Actuarial Association of Europe - ECA...2016/04/19  · Actuaries and Analytics in Australia (cont.)...

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1 Actuarial Association of Europe Why would an airline need actuaries? Daniel Smith 22 April 2016

Transcript of Actuarial Association of Europe - ECA...2016/04/19  · Actuaries and Analytics in Australia (cont.)...

Page 1: Actuarial Association of Europe - ECA...2016/04/19  · Actuaries and Analytics in Australia (cont.) • The Australian Institute has been actively providing CPD opportunities: •

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Actuarial Association of Europe

Why would an airline need

actuaries?

Daniel Smith

22 April 2016

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Conference theme …

The Actuarial Profession spreading its Wings

Could you get a better fit than an actuarial

firm being 51% owned by an airline?

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Overview

• What brings me here?

• A bit about Qantas

• What do actuaries offer an airline?

• Actuaries and Analytics in Australia

• Challenges for actuaries in the “new world”

• A challenge for the actuarial leaders …

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What brings me here?

• Actuary at Taylor Fry – an Australian general insurance and

analytics consultancy founded in 1999

• I was President of the Institute of Actuaries of Australia in 2014

• In March 2015 Qantas Loyalty took a 51% stake in Taylor Fry

• Data analytics is an area where actuaries play a reasonably

significant role in Australia and it is growing rapidly

• Market conditions in Australia have meant that Actuaries have

needed to “spread their wings”.

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A bit about Qantas

• In 2014/15 Qantas had revenue of almost $16 billion. That is of the

order of half of the whole of the Australian general insurance industry

and more than any single Australian general insurance group;

• Qantas has approximately 30,000 FTE’s, runs approximately 1,000

flights per day with something like 130,000 passengers per day

• Qantas, like insurance companies, is highly exposed to catastrophic

events and economic conditions

• Qantas Loyalty has annual revenue of around $1.5 billion and EBIT of

around $325 million

• With over 10 million frequent flyer members, almost 1 in 2 Australians

are members. That means there is a lot of data!

• Loyalty members include frequent flyers, frequent shoppers, banking,

and, as of a few weeks ago, health insurance

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A bit about Qantas (cont.) • It is a volatile business

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Cost of Fuel - $ million

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Profit - $ million

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Share Price - $

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A bit about Qantas (cont.)

• There are a lot of moving parts …

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What do actuaries offer an airline? • Professionalism – through Code of Conduct and Professional

Standards (differentiates actuaries from many other analytics

professionals)

• Integrity – “actuary” is a very strong brand

• Actuaries have high entry standards and an education that provides

broad financial and mathematical knowledge

• The ability to take a longer-term view

• A structured basis for problem solving

• A business solution

“Taylor Fry grasped our unique business model and airline vernacular

with incredible speed. They have turned their actuarial knowledge into a

language which our business executives can understand.”

Kimon Giannopoulos, Deputy CFO – Qantas Loyalty

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What do actuaries offer an airline? (cont.) • An example … “breakage”

• Qantas sell points to

companies for their loyalty

programs

• Those points have an expiry

date

• Qantas have a liability … but

it is less than the value of

points sold

• This is the same as an

actuarial reserving problem

Earn points

1 month old

2 months old

3 months old

4 months old

17 months old

Rejuvenated pointsRedeemed Points

18 months old

Points expire

Inactivity rate

Final inactivity rate

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What do actuaries offer an airline? (cont.)

• Similar to actuarial reserving, the breakage analysis leads to an

assessment of the value of points

• Similar to actuarial reserving, patterns of usage and consumer

expectations change over time and projections of future

experience are required

• Similar to actuarial reserving, there is a considerable amount of

uncertainty

• Similar to actuarial reserving, the client expects the right

answer!

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What do actuaries offer an airline? (cont.)

• The exciting part (for us) is that there is a lot more that can be

done

• Loyalty structure

• Pricing – within Loyalty but also for the airline

• Optimisation

• Almost anything that the airline does (fuel, scheduling, staffing, …)

• The sky’s the limit …

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Actuaries and Analytics in Australia

• Australian actuaries have roles across a mix of areas though

insurance is the key area at this stage

• Part of the push into other areas comes from a decline in

traditional actuarial areas. E.g. our superannuation/pensions

system is largely defined contribution (as opposed to defined

benefit) meaning there are fewer roles for actuaries in pensions

in Australia

• Australia has a relatively small insurance market – compared to

many international markets – and consolidation and

internationalisation have seen roles combined or moved

offshore

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Actuaries and Analytics in Australia (cont.) • GI and Life are the major areas. Data Analytics has come from

nothing to 3.6% in 5 years

• A further 9% list analytics as a subsidiary practice area

0%

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Distribution of Members by Major Area of Practice

2011

2013

2016

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Actuaries and Analytics in Australia (cont.) • Not surprisingly, Data Analytics growth is driven by young actuaries

<30 57%

31-40 22%

41-50 15%

51-60 4%

61+ 2%

Age of Members Working in Data Analytics

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<30 31-40 41-50 51-60 61+

% within age group of Members Working in Data Analytics

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Actuaries and Analytics in Australia (cont.) • The Australian Institute has been actively providing CPD

opportunities:

• A data analytics conference in 2015 (which was sold out)

• An Institute run kaggle competition in 2015/16

• About 75 members are enrolled in a Massive Open Online Course

(MOOC) which has been designed by Microsoft and we are

running an actuarial specific study group alongside the course

(commences in April)

• A 2016 conference is currently in the planning stages with the

intent to include a practical workshop

• A microsite for members has been set up to enable the collation of

resources and networks in data analytics

• The structure of a data analytics CPD framework has been

completed and will be populated during 2016.

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Actuaries and Analytics in Australia (cont.)

• The Australian Institute is currently working on a business case

for the introduction of a Data Analytics pathway to Fellowship

• Growth in GI has peaked and Life and Super/Pensions appear

to be on the decline

• The largest employer of actuaries in Australia is a data analytics

consultancy

• A working group has been established which is envisaged to

ultimately become a practice committee

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Challenges for actuaries in the “new world”

• Analytics means different things to different people

• The field is extremely broad and changing daily

• Actuaries do not have a defined role

• Competing against cheaper providers

• Competitors typically don’t have professional standards to comply

with

• Stereotypes can be difficult to overcome

• The profession can be too rigid and too slow to move

• Note – I am not an advocate of radical change but we need to

keep pace with change

• How to blend entrepreneurship and maintaining standards?

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Challenges for actuaries in the “new world”

(cont.)

• Methods for analysing “big data” are ever-evolving

• Many consider that traditional statistical methods (such as

GLMs) have passed their use-by date

• Machine learning methods and multiple models are standard –

this is readily observed via kaggle competitions

• Actuaries need to be skilled in a broad range of modelling

techniques and able to manipulate extremely large data sets

with both structured and unstructured data

• Our current education does not meet the requirements of the

future

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A challenge for the actuarial leaders …

• Actuarial associations need to grasp the opportunity

• Some entrepreneurial actuaries will succeed without

help …

• … but will they take the profession with them?

• PwC has recently reported that half of Australia’s

professional jobs will be automated within 20 years

• The status quo WILL NOT guarantee survival of the

profession

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Let’s not finish on a negative tone …

• The opportunities for actuaries and the actuarial profession

in data analytics are considerable

• With applications across any business there is an

opportunity for actuaries to expand their footprint

• “Big data” is only going to get bigger! This is not a short-

term flavour of the month

• Data analytics is attractive to graduates and a great way for

the profession to attract the best talent

• Actuaries in traditional fields should benefit from a growth

in data analytics with more people knowing about actuaries

and, hopefully, breaking down the stereo type.