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: register your interest
At the AGM in June 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.
As we work towards finalising development of this certificate over the next few months we expect enrolment to start in March next year. By registering your interest we will keep you updated of all developments.
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?
Courses to get you started
These are offered by:
- Future Learn
- Edx we have found a suite of free courses from Harvard to take you through the basics
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:
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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Presenter Matt Modisett
In collaboration with the Institute and Faculty of Actuaries, the Principles of Responsible Investment is delighted to host this webinar discussing the response to the TCFD’s recommendations two years on from their publication. The webinar will feature new analysis of the 591 investors representing $45 trillion who responded to PRI’s 2019 climate indicators, insights from the past Chair of the IFoA’s Resource and Environment Board as well as an investor case study of implementation in practice from Aviva.
An introductory session to help you get ahead with climate change.
- Science, terminology and initiatives: handy facts to keep in your back pocket
- Getting your point across: how to influence people and avoid common traps and pitfalls
- Taking action: what are actuaries expected to do...and what are we actually doing?
This KSS talk, presented by the FCA Head of Department in Scotland, will focus on the following 3 main areas:
- FCA business plan priorities
- The future of regulation
- FCA Engagement in Scotland
Friday, 6 September, Beijing Local Time (CST) 14.00-16.30; British Summer Time (BST) 07.00-9.30
The IFoA Beijing Office and China Life are pleased to be co-hosting a Professional Skills Training (PST) session in Beijing, Shanghai and Shenzhen on Friday, 6 September. Wen Li (FIA), the IFoA Lead Representative in China and East Asia, will lead the PST presentation and discussion on ‘Getting it right!’.
The main venue will be in Beijing. Members in Shanghai and Shenzhen can join the interaction with Beijing via video conference at China Life’s regional venues. (see full details below)
This event is now fully booked. Please click here to register for the wait list.
The actuarial profession has much to offer the world of banking. In this second webinar on opportunities for actuaries in banking we have two actuaries sharing their experience
GIRO is attended annually by over 800 delegates and speakers who are keen to discuss key topics such as Pricing, Reserving, Modelling and the future of the insurance industry. GIRO 2018 was a huge success and we have opened bookings early for what we hope will be another brilliant conference at the EICC in Edinburgh this year.
Presenter Jon Spain
This workshop, now in its sixth year, is aimed at senior actuaries working in life insurance - predominantly Chief Actuaries, but also Reviewing Actuaries and others working in risk and financial reporting. It will provide seven hours of relevant CPD.
Three actuaries – and CEOs – discuss their views on how the business world is changing and what that might mean for actuaries in the future.
Have you ever thought about working in wider fields? Would you like to play a role in the fight against climate change to make the planet better?
It can be difficult to do this - but seeing an example you can follow can make it more realistic. In this ‘green’ case study a template is outlined to show how actuaries can apply their skills more broadly - and in doing so, to make a difference.
The Institute and Faculty of Actuaries and the Royal Statistical Society have worked together to develop joint ethics guidance on data science. This is the culmination of an 18 month programme of practitioner led work.
Join us for the launch of this new guidance, with a high-level panel discussion which will explore the role of data science practitioners and professional bodies in data ethics.
The Institute and Faculty of Actuaries is running a sessional meeting on autonomous vehicles on 28th October. The session will showcase the work of the IFoA “Autonomous Vehicles” working party alongside a number of expert external presenters.
ARC Event: Beyond Proportional Hazards: Statistical methods for assessment of the impact of medical advances and health interventions on longevity and population projections.
This workshop is being delivered by the Actuarial Research Centre’s (ARC) ‘Big Health and Actuarial Data’ Research Programme.
This evening will feature two new cases studies that highlight the implications for insurers of issues impacting on health and mortality for life, pensions, and health and care products; Impactability modelling: a worked example in Type II diabetes presented by Josephine Robertson, and Seasonal Mortality in England and Wales 1993-2016 presented by Mary Hall, Dublin City University.
Join us for this brand new seminar that brings together our Current Issues in Pensions, Pensions and the Law, and Investment for Pension Actuaries events. The seminar builds on the IFoA’s Annual Pension Conference with sessions covering CDC, TPR’s code of practice, investments, legal updates and Professional Skills Training with a focus on interactive discussion throughout.
The National Records of Scotland (NRS) collects, preserves and produces information about Scotland's people and history to inform current and future generations - work that underpins the fabric of Scottish society and tells the story of our nation. This KSS talk will explore the following and other areas impacting Scotland’s changing population, and assess the potential implications of the changes:
- population statistics
- life expectancy
- changes in age structure
- birth and death rates, including causes of death statistics.
The Life Conference is the premier event for professionals interested in life insurance. Offering a wide range of workshops and plenary sessions it’s the perfect opportunity to discover what’s hot and current in life insurance ensuring you get up to date on the latest thinking and innovation whilst meeting and exchanging ideas with a broad range of professionals.
The IFoA is pleased to announce that this year’s Autumn Lecture will feature the Rt Hon Nicky Morgan MP as its guest speaker. Nicky has previously served as Financial Secretary to the Treasury and Minister for Women. She now chairs the Treasury Select Committee whose remit is to examine the expenditure, administration and policy of HM Treasury, along with all of its agencies and associated bodies.
Watch the live stream of this year's Autumn Lecture with guest speaker Rt Hon Nicky Morgan MP.
We are delighted to announce the launch of the findings from our ARC funded Behavioural Finance research with a special evening event at Staple Inn on Tuesday14th January 2020. Entitled Behavioural Aspects of Institutional Investment Decision-Making, this research programme is being delivered by City, University of London, Leeds University Business School and Ipsos.