The overall objective of the Data Science Working Party is to be a source of delivering key objectives throughout on an annual basis of this will be to include case studies, webinars, events, strengthening the blend of actuarial expertise's. How we can integrate data science application within IFoA in our educational system and techniques we can use within our industry that are credible.
*We refer to “Data Science” as a collective term for: Data Science, Data Analytics, Big Data, Data Analysis, Data mining, Artificial Intelligence, Machine Learning, Robotics, Data Visualisation, Predictive Modelling, Deep learning.
Objectives
Objectives for Data Science WP for 2020 (considering Covid-19):
- Two Data Science events
- GIRO 2020 Contribution
- Three case studies
- Three webinars
- International Kaggle competition
Outputs
- What makes a Data Scientist?
- The Data Science process
- Statistics vs Machine Learning
- Natural Language Processing in Insurance
- Fitting data with XGBoost
- The Machine Learning Landscape
News and Events
- Data science - How actuaries can optimize usage of data science techniques within their sectors - 12 March 2020
- Data Science Virtual Conference - Data Science an Opportunities for Actuaries - 26 February - 15 April 2019
- Call for actuaries to join a Kaggle Team - for more information please email MemberInterestGroups@actuaries.org.uk
| Chair | Asif John |
|---|---|
| Members | 8 |
| Established | 2018 |
Related documents
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Guidance for Member Interest Groups (MIGs)
16 June 2020
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Contact Details
If you want more information about this research working party please contact the Communities Team.
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Events calendar
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Insurers’ hidden risk from reinsurance recaptures; the perspective of UK annuity writers
29 June 2022There is a lack of publicly available information covering the practices insurers employ to manage their exposure to reinsurance recapture risk. A working party was set-up to shed light on the different approaches insurers use to mitigate this complicated to manage risk. This report is intended to form part of a publicly available information repository that market practitioners can refer to and reflect on as best practice evolves and develops.
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Climate Solvency The Actuaries Carbon Collaboration: Applying Actuarial Concepts to Carbon Emissions
6 July 2022The Actuaries’ Carbon Collaboration (ACC) is a group of actuaries and other professionals working towards a coherent understanding of the issues around greenhouse gas (GHG) emissions by considering them in an actuarial context.
Emissions into and absorption from the atmosphere can be modelled in the same way that we model variable cash flows, including the impacts of uncertain quantities and timing. The ACC’s work investigates both the insights that this analogy provides and its limitations.
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Sessional Meeting: Data and Modelling Considerations for mental health in life insurance
11 July 2022This talk presents the work of the Data and Modelling workstream of the IFoA Mental Health Working Party. We explore data and modelling considerations in the risk assessment and underwriting of mental health conditions. We will also consider how newer risk factors and improved data availability might open up opportunities for additional underwriting and product designs.
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Pensions Dashboards
12 July 2022As the industry prepares for Pensions Dashboards, we have lined up a specialist panel who is at the heart of the ongoing work in this area. Hear the latest developments, future proposals and have the opportunity to put forward your questions to our speakers.
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Applying AI – From Concept to Practice
19 July 2022Artificial Intelligence is heralded as a game-changer to the ways industries use data, with the insurance industry especially looking to embrace these new technologies. This brings many questions – not least around data privacy, ethics, potential biases and so on – with regulators increasingly interested in developments.
Moreover, whilst the stunning progress of specific technologies such as Watson and Alphazero made headlines some years ago, current commercial applications of AI remain far from mature.
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This webinar will cover:
• Some background on the risks of misselling in an ESG context, including the DWS case
• Achieving positive impact is a strong antidote to the risks of greenwashing or ESG misselling, however this risks having a tension with fiduciary responsibilities
• This tension can be resolved with a concept called Universal Ownership
• Under Universal ownership, investors have an appetite to make a loss in order to achieve positive impact, and yet still have no compromise on their fiduciary responsibilities
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This session will focus on the transformation roadmap of the healthcare sector in KSA and the role of actuarial capabilities in enhancing its evolution to the desired end stage as per the objectives of the Vision 2030. The discussion will focus how the system has evolved so far and shed light on the expected future changes. Through examining the transformation, we will highlight how the sector is and can use actuarial expertise to not only assist with this transformation but also use basic actuarial principles to identify the key risks and their respective mitigation strategies.
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Sessional Meeting: Covid-19 and the Effectiveness of ERM Frameworks
Online15 August 2022The purpose of this research paper is to explore enterprise risk management lessons which can be learnt from the Covid-19 pandemic in preparation for potential future pandemics as well as other “gray rhino” or “black swan” events. This paper is not intended to be an all-encompassing solution to the issues presented by Covid-19; rather, the content has been provided to help drive discussions regarding how risk management processes may need to evolve in line with the dynamic nature of the underlying risks that they sometimes need to capture.
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The IFoA's Infrastructure Working Party, led by Chris Lewin, will present its new introductory guide to infrastructure investment, which will be published on the IFoA web-site prior to the webinar. Those readers whose institutions have already taken the plunge into infrastructure will know that it is a highly complex and diverse field of activity. This guide does not explore all the matters which investors take into account, but it does discuss many of the more important points, including the risks and past returns, benchmarking, and ESG and SDG considerations. Attendees will be invi
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Health – Our Greatest Asset
2 November 2022Health contributes to happiness at the personal, family, community and societal level. Health, importantly underpins all our economic security. This talk will explore the drivers of our health, the measurement of health and the steps we can take to improve health – most of which lie outside the NHS.