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Data Science Ethics

A Guide for Ethical Data Science

RSS and IFoA logos

The Institute and Faculty of Actuaries (IFoA) and the Royal Statistical Society (RSS) have collaborated to explore the practical and ethical implications of data science. They have published joint ethical guidance which was developed by the IFoA-RSS Joint Data Science Focus Group, compromising of RSS and IFoA volunteer members, and approved by the IFoA Regulation Board.  
 

Download the guide

RSS and IFoA publish new ethical guidance in data science

Both the Royal Statistical Society (RSS) and the Institute and Faculty of Actuaries (IFoA) believe that the emergence of data science – the analysis of large, unstructured datasets often drawing on new kinds of data sources – is an important development.

Data science and artificial intelligence (AI) has the potential to greatly enhance the tools and capacities of those working in statistics and actuarial science, providing for new approaches to solving longstanding problems and opening up new sectors and industries to our members.

This great potential impact can lead to difficult ethical challenges for practitioners and calls for a need for strong ethical values and professionalism if the public interest is to be supported.

To that end, the RSS and the IFoA have worked together to jointly produce a new ethical framework for their members and practitioners working in the field of data science.

Although the field is famously fast-moving, we believe that a framework which draws upon established and reoccurring ethical themes concerning trustworthiness, professionalism, accountability, avoiding harm and the safeguarding of the public interest is well placed to provide helpful guidance for the field as it evolves.

By seeking to bring the core professional values and our commitment to the public interest, which lies at the heart of our respective professions to the field of AI and data science, our goal is to build public trust in the work that our members undertake through the application data ethics.

Created with practitioners in mind, this guide seeks to provide practical support to members on ethical practice. Structured around our five core ethical themes, the guide provides examples of common ethical challenges in the field and how they could be applied. We also provide a wealth of reference material; with links to a wide range of online tools, legal and regulatory reference points and a host of other practical resources on our websites.

Although we’re sure that ethical theory and practice will continue to evolve in this fast-changing field, we’re pleased to be able to offer a strong framework for that evolution that aims to support the work of our members, maximise the benefits inherent in data science and protect the public interest.

John Taylor
IFoA President

A Guide for Ethical Data Science

Data Science Ethics: the role of practitioners

We will be developing IFoA specific guidance for members on data ethics and how this relates to their existing professional obligations. Further information will be provided to members as this progresses.

To find out more about data science and discover further useful resources, visit our Data Science Hub.

Professional Skills Training videos 

We have developed two online Professional Skills Training videos which focus on the challenges of working in a multidisciplinary project team to implement a pilot using AI technology for insurance renewal pricing. These videos can be accessed by members below.

Contact Details

If you any comments or queries in relation to the guidance, please contact us at

dataethics@actuaries.org.uk

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Events calendar

  • Your Actuarial Career: Managing Career Breaks

    Staple Inn Hall, High Holborn, London, WC1V 7QJ
    5 December 2019

    Spaces available

    Maternity or paternity leave, sabbaticals to study or travel, managing care responsibilities or escaping unemployment – Join Chika Aghadiuno and a panel of IFoA guests including Rachel Vecht, Women Ahead (International), Lee Faulkner, Financial Wellbeing Actuary, First Actuarial, Emily McGuire, Partner at Aon Hewitt, and Sarah Mathieson, Head of Research and Knowledge, IFoA, to ex

  • Sessional Meeting - Silent Cyber Assessment Framework

    Staple Inn Hall, High Holborn, London, WC1V 7QJ
    9 December 2019

    Spaces available

    The (re)insurance industry is faced with a growing risk related to the development of information technology (IT). This growth is creating an increasingly digitally interconnected world with more and more dependence being placed on IT systems to manage processes. Note: Registration is from 17.30 in time for the sessional to begin at 18.00.

  • CPD Member Event in Shanghai, China

    Function Room, F39, S1 Fuson Group, the Bund Finance Centre, No.600 Zhongshang East 2nd Road, Huangpu District, Shanghai Chinese address:BFC外滩国际金融金融中心,S1复星集团,39层报告厅,上海中山东二路600号
    9 December 2019

    Spaces available

    The IFoA’s President-elect Tan Suee Chieh will visit Shanghai. We will host CPD and Awards Presenting event on Monday 9 December 2019. The event is part of Mr Tan’s first presidential trip to China.

  • Professional Skills Training - London (10 December 2019)

    Staple Inn, High Holborn, London WC1V 7QJ  
    10 December 2019

    Spaces available

    This event will be of interest to students and recently qualified actuaries.

    A 2 hour CPD event designed to meet the IFoA’s Stage 3 Professional Skills Training under the IFoA’s CPD Scheme 2019/2020.  The content and discussion at this session is particularly tailored to actuarial students and newly qualified actuaries working in any area and the format is interactive, so you should come along prepared to take part in the discussions with your peers.

  • IFoA Joint Member Event with the Sunshine Insurance Group, Beijing China

    Room TBC, Kuntai International Plaza, No.12, Chaowai Street, Chaoyang District, Beijing 地址:会议室待定,北京市朝阳区朝外大街乙12号1号楼昆泰国际大厦
    12 December 2019

    Spaces available

    The IFoA’s President-elect Tan Suee Chieh will visit Beijing. We will co-host CPD and Awards Presenting event with the Sunshine Insurance Group on Thursday 12 December 2019. The event is part of Mr Tan’s first presidential trip to China.

  • ARC Sessional Research Event: Drivers of Mortality - Risk Factors and Inequality

    Staple Inn Hall, High Holborn, London, WC1V 7QJ
    6 January 2020

    Spaces available

    The authors will focus on a large dataset obtained from the UK’s Office for National Statistics (ONS) and related sources. Data are available at the level of Lower Super Output Areas (LSOAs) – small geographical areas with, typically, 1000-2000 residents and include death counts, exposures and a significant number of socio-economic variables including the index of multiple deprivation (IMD).

  • SIAS Event: My Journey to Data Science, Big Data and AI

    Staple Inn Hall, High Holborn, London, WC1V 7QJ
    7 January 2020

    Spaces available

    Patrick Lee is an actuary who has made the transition to working in software architecture and artificial intelligence (AI). He holds Microsoft Professional qualifications in Data Science, Big Data and AI and is currently working towards a DevOps (the automation of software testing and deployment) qualification. He is a member of the IFoA Council and is also President of the Wessex Actuarial Society. He is also a member of the IFoA and the RSS's joint Data Science Focus Group and will talk on the ethical use of AI. 

  • Spaces available

    This presentation covers the detail for how the matching adjustment is calculated. A small simple example spreadsheet is provided and discussed in detail.

    For actuaries wanting to get more involved with the matching adjustment, this is the opportunity to get a detailed description of the mechanics involved. This includes cashflows derisking, PRA tests as well as hypothecation.

    The presentation is provided by James Sharpe who has worked on a number of matching adjustment calculations with several firms.

  • IFoA Volunteer Recognition Reception

    Staple Inn, 4 High Holborn, Holborn, London WC1V 6DR, UK
    15 January 2020

    Spaces available

    As a thank you to all our Institute and Faculty of Actuaries (IFoA) volunteers, you are invited to join us at Staple Inn Hall, for an evening of drinks, canapes and networking, in London.

    IFoA President, John Taylor, will be attending and will make a speech

    If you support the IFoA as a volunteer (member or non-member), or in any other role, and you are going to be in London on 15 January, please book your place and join us at this reception.

     

  • Sessional Meeting - Operational Risk Dependencies

    Royal College of Physicians of Edinburgh 9 Queen St Edinburgh EH2 1JQ
    20 January 2020

    Spaces available

    The Operational Risk Working Party aims to assist actuaries and others in the modelling and management of operational risk. One of the key challenges in modelling operational risk is the modelling of dependencies between operational risks, and between operational and non-operational risks such as market, credit and insurance risk. Their paper seeks to assist in this regard, and help develop good practice in setting assumptions and modelling operational risk dependencies. 

  • KSS event in Glasgow: Public Sector Pensions

    Hymans Robertson, Glasgow 20 Waterloo St, Glasgow
    30 January 2020

    Spaces available

    – the unappreciated key assumption, the resulting unsustainable promises, the unmanaged risk and the unrecognised debt? 

    Speaker: Allan Martin will present this talk on 30 January in Glasgow, Stirling and Edinburgh. If you wish to register for another location please return to the Events Calendar.

  • KSS event in Stirling: Public Sector Pensions

    M&G Prudential, Stirling Craigforth Campus, Stirling
    30 January 2020

    Spaces available

    – the unappreciated key assumption, the resulting unsustainable promises, the unmanaged risk and the unrecognised debt? 

    Speaker: Allan Martin will present this talk on 30 January in Glasgow, Stirling and Edinburgh. If you wish to register for another location please return to the Events Calendar.

  • KSS event in Edinburgh: Public Sector Pensions

    Hymans Robertson 1, Exchange Place, Semple St, Edinburgh
    30 January 2020

    Spaces available

    – the unappreciated key assumption, the resulting unsustainable promises, the unmanaged risk and the unrecognised debt? 

    Speaker: Allan Martin will present this talk on 30 January in Glasgow, Stirling and Edinburgh. If you wish to register for another location please return to the Events Calendar.

  • ARC Sessional Research Event

    Staple Inn Hall, High Holborn, London, WC1V 7QJ
    3 February 2020

    Spaces available

    This sessional will be delivered by members of the research team working on the ARC “Big Health & Actuarial Data’ research programme, led by Professor Elena Kulinskaya (University of East Anglia).

  • Professional Skills Training - London (11 February 2020)

    Staple Inn, High Holborn, London WC1V 7QJ         
    11 February 2020

    Spaces available

    A Trusted Profession

    A 2 hour CPD event designed to meet the IFoA’s Stage 3 Professional Skills Training under the IFoA’s CPD Scheme 2019/2020This session is suitable for actuaries working in any area (i.e. it is not specifically aimed at Pensions, GI or any other technical discipline) and is interactive, so you should come along prepared to take part in the discussions.

  • Sessional: Impact of E-cigarettes Working Party

    Royal College of Physicians, 9 Queen St, Edinburgh EH2 1JQ
    24 February 2020

    Spaces available

    This sessional meeting will be of direct interest to actuaries and others working in the in the Health and Care, Life or Pensions sectors or indeed actuaries with an interest in morbidity or mortality. Note: Registration is from 17.30 in time for the sessional to begin at 18.00.

  • Professional Skills Training - Edinburgh (25 February 2020)

    IFoA (Edinburgh), Level 2, Exchange Crescent 7 Conference Square Edinburgh EH3 8RA
    25 February 2020

    Spaces available

    A Trusted Profession

    A 2 hour CPD event designed to meet the IFoA’s Stage 3 Professional Skills Training under the IFoA’s CPD Scheme 2019/2020This session is suitable for actuaries working in any area (i.e. it is not specifically aimed at Pensions, GI or any other technical discipline) and is interactive, so you should come along prepared to take part in the discussions.

  • Spring Lecture 2020, Edinburgh - Vicky Pryce

    Assembly Rooms, 54 George St, Edinburgh EH2 2LR
    25 March 2020

    Spaces available

    What next in Economic Policy?

    Please join us on 25 March 2020 for our annual Spring Lecture presented by Vicky Pryce in Edinburgh. 

  • IFoA Asia Conference 2020, Kuala Lumpur

    CCEC Nexus, 7, Jalan Kerinchi, Bangsar South, 59200 Kuala Lumpur, Wilayah Persekutuan Kuala Lumpur, Malaysia
    24-25 June 2020
    Spaces available

    The sixth annual Asia Conference once again offers a prestigious line-up of home and international speakers discussing the insurance and financial industry’s innovation and change in Asia. This year's conference in Kuala Lumpur will be hosted by Tan Suee Chieh, IFoA’s first Asian President. He will also make his Presidential address at this conference and will expand on the important elements of IFoA’s new strategy. 

    Additionally, this landmark conference will showcase how the IFoA is reinventing itself to support its members to succeed and thrive in a digital age, within traditional businesses and beyond, as a global organisation. 

    Not to be missed by international industry players, opinion formers, academic and industry leaders, actuaries and non-actuaries.