis of their model using the SAFE toolbox.
Year(s) Of Engagement Activity 2019
 
Description Tutorial at Willis Re 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact I gave a presentation on GSA and the SAFE toolbox, examples of the benefits of using GSA, and a tutorial on how to use the SAFE toolbox, using as an example JBA's Global Flood Model. They requested a license of the toolbox after the workshop.
Year(s) Of Engagement Activity 2019
 
Description Workshop at Munich Re 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact I gave an online presentation on GSA and the SAFE toolbox, examples of the benefits of using GSA, and a tutorial on how to use the SAFE toolbox, using as an example the case study I did with JBA on their Global Flood Model and the work I did with AXA XL. They requested a license of the toolbox after the workshop.
Year(s) Of Engagement Activity 2020