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Current Hot Topics in Personal Lines Pricing Society of Actuaries in Ireland General Insurance Pricing Seminar 2018 21 March 2018 Jenny Quigley © 2018 Willis Towers Watson. All rights reserved.

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Page 1: Current Hot Topics in Personal Lines Pricing Quigley.pdf · Proprietary and Confidential. For Willis Towers Watson and Willis Towers Watson client use only. 4 0.0% 2.0% 4.0% 6.0%

Current Hot Topics in Personal Lines Pricing

Society of Actuaries in Ireland General Insurance Pricing Seminar

2018

21 March 2018

Jenny Quigley

© 2018 Willis Towers Watson. All rights reserved.

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Agenda

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Market update

Technology

Data enrichment

Fraud prevention

Market outlook

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Market update

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Non-Life Irish Market Share

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0.0%

2.0%

4.0%

6.0%

8.0%

10.0%

12.0%

14.0%

16.0%

AIG Allianz Aviva AXA FBD Liberty RSA Zurich Other

Non-Life Market Share (GWP %)

2014 2015 2016

AIG9%

Allianz15%

Aviva15%

AXA14%

FBD11%

Liberty6%

RSA11%

Zurich10%

Other9%

2016 only

Source: Insurance Ireland Factfile

Potential demise of MGA model in Ireland

Failure of Setanta and Enterprise

Other recent departures

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Motor Insurance Average Premium Index

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Source: Central Bank of Ireland Private Motor Statistics 2015

2011-2015

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CSO Consumer Price Index

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100

110

120

130

140

150

160

Jan

-15

Ma

r-15

Ma

y-1

5

Jul-

15

Sep-1

5

No

v-1

5

Jan

-16

Ma

r-16

Ma

y-1

6

Jul-

16

Sep-1

6

Nov-1

6

Jan

-17

Ma

r-17

Ma

y-1

7

Jul-

17

Sep-1

7

Nov-1

7

Jan

-18

CP

I (B

as

e =

Ja

n 2

01

5)

CSO Consumer Price Index

Motor car insurance Household

Reduction in private car premiums of close to 12% at the end of January 2018 on

a year-on-year basis.

Follows nearly three years of price increases

Source: Central Statistics Office

2015 to present

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Utilisation

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Source: Central Statistics Office

1750

1800

1850

1900

1950

2000

2050

2100

2150

2200

2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016

Fuel consum

pio

n level (k

toe)

Private car fuel consumption

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Garda Road Statistics

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0

100

200

300

400

500

600

700

2008 2009 2010 2011 2012 2013 2014 2015 2016 2017

Num

ber

of A

ccid

ents

Fatalities Serious Injuries

Source: Garda Roads policing statistics

Accident levels

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Personal injury trends

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50% increase in number of suits files at an overall level since 2009

Reduction in High Court cases with corresponding increase in Circuit Court cases following changes to court

jurisdictions

Evidence inconclusive whether changes drove an inflationary effect

Still potential for further discount rate changes following Russell v HSE and Ogden Rate changes

Source: Courts Service Annual Reports 2010-2016

Courts statistics

-

5,000

10,000

15,000

20,000

25,000

2009 2010 2011 2012 2013 2014 2015 2016

Personal Injury Suits Filed

Total High Court Circuit Court District Court

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Personal injury trends

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Steadily increasing trends in number of awards issued and average award amounts

Number of awards increased by 32% from 2011 to 2016

Average award has increased by 14% over the same period

Award acceptance has reduced by 6% since 2014

Source: PIAB Annual Report 2016

€18,000

€19,000

€20,000

€21,000

€22,000

€23,000

€24,000

€25,000

-

2,000

4,000

6,000

8,000

10,000

12,000

14,000

2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016

Number of Awards Average Award (€)

50%

52%

54%

56%

58%

60%

62%

2012 2013 2014 2015 2016

PIAB Acceptance Rate

Acceptance Rate

PIAB awards

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Personal injury trends

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Average frequency per capita is close to 0.3%

Particularly high levels in Longford, Limerick and Louth

Lowest levels in Kilkenny, Wicklow and Wexford

Source: PIAB Annual Report 2016 and Census 2016

0.00%

0.10%

0.20%

0.30%

0.40%

0.50%

0.60%

PIAB Award Frequency

PIAB frequency by county

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Uninsured/untraced claims

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Similar counties showing highest rates of

uninsured/untraced claims per capita

Source: MIBI

Propensity by county

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S&P Risk Assessment of Irish Market

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“We assess the profitability of the market as negative, reflecting our belief that the market

average combined ratio will remain around 105% in 2017-2019... An improvement in market

profitability will be contingent on the evolution of claims costs and Irish P/C insurance

companies' actions on premiums, underwriting, and risk selection.”

Source: Standard and Poor’s Financial Services LLC

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First Motor Insurance Key Information Report

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Private motor market was profitable until 2013, was loss-making from 2013-2015

and returned to profitability in 2016.

Source: First Motor Insurance Key Information Report

Profitability

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First Motor Insurance Key Information Report

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Uninsured Drivers

Department of Transport statistics showed 7% growth in vehicle population in

Ireland 2011-2016, but there was only 2% growth in the number of vehicles

insured by Insurance Ireland members over the same period.

The Motor Insurers’ Bureau of Ireland (MIBI) saw 17% year-on-year increase in

uninsured/untraced drivers claims in first half of 2016.

Claims Trends

No significant change in frequency levels over 2011-2016

The average compensation per injury claim settled has increased by

approximately 7% from 2013-2015.

Percentage of business settled pre-PIAB or during PIAB process has dropped 4%

between 2013-2016.

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Cost of Insurance Working Group Report on the Cost of Motor Insurance

Key recommendations

16

Transparency and Access

Communication of large premium

increases

Premium breakdown

Protocol for recognising drivers’

experience abroad

Fraud and Road Safety

Establish insurance fraud database

Database to identify uninsured

drivers

Use of technology to benefit

consumers, i.e. telematics

Personal Injuries

Establishment of Personal Injuries

Commission

Enhance powers of the Injuries Board

Further improvement to the Book of

Quantum

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Data Availability

Establish national claims database

Possibility of longer term claim-by-claim

register

Quarterly publication of metrics on

claims costs/trends

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Technology

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Telematics

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Telematics is now established as the primary young driver

proposition in many markets with mass entry of “household

name” brands

Referenced in Cost of Insurance Working Group report – use

of technology to benefit customers

Calls to make telematics-based insurance mandatory for

drivers under 25

With some pricing implications:

Two sorts of policy – additional work and demand on resources

Provides additional data on driver activity - telematics as data

enrichment

Learnings from telematics data informing approaches to

conventional pricing – true synergy benefits

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Autonomous vehicles

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Lots of hype on this, with major companies developing solutions

Google, GM, Tesla, …

But how close is this to becoming a reality?

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Autonomous vehicles

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Examples

Tesla

Autopilot feature on their cars is “semi-self driving”

At least one death and several major accidents

Direct Line now offering discount to customers to activate Autopilot function

GM

Plans to mass-produce self-driving cars without steering wheel or pedals by 2019.

Google/Waymo

Announced in November it is beginning to test cars with no back-up driver

Uber

Had also been testing robotaxi service in the US – suspended after fatal accident this week

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Autonomous vehicles

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Practical considerations

Morality questions: Would you buy a car which will kill you rather than a pedestrian?

Who gets to decide between passenger and third party?

Map quality: If sat-navs take you up non-existent roads, what about driverless cars?

What do you do where there are no good addresses?

Connectivity: If an autonomous vehicle encounters a situations where it does not

know what to do it stops and calls home. A human then has to remotely drive until the

system is working again. What happens if you don’t have connectivity?

Negotiation: At junctions and on narrow roads, we negotiate with other drivers as to

who goes, who reverses etc. How do you make eye contact with a driverless car? Will

traffic grid lock due to jaywalkers crossing roads knowing the driverless car will stop?

Modifications: People make modifications to boost performance on their cars. What if

they also hack their driverless cars?

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Autonomous vehicles

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The reality

For geofenced routes this will happen:

Bus routes

City centre taxis

Long distance truck routes

Wide roads and grid systems will work better

Narrow or winding roads and poor connectivity will present significant challenges

Some people like driving…

Won’t get to 100% self-driving without legislation

Change over will be slow at best - cars stay on road for 10+ years

But some people don’t…

Do something more productive (or sleep)

Cost of learning to drive and stricter penalties for learner drivers unaccompanied

Aging population may be a key driver of change long-term

Shorter term focus for insurers is impact of “semi-self driving” or driver assist features

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Data enrichment

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Data enrichment

Some sources used:

Linked by geography (e.g. census data)

Linked by vehicle license plate/model (e.g. engine capacity, Audatex repairs data)

Linked by membership or rewards scheme (e.g. purchasing behaviour)

Linked by customer identity (e.g. credit history)

Anything from 10s to 100s of additional data items

Key consideration on where data is used:

Back office (e.g. pricing modelling)

Point of quote (e.g. to reduce question set)

Point of sale (e.g. to prevent identity fraud)

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Data enrichment

What you want What you do

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IMPLEMENT

ATION

ANALYTICS

DATA

ANALYTICS

IMPLEMENT

ATION

DATA

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Funnel of data

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To state the obvious….

Data volumes are growing exponentially…

...sources are multiplying…

…and technology around data is ever improving

But the question is what matters for personal lines pricing, and what doesn’t, and in what

order of priority?

2000s 2010s

Claims

Cost modellingConversion rate /

behavioural analysisClick stream and quote

manipulation analysis

Policies Quotes Clickstream

1990s

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So what are companies doing?

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Spectrum of activity

With the market Ahead of the gameBehind the curve

Floundering

in data

Staying

afloat

Exploiting

the

advantages

Typical

statements

“We’re assessing our

priorities at the

moment”

“The current focus is

turning the business

round”

“We’re happy that our

data is fit for purpose

today”

“The current focus is

on developing new

data capabilities”

“We’re using all the

data available to us

directly in analytics”

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Opportunities and threats

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Customer insight

Cross-product / lifestage targeting

Enabled analytics

Competitive edge

Lack of focus on what matters

Inadequate infrastructure

Too much internal focus

Conduct risk

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Areas of data focus

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Warehousing

Strategy

Enrichment Learning

Richness

What’s an appropriate “formal”

data strategy or DE strategy?

What data do you absolutely

need in order to compete?

Are you using the data you have

to its full potential within

analytics?

Does the way in which you’re

structured or operate or distribute

provide access to unique data,

and if so how to exploit?

How to organise the quest for

new data sources

How can I organise and access

my customer/group data?

Is the data readily available to

analysts?

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Fraud prevention

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Statistics

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Insurance Ireland estimates that fraud adds approximately €50 to the average

motor premium.

The cost of fraud to the industry is estimated at €200 million per year

MIBI estimate that:

there are 151,000 vehicles without insurance on Irish roads.

1 out of every 8 claims they handle is suspicious

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Recent developments

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The processing of insurance policies and claims is becoming increasingly automated.

Easier for fraudsters to target insurance companies through weaknesses, disconnects and

inertia within these automated processes.

The increasing cost of motor insurance and demographic changes have increased the

imperative and opportunity for application fraud

The fraud landscape is reportedly changing, with evidence of fraudsters travelling from the

UK to take advantage of Ireland’s more generous compensation regime

Insurers are moving away from short-term view of paying out small fraudulent claims

which encourages further fraudulent activity

Regular high profile court cases - recent example of fraudulent claim for jewellery theft

resulting in an 18 month jail sentence.

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“Zurich and Motor Insurers' Bureau of

Ireland (MIBI) believe they have

uncovered a sophisticated, multi-million

euro eastern European fraud ring behind

damages claims.”Irish Independent - July 2017

Headlines

“Failed jewellery

insurance fraud results

in 18-month jail term”Irish Times – November

2017

Whiplash claims cap could save

motorists €150 a year

Awards in Ireland average €15,000

which is five times higher than in

Spain and ItalyIrish Times – April 2017

“Motor Insurers Bureau to

send fraudulent motor claims

to gardaí. Motor Insurers

Bureau of Ireland estimates

that one in eight claims are

‘suspicious’”Irish Times – August 2017

“Plans 'at advanced stage' for new insurance fraud unit in gardaí”

“Nicholas Kearns, who has been appointed by the Government to head up the

Personal Injuries Commission to compare award levels here with those internationally,

said fraud was paying a huge part in the cost of insurance. The cost of fraud was

estimated at €200m a year. But the true cost was probably a multiple of this if the cost

of exaggerated claims is added in.”Irish Independent – March 2018

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Fraud prevention

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It is essential that fraud prevention processes need to focus on point of

quote/payment rather than post-sale – may be too late

Fraud checks should be applied across all channels, products, etc.

Significant investment in fraud prevention – development of teams and resources

Late adopters at risk – increased exposure

Staying active in industry bodies and networks to remain up to date with latest

developments

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Area / tool Description

ID checks Customer ID checking is the single most important application fraud check

employed at PoQ.

Device ID Particular objectives are to identify cases in which the same device is being used

for multiple quotes; if the location of that device is deemed to be suspicious; how

many times it is seen to be associated with bad outcomes; and whether its

characteristics are inherently dubious

Credit Public credit is used as a means to rate on affluence, financial distress and

propriety, with low credit scores often being declined.

Block lists All insurers will typically hold a block list for which no quote will be provided

Quote manipulation rules Quote manipulation rules are set up to identify those individuals deliberately making

many quotes by flexing the data submitted in pursuit of a lower premium, especially

soft unverifiable data items.

Fraud/fronting scorecards Fraud scorecards are based on a combination of analytics and expert judgement.

They involve activities such as identifying combinations of factors that seem odd, a

standard set of factor checks which apply e.g. age vs licence years vs NCD and

assessing the likelihood of a fronted risk e.g. young driver fronting.

Single Customer View (SCV) Typically a separate analytical project to check whether customers have been seen

before either buying the same product in the past or other products.

Payment checks Checks on payment identity, card checks, premium refunds and misuse of details

Use fraud Checking for e.g. commercial drivers on private policies or vice versa

Common fraud prevention tools

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Outlook

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Outlook

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