CAS Annual Meeting · analytic insight with more telematics data to create new risk factors State...

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© 2013 Towers Watson. All rights reserved. CAS Annual Meeting Is Your Usage-Based Insurance Program Succeeding? Robin Harbage, FCAS, MAAA November 5, 2013

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CAS Annual MeetingIs Your Usage-Based Insurance Program Succeeding?

Robin Harbage, FCAS, MAAA

November 5, 2013

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UBI programs have proliferated in North America

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Progressive: Autograph pilot

GMAC: Low-mileage discount

Progressive: Tripsense

Aviva Canada

Milemeter: Mileage only

Progressive: MyRate

American Family: Teen Safe

Travelers: Intellidrive

Safco: Teensurance

Safeco: Rewind

Esurance: Mileage only

State Farm: (OnStar)

AAA, NCNU: uDrive

AAA, ACSC: Mileage

Progressive: Snapshot

State Farm: (In-Drive)

Safeco: Mileage

Allstate: DriveWise

Nationwide: SmartRide

Hartford: TrueLane

Industrial Alliance

Esurance: DriveSense/Drive Less Save More

State Farm: Ford Sync

CSE: Save

Elephant: DriveIQ

21st Century: DriveIQ

DTRIC:Akamai

MetroMile

1997 2004 2005 2006 2008 2009 20102011 2012

Nine of top 10 US auto insurers have launched UBICanada will be a fast follower

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Four things

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Many moving parts need to come together4

Avoid Widget Paralysis2

You need granular data 3

Benefits beyond a discount1

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Four things

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Benefits beyond a discount1

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Insurers are staking out different positions for their UBI programs

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Progressive

Feature Focus Opportunity to de-commoditize

the product Product/service focus, including

driver coaching requires an understanding of driving behavior and the key influencing factors

Price Proposition Will price remain king with more

powerful risk segmentation? Price focus will require strong

analytic insight with more telematics data to create new risk factors

State Farm

ILLUSTRATIVE

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Question: “Isn’t this all just a race to the bottom?”

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Yes No…and

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Remember, insurers are staking out different positions for their UBI programs

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Progressive

Feature Focus Opportunity to de-commoditize

the product Product/service focus, including

driver coaching requires an understanding of driving behavior and the key influencing factors

Price Proposition Will price remain king with more

powerful risk segmentation? Price focus will require strong

analytic insight with more telematics data to create new risk factors

State Farm

ILLUSTRATIVE

YesNo

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But, what is the potential?

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Pricing AccuracyBased On Risk

BehavioralModificationPrograms (teens, maturemarket, etc.)

SafetyFeatures

Emergency response, roadside assistance,

stolen vehicle recovery

VehicleMaintenance

Reporting

Green Driving andFuel Management

ConciergeServices Door unlock,

navigation, location assistance

Safer Roadsand Lives Saved

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The customer

When considering the customer, it is important to establish: A customer proposition A marketing strategy A distribution strategy

Some insights from Towers Watson’s Consumer Survey

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The marketplace is ready for widespread adoption of UBI

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0%

10%

20%

30%

40%

50%

60%

70%

80%

Italy Spain France Germany UK US Netherlands

50%Definitely or probably interested in U.S.

79%Would be open to UBI in the U.S.

Interested, 50%Maybe, 29%

Not Interested, 20%

Percent interested in UBI, by Country U.S. Interest in UBI

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Concerns should be incorporated into product design

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89%would be open to UBI if no risk of surcharge; mostly impacting those who are not interested

Interested, 50%

Maybe, 29%

Not Interested, 20%

Interest in UBIWith Risk of Surcharge

Interested, 62%

Maybe, 27%

Not Interested, 11%

Interest in UBIWithout Risk of Surcharge

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The customer experience

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A UBI proposition provides customers a tangible product proposition, including: Control of rating factors Options based on use of vehicle, driving activity, travel

needs and lifestyle Expansion of service and support when needed Engagement beyond once a yearwith Flexibility — to swap product, switch on/off, change

or upgrade Feedback — designed to suit target audience

interests Features — not previously available to the motor

insurance customer

Breaks the model — and the annual cycle

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Evolution of value beyond discounts

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Behavioral Change

Personaland Family

SecurityValue-Added

ServicesInsuranceDiscounts

Simple rating-based programs Discount-driven, relying on self-selection Targets high-profit customers “as they are”

Introduces range of new services Customers opt (and pay) for services they value Insurers use these to differentiate product

Protecting the insured and family Parent-teen relationships Enhances overall value of insurer/

insured relationship

Influence drivers to improve driving behavior Potential to save lives and significantly impact profitability Compelling proposition for the broader market beyond the

“self-selectors” Creates long-term customer “stickiness”

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Four things

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Benefits beyond a UBI discount1

Avoid widget paralysis2

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Sideline riskPerhaps the most important question for many of you in the room: Whether and when to get in the game?

Not sure it will really take hold Or, rate of adoption will be slow

Technology is expensive and not yet perfected — will be cheaper and better in the future

Vendor landscape is evolving — over time the shakeout will leave the best potential partners

If we wait long enough, will be able to buy the information off-the-shelf (cheaper and faster)

It’s hard: Requires time and resources already in short supply The upfront investment is not trivial

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The Case for Waiting

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Sideline riskPerhaps the most important question for many of you in the room: Whether and when to get in the game?

The train has left the station No longer a “leap of faith”

It takes a long time…to start and once you start

“Future-proofing” — play now and benefit from future enhancements

What happens while you wait? More UBI entrants More of the best drivers locked up Competitors are learning, honing their models

and differentiating themselves (offering value) How do you compete? What’s your strategy to

counter? What about your sales force?

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The Case for Acting

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Meanwhile, what’s happening to your business? “A blast from the past”

UBI is different from credit-based insurance scoring in important ways, but insurers’ experience with credit is instructive

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TheViciousCycle“ “

START

“Best” drivers/customers defect to competitors offering UBI discounts

New business written has higher expected loss experience

Rates increase to reflectloss experience

Higher losses incurredover time

Laggards suffered adverse selection — financial performance declined. The competitive landscape fundamentally changed.

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A question on many minds…

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“Won’t this cannibalize my book?”Q

“To some extent, yes… But if you don’t do it, someone else will.”A

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Strategy first

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Key Questions

What’s our definition of success? What are our goals for the program? How will this program reinforce (or re-

orient) our brand? What segment of the market will we

target? What will be our value proposition to

our customers?

First determine what you want to accomplish and how to position yourself in the market, THEN design the UBI program accordingly

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Avoid widget paralysis2

Four things

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Benefits beyond a UBI discount1

You need granular data 3

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Data granularity and the consumer proposition

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Full Behavioral

Rating

Maneuvers Anticipation Aggression Adaptability

Utilization

Number of trips Time of day Mileage

Acceleration Braking Cornering Excess speed Approximate

location (GPS)

Simple Behaviors

Using Event

Counters

“PAYD” “PHYD”

Value

Traditional

Risk Proxies

Estimated mileage Garage location Prior claim history

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What is needed for proper score development?

Granular data to facilitate cleansing andthorough analysis

External data to put driving behavior in the proper context

Insurance policy and claim informationto tailor score to insurance context

Multivariate techniques to avoid “double-counting” and calibrate appropriately

Lots of data!

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0

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0%

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100%

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140%

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180%

1 2 3 4 5 6 7 8 9 10

Num

ber o

f devices

Loss Ratio

Score Decile

Expected Loss Ratio by Score Band

Number devices Expected Loss Ratio

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Spee

d, k

ph

Time

Speed

RPM

Continuous analysis

Collect granulardata

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Telematics data

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ThresholdEvents

Less Severe Frequent Driving

Decisions

Continuous DrivingBehavior Patterns

1,000,000’s

Number of Measurements

10’s

100’s

Freq

uenc

y

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Granular data provides value before the analysis begins

Telematics data, like all data, must be scrubbed Our experience is that telematics data — while okay for fleet management — typically

has more errors than is acceptable for pricing purposes Critical to clean the data prior to the analysis to eliminate “garbage in, garbage out” With granular data, it’s possible to run scrubbing routines to minimize errors and ensure

proper conclusions

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Spee

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RPM

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Granular data enables powerful new contextual rating factors

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Effectiveness depends on granularity and timing of data

Per-second data significantly increase effectiveness: Driving behavior cannot be

observed effectively in minute/ hourly intervals

“Average” driving over policy quarter/year does not pinpoint risky behavior

Risk factors can be created from raw journey data in context

DrivingBehavior

DynamicEnvironment

StaticEnvironment

Road TypeSpeed LimitJunctions

OvertakingSpeeding

MileageSpeed

AnticipationAggression

DetoursCongestion

WeatherTraffic

Vary Style

Rush HourSchool Run

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Collect 1.0 Data

Guess eventsProgram counters

Collect 2.0 Data

Test 1.0 eventsGuess revised eventsProgram new counters

Collect 3.0 Data

Test collected eventsGuess revised eventsProgram new counters

Granular data results in a better score faster

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Insert Text

Insert Text

Continuous analysis

Event-counter-based analysis is a linear process that can span years to “get it right”

Granular data facilitates continuous trial and improvement cycle that significantly reduces time to effective scoring

Collectgranular data

Use results, collect data, continually refine

Even

t cou

nter

sG

ranu

lar d

ata

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0%

20%

40%

60%

80%

100%

120%

140%

160%

180%

0‐10% 10‐20% 20‐30% 30‐40% 40‐50% 50‐60% 60‐70% 70‐80% 80‐90% 90‐100%

Loss Ratio

Score Decile

Expected Loss Ratio

Expected loss ratio

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Loss Ratio for Decile Ranges of DriveAbility Score

Expected loss ratio is 2.5 times higher than average

Expected loss ratio is 30% of the average

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You need granular data 3

Four things

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Avoid widget paralysis2

Benefits beyond a UBI discount1

Many moving parts need to come together4

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Many moving parts need to come together

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Consumer

Data

Systems

Target segments

Device selection

Datatransmission

costs

Customer migration and

cannibalisation

Datastorage

Consumer proposition Enhanced

customer services

Consumer web portal

Communicatinggood behaviorto customers

New claim processes

Integration with existing systems

Charging or billing (over

conventional)?

Device distribution and

tracking

Datamanagement

Translatingjourney data intorisk assessment

Datarequirements

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Typically takes 3+ years and millions of $ to implement basic programs

Define goals and develop

product

Identify TSPs

Build “own” infrastructure

Attract customers Scrub, merge

and collect data

Build volume and analyze

data

File and use results

Company Implementation ChallengesIt is not “just a device”

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Program Management

UBI is a big project that touches all areas of the company

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OperationsSupport team, daily procedures, provide customer support

SystemsQuote, policy administration, claims, billing, CSR

TrainingEmployee function impact

assessment, create and deliver training

ProcessesNew business,

endorsement, renewals, claims, customer support

S.P.O.T.

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What does success look like…

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Turn data into usable knowledge

Benchmarking and data analytics

UBI touches all areas — effective program

management required

Tried and proven technology partners

Effective consumer proposition together with marketing and distribution strategy

Build a program that supports company’s strategic vision

Strategy

The Customer

TechnologyPeople &

Processes

Data

Knowledge & Pricing

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Key takeaways:

1. The early adopters are gaining significant advantage while latecomers will be adversely selected

2. Long lead time to market. Some insurers are already investing now to be leaders soon

3. Getting it right Start with strategy This is a big implementation project that touches all parts of the company Avoid widget paralysis. Choose the right technology partner that can scale

and adapt Using vehicle driving data for rating is complex, but critical to the long-term

value which will include behavior change

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Contact Details

Robin HarbageTowers WatsonDriveAbility Sales and Product Delivery LeaderT +1 (440) 725-6204E [email protected]

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