Featured Product

    EIOPA Issues Thematic Report on Big Data Analytics in Insurance Sector

    May 08, 2019

    EIOPA published a report on the use of big data analytics, along with its associated benefits and risks, throughout the insurance value chain, with focus on motor and health insurance business lines. This report is based on a thematic review that was launched in the summer of 2018, with about 222 insurance undertakings and intermediaries from 28 jurisdictions participating in the review.

    The thematic review has revealed a strong trend toward increasingly data-driven business models throughout the insurance value chain in motor and health insurance:

    • The use of data outsourced from third-party data vendors and their corresponding algorithms used to calculate metrics, such as credit scores, driving scores, and claims scores, is relatively extended and this information can be used in technical models.
    • Big data analytics tools such as artificial intelligence or machine learning are already actively used by 31% of firms and another 24% are at a proof of concept stage. Models based on these tools are often correlational—not causative—and they are primarily used on pricing and underwriting and claims management.
    • Cloud computing services, which reportedly represent a key enabler of agility and data analytics, are already used by 33% of insurance firms, with a further 32% saying they will be moving to the cloud over the next three years. Data security and consumer protection are key concerns of this outsourcing activity.
    • Big data analytics enables the development of new rating factors, leading to smaller risk pools and a larger number of them. Most rating factors have a causal link while others are perceived as being a proxy for other risk factors or wealth/price elasticity of demand.
    • However, as yet, no evidence exists that an increasing granularity of risk assessments is causing exclusion issues for high-risk consumers, although firms expect the impact of big data analytics to increase in the years to come.

    EIOPA concludes from the review that many opportunities are arising from big data analytics, both for the insurance industry and for consumers. Although insurance firms have in place or are developing sound data governance arrangements, there are additional risks arising from big data analytics that need to be further addressed in practice. Some of these risks are not new, but their significance is amplified in the context of big data analytics. This is particularly the case regarding ethical issues with the fairness of the use of big data analytics and regarding the accuracy, transparency, auditability, and explainability of certain big data analytics tools such as artificial intelligence and machine learning. EIOPA will further assess how artificial intelligence and machine learning can be best supervised in practice. In this context, different options will be considered, such as introducing specific governance requirements for specific big data analytics tools and algorithms. This could include reviewing the role that Solvency II’s key functions (and in particular the actuarial function) should play in this context. 

    InsurTech Task Force of EIOPA will, in 2019, conduct further work in the areas of artificial intelligence and machine learning in collaboration with the industry, academia, consumer associations, and other relevant stakeholders. The work being done on artificial intelligence by the Joint Committee of the ESAs as well as in other international fora will also be taken into account. In addition, EIOPA will explore third-party data vendor issues, including transparency in the use of rating factors in the context of the EU-U.S. insurance dialog. Furthermore, EIOPA will develop guidelines on the use of cloud computing by insurance firms and will start a new workstream assessing new business models and ecosystems arising from insurtech. EIOPA will also continue its ongoing work in the area of cyber insurance and cyber security risks.

     

    Related Links

    Keywords: Europe, EU, Insurance, Big Data, Fintech, Thematic Review, Insurtech, Artificial Intelligence, Machine Learning, EIOPA

    Related Articles
    News

    EBA Clarifies Use of COVID-19-Impacted Data for IRB Credit Risk Models

    The European Banking Authority (EBA) published four draft principles to support supervisory efforts in assessing the representativeness of COVID-19-impacted data for banks using the internal ratings based (IRB) credit risk models.

    June 21, 2022 WebPage Regulatory News
    News

    EP Reaches Agreement on Corporate Sustainability Reporting Directive

    The European Council and the European Parliament (EP) reached a provisional political agreement on the Corporate Sustainability Reporting Directive (CSRD).

    June 21, 2022 WebPage Regulatory News
    News

    PRA Consults on Model Risk Management Principles for Banks

    The Prudential Regulation Authority (PRA) launched a consultation (CP6/22) that sets out proposal for a new Supervisory Statement on expectations for management of model risk by banks.

    June 21, 2022 WebPage Regulatory News
    News

    EC Regulation Amends Standards for Calculating Credit Risk Adjustments

    The European Commission (EC) published the Delegated Regulation 2022/954, which amends regulatory technical standards on specification of the calculation of specific and general credit risk adjustments.

    June 21, 2022 WebPage Regulatory News
    News

    HKMA Announces Launch of Data Repository on Sustainable Finance

    The Hong Kong Monetary Authority (HKMA) announced that the Green and Sustainable Finance (GSF) Cross-Agency Steering Group has launched the information and data repositories and outlined the progress made in advancing the development of green and sustainable finance in Hong Kong.

    June 21, 2022 WebPage Regulatory News
    News

    BIS Hub Updates Work Program for 2022, Announces New Projects

    The Bank for International Settlements (BIS) Innovation Hub updated its work program, announcing a set of projects across various centers.

    June 17, 2022 WebPage Regulatory News
    News

    EIOPA Issues Cyber Underwriting Proposal, Statement on Open Insurance

    The European Insurance and Occupational Pensions Authority (EIOPA) published two consultation papers—one on the supervisory statement on exclusions related to systemic events and the other on the supervisory statement on the management of non-affirmative cyber exposures.

    June 17, 2022 WebPage Regulatory News
    News

    NGFS Report on Integration of G-Cubed Model into NGFS Scenarios

    The Network for Greening the Financial System (NGFS) published a report that explores the feasibility of integrating the G-Cubed general equilibrium model into the NGFS suite of models.

    June 17, 2022 WebPage Regulatory News
    News

    US Senate Members Seek Details on SEC Proposed Climate Disclosure Rule

    Certain members of the U.S. Senate Committee on Banking, Housing, and Urban Affairs issued a letter to the Securities and Exchange Commission (SEC)

    June 16, 2022 WebPage Regulatory News
    News

    EIOPA Consults on Review of Securitization Framework in Solvency II

    The European Insurance and Occupational Pensions Authority (EIOPA) published a consultation paper on the advice on the review of the securitization prudential framework in Solvency II.

    June 16, 2022 WebPage Regulatory News
    RESULTS 1 - 10 OF 8301