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Data science and Lifelong Learning

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Data science and its potential for Actuaries

The world of data science continues to be both a threat and an opportunity for actuaries in traditional and new areas of work. With rapid advancements in technology, we can collect, store and draw insights from data like never before, with the potential to transform both traditional actuarial fields and open up new sectors and industries. We think that ‘Big Data’ is going to change the world and we want to be ready to embrace the opportunities that come along with it.    

Certificate in Data Science

John TaylorAt the AGM in June 2019 John Taylor announced the launch of the IFoA's Certificate in Data Science. This Certificate will be available to our members at all stages of their careers and wherever they are located across the globe. It will, cover topics such as Data Visualisation, Machine Learning, AI and Ethics, and the application of these to actuarial work. We are delighted to be working with the Southampton Data Science Academy (SDSA) to present a certificate in data science jointly accredited by the Web Science Institute at the University of Southampton.
 

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Autumn Lecture

Watch our Autumn Lecture 2017 that explores these issues in detail.

Data science holds huge potential for changing the way in which actuaries work. Explore what data science is from an actuarial viewpoint.

Data science, in all its manifestations, is rarely out of the public eye these days. Why has it become such a hot topic, though, and what role should actuaries play in understanding and explaining it?

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Courses to get you started

These are offered by:

These courses are online, flexible, and sometimes free; allowing you to choose when you start and how much time you spend. Each course is valuable providing a different perspective on Data Science, from Basic R to detailed analysis. Explore the options for an MSc, with a number of full or part time opportunities; for a comprehensive list of the available courses, visit the Study Portals Masters site

Data science course review

We asked some of our members for feedback on the courses they had studied; members of the Modelling Analytics and Insight from Data (MAID) Working Party identified Machine Learning (Andrew Ng, Stanford University) offered by Cousera as a great introduction.  This is what they said:

This course covers a full spectrum of machine learning starting from the basics and there is a practical focus on how to build machine learning solutions (neural networks and others) from scratch to solve real world problems. The course is 11 weeks long and requires circa 3-4 hours a week of study to complete course. The course is free but there is an option to pay for a certificate (for a one off course fee of £58).

The course is taught through a mix of lecture videos, notes, multiple choice questions and programming assignments in Octave (a freeware version of Matlab). This course is both relevant and may be useful to actuaries although it may not be suitable for every actuary because of the hands on programming which will require individuals to get stuck into it to get a lot out of the course. Recommendations are to complete programming assignments to get full benefits of course.

Qualifications provided by Actuarial Associations and other Professional Bodies:

Other learning options which you might wish to consider if you are looking for a qualification in the Data Science area:

The CAS Institute Certified Specialist in Predictive Analytics (CSPA)

The Operational Research Society - Certified Analytics Professional (CAP®)

The Society of Actuaries - Predictive Analytics Certificate Program

Lifelong Learners are motivated to never stop learning

Take time to reflect and plan before you begin any new projects

Reflect: check the competencies against your current role and future ambitions

Plan: identify exactly what skills and knowledge you need and how best to acquire them

Do: take courses, read articles, find a mentor, look online, volunteer

Record: write down everything you do, how far it met your objectives, the impact on your work

More on Data science

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Events calendar

  • Spaces available

    This webinar is intended to raise awareness of the shifting landscape of climate liability risk and what it means for actuaries, including how it impacts on their professional and legal duties. Presentations will cover the legal risks around climate change for investment consultants and actuaries advising DB pension schemes as well as consideration of climate risk for insurers.

  • Spaces available

    Climate change risks are likely to become material for many risk management and investment decisions. This will require to incorporate explicitly climate change in the tools used for risk management and investment decisions. At present existing climate change tools are often too crude for decision making.

  • Current Issues in Life Assurance (CILA) Webinar series

    Webinar Series
    15 July 2020 - 3 August 2020

    Spaces available

    CILA is one of the pre-eminent events in the annual 'Life' calendar. Due to COVID-19 we are running the programme as a series of webinars covering topics aimed at practicing life actuaries from life offices, consulting firms and other employers of actuaries and those who work in or advise on, the life assurance market in the UK and Europe.

  • Spaces available

    Current Issues in Life Assurance

    For annuity writers, a key challenge is the need to fund capital-consumptive new business strain (NBS) as a consequence of writing the business intended to fund future distributions.

    Reinsurance, investment strategy and capital provision all have roles to play. Here, we:

  • Spaces available

    Current Issues in Life Assurance

    Mortality in 2020 is now dominated by one thing, although – in our future-focused world – the pandemic is just one of many mortality considerations.  In this session, three well-regarded mortality/longevity specialists provide an overview of:

  • Spaces available

    Because of Covid-19, forecasters predict a severe recession in 2020, followed by a V or U-shaped recovery. This impacts both individuals and companies. However, compared to previous recessions, the impact on banks of higher credit losses should be mitigated to some extent by government actions. 

  • Spaces available

    Part of the Protection, Health and Care Conference 2020 webinar series

    This session will provide an overview of the Population Health Management Working Party's research including defining impactability and impactability modelling, discussing some examples of specific modelling approaches, considering the practical challenges across the NHS as well as wider public perception and ethical issues.

  • Spaces available

    Many actuaries consider career opportunities in the Finance and Investment practice area after having started off in more traditional actuarial roles such as valuations, capital management or pricing. This session is aimed at helping actuaries to better understand roles in Finance and Investment and how they can fine tune their skills to pursue such careers.

  • Mortality and Longevity Webinar Series 2020

    Webinar Series
    22 July 2020 - 10 August 2020

    Spaces available

    Due to COVID-19, we are running this programme via a series of webinars commencing 22nd July.

    This webinar series will provide topical and practical updates and discussion on the latest thinking and innovations in mortality and longevity, and is designed to be very accessible to a broad range of experience.

     

  • Spaces available

    Predictive risk assessment and risk stratification models based on postcode-level consumer classification are widely used for life insurance underwriting. However, these are socio-economic models not directly related to health information. Similar to precision medicine, precision life insurance should aim to tailor policy pricing/reserving to the individual health characteristics of each client.

  • Spaces available

    As insurers look towards their internal model calibration process for 2020 final year financials and statutory returns, actuaries need to deal with the complexity of adequately modelling their business in 2020 and beyond. This discussion will look at what poor model selection and calibration could look like – using inappropriate historical data; using incorrect 2020 mortality data; inappropriate stochastic model recalibration (or lack thereof). What about being prudent vs setting a best estimate? How do you allow for tail risks during a tail risk event?  This is the fourth webinar in the Extreme Mortality Events series presented by Chair of the Life Board of the Institute and Faculty of Actuaries, Colin Dutkiewicz. 

  • Spaces available

    This webinar has been re-scheduled from its original date of the 1st July. Although ESG has many buyers across the asset allocation community, from pension funds to sovereign wealth funds, it still hasn’t found its place within the core asset management strategy desks where the money is actually invested. The problem as well as the opportunity is Fixed Income. Plenty of strategies exist for incorporating ESG within Equities, from screening, integration to a combination. ESG has picked up relatively quickly within Equities with rating,indices created using ESG factors. This talk will discuss how we price a quantifiable ESG credit risk premium and make it alpha worthy in a strategy. 

  • Spaces available

    Part of the Protection, Health and Care Conference 2020 webinar series

    With the rising prevalence of dementia, how can we manage this risk effectively and can insurance do more? Matt Singleton, Ageing Lead at Swiss Re, will cover these topics and demonstrate how insurance could help people address their concerns.

  • Spaces available

    Current Issues in Life Assurance

    This talk will look at a range of such techniques (e.g. mass lapse risk transfer, contract boundaries, risk margin relief, non-standard longevity risk transfer) that have been applied or considered by UK and EU insurers, and the pros and cons of each.

     

  • Spaces available

    Current Issues in Life Assurance.

    The International Association of Insurance Supervisors announced on 14 November 2019 the adoption of v2.0 of the global Insurance Capital Standard (ICS) which will undergo confidential reporting for 5 years starting from 2020. This session will include specific experiences from Legal and General (L&G) as well as global industry perspectives from EY.

  • Spaces available

    Current Issues in Life Assurance

    This session will cover the PRA supervisory statement on financial impacts related to climate change, industry insights into PRA climate risk business plans, examples climate risk strategy setting out key workstreams and activity steps for successful execution, an overview of a climate risk strategy execution timeline and the future.     

  • Spaces available

    Part of the Protection, Health and Care Conference 2020 webinar series. Using new and unique research and data from the UK, US, Sweden and China, this presentation investigates how consumers use the internet through their insurance journey and analyzes the role culture and generation plays in their online behaviour. We use this research to show the online landscape for insurance sales in the UK and suggest ways to shape new products and effectively engage with the consumer who is buying them.

  • Spaces available

    Chief Medical Officer (CMO) for Gen Re Life/Health Research and Development, Dr John O'Brien, will discuss the impacts of Gene Modification for life/health insurance. 

  • Spaces available

    As an industry, it has been important to be able to look to the future to identify the next quantifiable risk. In this session, I will explore some of the less tangible, but none-the-less concerning risks to future health, such as the health risks associated with exposure to pesticides, ingestion of plastic in the food chain, and the hazards of indoor air pollution through exposure to volatile organic compounds.

  • Spaces available

    The working party will help the industry to update and enhance how potential risk from diabetes and excess mortality is considered, including the need to understand the underwriting implications as treatments improve, and potentially to develop new products that are tailored to those with diabetes.

  • Spaces available

    Part of the Protection, Health and Care Conference 2020 webinar series. Modelling the structure and trends of cancer morbidity risk is important for pricing and reserving in related health insurance fields such as critical illness insurance and care provision. We model the dynamics of cancer incidence over time in different regions in England, using 1981-2016 ONS data. The modelling allows estimation of cancer rates at various age, year, gender and region levels, following a Bayesian setting to account for statistical uncertainty. Our analysis indicates significant regional variation in cancer incidence rates. 

  • Spaces available

    Part of the Protection, Health and Care Conference 2020 webinar series. In this talk we will outline the steps Aviva took in pulling together our first large-scale disclosures on the exposure of our business to climate change published in March 2019; in line with the recommendations of the Taskforce on Climate-related Financial Disclosures. After touching on why insurers have such an important role in climate change, we'll cover a brief “how-to” guide for those who have not yet embarked on thinking about these topics before giving a case study of how the learnings from a TCFD disclosure exercise can be applied to investment portfolios.

  • Spaces available

    Part of the Protection, Health and Care Conference 2020 webinar series. 

    The insurance industry currently underwrites customers with diabetes based on a range of factors, medical expertise and various medical studies. The work undertaken by the Diabetes Working Party would help the industry to approach this using current research findings to update and enhance how potential risk from diabetes is considered. This includes the need to understand the underwriting implications as treatments improve, and potentially to develop new products that are tailored to those with diabetes. This webinar will present our latest findings in the management of this important chronic condition which will include research in collaboration with the ARC.