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
At 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.
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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Dr Catherine Donnelly will present the basics of the structures for pooling longevity risks and summarise recent research results in this area in addition to outlinging future research around this topic. This is work under a research programme funded by the IFoA's Actuarial Research Centre, called 'Minimizing longevity and investment risk while optimising future pension plans'.
Climate-Related Risk - This free to view webinar on Climate-Related Risk is the first in a series focusing on some of the ‘Hotspots’ identified in the JFAR Risk Perspective bringing the Risk Perspective to life with practical illustrations and insights from subject experts from the IFoA and other Regulators
Recent decades have seen institutions, such as employers and financial services, give people more choice and flexibility, but these freedoms have come with more responsibilities. Individuals are now responsible for managing more of their own financial risks, from ensuring they put enough money into their pension to securing affordable protection to be financially resilient.
Join us for this brand new IFoA webinar weries comprising of a fortnight of webinars, panel sessions and a hackathon, that showcase the range of ways in which the actuarial profession has added value, in the public interest, to the understanding and management of the current and future pandemics through insight and learning.
This event is now temporarily closed on Monday 26 April, but the session will be repeated on Tuesday 27 April, 09.00-10.30. Please click here to register your place.
Actuaries have a lot to offer biodiversity management over the next decade as the world develops more depth to its response to this global challenge. This sessional offers an opportunity to learn about this emergent risk, to contribute to our thinking as a profession and help us develop the next steps forward.
IFoA Immediate Past President John Taylor would like to invite you to the Institute and Faculty of Actuaries’ (IFoA) virtual Europe Town Hall, hosted by John Taylor with IFoA Council Members Alan Rae, Jennifer Hartley, Maribel Vasquez Flores and IFoA Chief Executive, Stephen Mann.
Mis-estimation risk is a key element of demographic risk, and past work has focused on mis-estimation risk on a run-off basis. However, this does not meet the requirements of regulatory regimes like Solvency II, which demands that capital requirements are set through the prism of a finite horizon like one year. This paper presents a value-at-risk approach to mis-estimation risk suitable for Solvency II work
This year's Finance and Investment Virtual Conference takes on the timely theme of ‘resilience’, something we have all learnt a lot more about in the last year! Our diverse range of talks will explore the theme of resilience in a variety of ways including in building robust investment portfolios, in the incorporation of ESG factors, in govern
This talk will explore the potential benefits that wearable tech can bring to health & protection insurers and their customers. The traditional approach of integrating wearables into insurance has largely focused on measuring steps and using rewards-based incentive programs to encourage more activity.
Join us for this talk with Professor Sir Adrian Smith as part of the 'Dr Patrick Poon Presidential Speaker Series'. Professor Smith joined The Alan Turing Institute as Institute Director and Chief Executive in September 2018. In November 2020, he became President of the Royal Society, in addition to his leadership of the Turing. He is also a member of the government's AI Council, which helps boost AI growth in the UK and promote its adoption and ethical use in businesses and organisations across the country. He received a knighthood in the 2011 New Year Honours list.
We continue to live in a world of global uncertainty. Survival depends on our ability to simultaneously navigate through the diverse root-causes, ranging from: the consequences of Climate Change; on-going financial consequences of the COVID pandemic; or self-imposed changes in regulatory requirements and accounting standards.
Welcome to the programme for our 2nd Virtual Pensions Conference. This year's conference features 11 webinars offering members and non-members the opportunity to get up to date content from leading experts in the pension industry. There will also be opportunity to ask questions and contribute to the discussion.