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PREVENT FRAUD AT POINT OF SALE AND TRANSFORM YOUR BUSINESS
A 3-5%+ LOSS RATIO IMPROVEMENT OPPORTUNITY FOR P&C INSURERS
July 2015
AM I DOING
BUSINESS WITH
FRAUDSTERS? 2
FRAUDSTERS WIN WHEN
THEY CAN HIDE IN YOUR
DATA ................................ 2
2 < Prevent Fraud at Point of Sale and Transform Your Business www.veracityid.com
AM I DOING BUSINESS WITH FRAUDSTERS?
Of course you are. That isn’t news. But the extent of fraud in your book may be.
Fraud in applications. Fraud in the channel. Padded claims. Collusion between
providers, agents, employees and customers. Organized fraud rings. And all of them
are growing in an online world where you increasingly rely on data you cannot
confirm and representations you cannot see or touch – other than through data.
Multiple industry studies suggest that underwriting fraud – mispricing resulting from
misrepresentation on new applications – together with applicant errors can drive as
much as a 10% hit to the loss ratio of the typical personal lines insurer. This means
most carriers are significantly underpricing risks – and either do not understand or
cannot fix the problem. Moreover, the Insurance Information Institute estimates that
as much as 10% of claims paid involved some type of fraud – and that most of those
frauds remain undiscovered or are found only after claims are paid. Taken together,
this suggests that underwriting and claims fraud costs the US auto insurance industry
over $30-billion annually – with twice amount that globally.
For consumers, this means that the typical auto policyholder is paying a $100 annual
“fraud and misrepresentation tax” to insurers who cannot control fraud. And for the
average carrier, it means their bottom line is half (or less) of what it could be if fraud
were squeezed out of their books.
But how can you put an end to fraudsters? Aren’t criminals always with us?
FRAUDSTERS WIN WHEN THEY CAN HIDE IN YOUR DATA
The insurance sector is in the midst of a dramatic transition from a relatively low
margin, data-intensive industry that relies on a well-understood but costly agent-
driven sales model to a complex online, low-cost, multi-national and multi-channel
marketplace where customers may never actually meet any representative of the
carrier – ever. In this new setting, sales and service decisions must be nearly
instantaneous to satisfy an increasingly demanding and sophisticated customer base –
and yet risk still needs to be priced correctly to achieve sustainable and economic
returns. Unfortunately, many carriers are learning the hard way that in the rush to
meet these new challenges, fraud risks are easily overlooked in a fog of criminal
concealment, limited budgets, fragmented and costly carrier legacy systems, and a
globalizing data environment that often seems to add complexity without offering
insight.
We believe that these changes pose a profound threat to P&C carrier profitability
because this exciting new medium enables - indeed its very anonymity encourages -
misrepresentation and fraud. In this new world of ‘instant decisioning’, it makes little
sense to sell to a suspicious customer, await the inevitable shady claim, and then rush
SOMETIMES TROUBLE FINDS YOU BEFORE YOU FIND IT
Imagine you're responsible for security at a sold out concert in a big urban venue. You know that a few of the 40,000 ticket holders – up to 5% - are inclined to stir up trouble at an event like this. But you don’t know who they are or which of them will actually cause a ruckus until it happens.
You’ve always managed ‘problem customers’ by putting up barriers, installing cameras all around the darkened arena, and hiring an army of off-duty police, bouncers and plain-clothes security to watch everyone in attendance. You know something is going to happen – it always does – but you have no idea when it will happen or who will do it. So you watch everyone.
You are also sure you will miss as many incidents as you find. And you will be blamed for the ones you miss. So you watch, you wait, and you hope the bad guys went somewhere else tonight.
If you get lucky you'll see something happen early in the show and you can make a big show of stopping it. Congratulations! Only 1,999 potential "problems" and just four hours left before you can breathe again. But what if you could identify the 2,000 potential miscreants before they get inside? What if you could identify them before you sold them a ticket, before you let them inside? Could you change the status quo by not selling them a seat at all or by putting them in a closely monitored section of the arena?
How much money could you save on security? Would your ‘good customers’ have a better experience – and come back - if they were both safer and no longer treated like they were the problem?
www.veracityid.com Prevent Fraud at Point of Sale and Transform Your Business > 3
a pay/no-pay decision when someone is hurt or a car is stuck in the shop - when you
have the opportunity to assess your customers at Point of Sale before you take on a new
risk. VeracityID’s position is that the Point of Sale should present the first and most
important line of defense against fraud in an insurance company by highlighting both
deliberate and “white lie” misrepresentation and by identifying those individuals most
likely to commit a claims fraud at a later date.
It is time for insurers to move away from a ‘pay and chase claims’ fraud mentality and
towards a real-time, prevention and continuous monitoring model that stops fraud
before it starts – by making sure every policy is priced correctly and that fraudsters
find it difficult or impossible to get policies at all.
It is time to stop fraud before it starts.
CAN YOU REALLY STOP FRAUD BEFORE IT STARTS?
Yes, you can. And we can show you how to leverage our tools to build a deep and
powerful line of defense against fraud beginning at the Point of Sale – whether it be
online, in a call center or in an agent’s office.
The key is to catch fraudsters before they can hurt you. Before underwriting a policy.
Before a change is allowed. Before a claim is made. Early detection during the sales
process of those individuals who are, or are likely to commit fraud is critical –
detection while you are engaged with customers collecting information and at every
point prior to a policy change being approved or a claim being filed. And then you
monitor their behavior to identify changes that might impact fraud risk levels.
At VeracityID, we have identified two types of fraud that can be identified and
neutralized with our toolkit:
Opportunistic Misrepresentation
Applicants, of course, are prone to making genuine errors in their application
for insurance. But, they are also capable of telling ‘White Lies’ to insurers
about the scale and scope of their riskiness so they can get products and
pricing for which they are not otherwise eligible. This type of fraud is
commonly seen in financial services when people apply for insurance or
credit – but it is also found in the acquisition of almost any online service
where the seller is assuming customer risk. It frequently involves people who
consider themselves to be otherwise honest – and certainly do not see
themselves as liars or criminals.
Independent research suggests that many - even most – otherwise honest
people will shade the truth to get a lower price from a financial institution so
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long as they perceive the consequences will be limited – and they are because
carriers are generally tied to the quote at binding even the quote was based
on incomplete or inaccurate information. Worse, their agents often abet in
the deceit by ‘working the numbers’ out of the customer’s sight in order to
get a better rate – further alleviating the customer’s guilt or sense of
responsibility for their application’s truthfulness. And Carriers don’t help
themselves in this process because they often find it too difficult and
expensive to identify and/or pursue these ‘soft’ frauds, Instead, they simply
price deceit into policies as a cost of doing business – even though this type
of ‘premium leakage’ may constitute as much as 10% of premium.
Professional Fraud
Professional Fraud – fraud committed by individuals acquiring products with
the prior intention of engaging in a crime - involves far fewer individuals
than Opportunistic Misrepresentation, but generally yields much higher
losses per incident. Research suggests that less than 5% of the population is
composed of habitual liars and cheats – people who comfortably and serially
deceive and defraud others to make money and/or avoid negative
consequences. Unlike those who are willing to shade the truth for a small
benefit, these types of individuals tend to conceal themselves and their
activities in ways that will minimize suspicion and offer maximum
opportunity for unjust rewards.
Traditional fraud detection methods struggle to discern these types of fraud after they
have occurred, let alone reveal which applicants are likely to fall in either category at
Point-of-Sale. Why? Because fraudsters look and sound just like everyone else. They
hold jobs, they have friends and families – they look ‘normal’ by all outward
appearances. And they work hard to keep it that way – because remaining
undiscovered is how they do what they do. And in the increasingly emerging digital
world, it’s proving easier than ever before for them to do their work. As we move
from personal to a host of different types of online interactions – in applications, in
ordering products or services, in filing claims – it is how they represent themselves in
data that reveals who they are, whether they are telling the (all of) truth, and what
their intentions may be.
VeracityID enables clients to attack both types of fraud by enabling you to organize
current and prospective customer data from diverse internal and external sources and
thereby create a complete digital picture of those anyone who is seeking to do
business with you. By applying our analytical took kit to your data, you can assess
who is telling (all of) the truth and who is attempting to deceive you, and quantify the
risk of taking on a new customer, offering a product renewal or authorizing a change
in terms.
You can stop fraud before it starts.
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VERACITYID CRACKS THE FRAUD PROBLEM AT POINT OF SALE
VeracityID has solved one of the oldest and most vexing problems facing decision
makers at insurers, banks and other financial institutions: “How do I identify fraud
and fraud and fraudsters during the application process – before making an offer and
before closing a transaction – and then track changes in fraud risk over the life of the
customer relationship?”
VeracityID’s cloud-based fraud platform -
idFusion - offers insurers a cutting edge fraud
prevention, detection and prediction solution
that enables customers to pro-actively identify
misrepresentation, measure and score fraud risk,
and then mitigate both during the application
process and beyond through a sophisticated and
comprehensive approach to “Big Data”
aggregation, point-of-sale workflow and risk analysis.
idFusion is a SaaS offering that leverages a vast array of company and external data to
measure, analyze and report fraud risk in a customer, channel or service provider
network, continuously and in real-time. It uses the insights gathered to drive key
client decisions at the moment they matter most … at point of sale.
idFusion is the fraud solution for a networked world.
Cutting-edge detection methodologies. idFusion is built with world-class
database design, entity resolution, real-time data validation, sophisticated
rules testing, social network analysis, predictive analytics and continuous
monitoring tools to identify, anticipate and mitigate fraud risk from the first
moment of the customer relationship to the last.
Channel, technology infrastructure and line of business agnostic. idFusion
can provide real or near-real time insight in both online and offline
environments for any financial or risk-based product.
See your data in a new way. idFusion includes highly sophisticated analytical
and decision support tools that enable business decision makers and analysts
to quickly customize and view transactional information, risk status alerts and
production data in real-time or on a periodic/customizable reporting basis –
with no programming or database skills required.
Low deployment and maintenance costs. idFusion requires a light customer
technology footprint and limited customer integration with core systems.
Our focus is on helping customers make better decisions that drive
idFusion is a break-out solution
that delivers the next generation
of fraud prevention capabilities
to insurers – and drives
dramatic financial performance
improvement in the process.
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significant financial performance improvements at point-of-sale, not on
costly or large enterprise IT transformation.
Dramatic and rapid payback. A typical auto insurer should expect to see at
least a 3-5% improvement in their loss ratio within 1-2 years of adopting
idFusion – and potentially more in out years. Payback should be 10-20 times
the typical annual idFusion subscription cost.
HOW DOES IDFUSION WORK?
Carrier data is typically organized across multiple legacy environments – new policy
systems, policy administration systems, claims systems, investigation systems and
more – and then bundled with externally purchased data to help inform decisions.
This legacy environment has been crafted to originate and service policies – but it was
not designed to fully leverage data for business insights, to identify fraud or to provide
a lifecycle view of customer, channel or provider information.
idFusion overcomes this problem by gathering selected (production-related) source
data from these disparate environments, resolving inaccuracies and inconsistencies
among them, and then normalizing this information into a consistent and highly
efficient schema from which our customers can draw insight, test and validate data,
measure and monitor fraud activity and risk levels, and take action to prevent fraud
before it starts at point of sale, at renewal, during a change request process, or in
assessing a claim.
idFusion’s SaaS solution for Property & Casualty insurance consists of six key
services:
DataFusion
VeracityID’s DataFusion process gathers information from internal and external
sources and organizes them into a common schema architected to detect fraud in a
type or line of business. Data is regularly refreshed and renewed through data
feeds/updates from company origination and source systems, as well as updates from
third party data services.
Integrates customer, product, channel, geographic and other production-
related lifecycle data into a common schema validated entities and attributes
Includes pre-built data quality tests contextualized to end-user requirements
and resolves/removes/remediates data duplicates, omissions and
inconsistencies common across corporate data environments.
Provides a single, multi-dimensional and query-able view of enterprise data.
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idTruth Entity Resolution
Most people have several dozen internet ‘identities’ – birth records, school records,
financial records, marital records, etc. – which often contain gaps or inconsistencies.
Perhaps an applicant has a formal name (James) in one record and an informal name
(Jim) in another. Perhaps a date or address number is transposed, or someone else’s
records are mistakenly included, or a business name is incomplete – any of which can
happen without the customer’s knowledge or consent.
idTruth is VeracityID’s answer for resolving these entity-level conflicts and gaps in
personal and commercial data through its own version of a process called Entity
Resolution. idTruth has multiple powerful features, including it:
Identifies, matches and links similar individuals, locations, businesses and
other entities using similarity search technology that is superior to commonly
used exact match, pattern-based matching and Soundex matching solutions
applied in typical identity fraud tools.
Ensures that misspellings or intentional information misrepresentations are
detected to reduce false negatives.
Searches across multiple attributes to disregard irrelevant matches and
thereby reduce false positives that impair effectiveness and the customer’s
online experience.
AppTruth™ Data Validation
AppTruth is one of two key analysis tools idFusion employs to identify and prevent
fraud – primarily underwriting fraud in this case. AppTruth assesses the completeness
and truthfulness of customer/agent-provided application data using pre-validated
internal and third party data to affirm pricing and eligibility at POS. It employs a
complex Boolean logic system in which responses are tested against known fact sets
and applied against decision rules. Based on findings, decision codes are fed back to
point-of-sale for action. These decision codes may signal such actions as approval of
information, request additional data, refer the customer to another channel or
program, decline the policy – or simply flag the applicant information as ‘unknown’ or
‘at risk’ and thus worthy of review or monitoring, or both. And all of this happens in
near-real time (micro-second response, normally) and completely in the background
of the customer online experience. Specifically, AppTruth:
Tests verity, accuracy and completeness of key pricing and risk information
provided at point-of-sale in real-time
Accordingly, it enables clients to identify and correct pricing errors before
completing a transaction
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Leverages VeracityID rules engine to measure compound risk factors and
take mitigation steps when customer representations are incorrect or cannot
be confirmed
TrustMark™ Social Network and Fraud Risk Scoring
TrustMark is VeracityID’s application of social analysis tools such as those used in
national defense settings to identify espionage and terror risks in large populations.
TrustMark organizes validated information in a large scale social network that includes
a wide range of identifying information that highlights and measures the strength of
connections to known fraud persons, entities, locations and digital footprints. With
the social network in place, each applicant and policyholder is then provided with a
TrustMark - a risk score that assesses the potential for that person or business to
engage in fraud. Specifically, our TrustMark scores allow companies to:
Apply fraud risk measures much like other companies use credit risk to
manage financial decisions – in this case by measuring customer
trustworthiness before accepting new risks
Identify and monitor connections to known fraudsters and fraud patterns
throughout the policy lifecycle
Establish fraud risk thresholds to alert carriers to changes in customer status
via continuous monitoring of each entity’s social network
Visualize and measure risks at entity, book, channel and geographic levels
Establish and manage fraud exposure to company-specific risk appetite
Figure 1: Network visualization tools allow network risk patterns to be
analyzed easily and intuitively
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idWorkbench™
idWorkbench is idFusion’s analytical workbench. Built on top of our Hadoop and
social network databases and leveraging Apache Trafodion capabilities to ensure near
real-time data extraction and reporting, it allows decision makers to develop and
deliver highly customized reporting, monitoring and decisioning to the desktop of
underwriters, actuaries, analysts, claims adjuster and executives at every level – subject
to user defined access and permissioning in our highly secure environment.
idWorkbench enables customers to:
Easily customize and view analytics for an executive needing summary
reports or analysts needing detailed portfolio analytical resources
Customize dashboards, reports and graphics using customer-determined
fraud management KPIs, alerts, maps and other graphics for in-depth insight,
communication and decisioning
Deliver dynamic fraud network visualizations that enable decision makers to
‘see’ emerging patterns of criminal activity as they develop.
Leverage our predictive analytics and customizable P&C insurance rules
libraries to detect fraud patterns and optimize detection in response to
changing fraudster tactics
Figure 2: idFusion provides user-customizable alerts and status dashboards for
executives and risk managers
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Figure 3: idFusion provides user-customizable alerts and status dashboards
for executives and risk managers
idFusion Workflow
Finally, idFusion provides customers with a rich, roles-based workflow model that
enables it to be configured to individual, departmental and company needs and
requirements. Key elements include:
User-defined workflow engine that can be customized to company-specific
risk tolerances and escalation processes
Real-time/online processing and overnight/periodic batch processing
options
Meets or exceeds statutory and industry standard information and application
security requirements for data management, access and application controls,
and monitoring logs of usage (with alerts for unusual/unexpected usage).
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Figure 4: idFusion automates complex alerts and investigation management
with configurable and flexible workflow
IDFUSION CAN INCREASE CARRIER LOSS RATIOS 3-5% - OR MORE
By applying idFusion at point-of-sale, we can improve the typical personal lines
carrier’s loss ratio by 3-5% - or more – within 1-2 renewal cycles. We can help
customers identify errors and lies on applications, highlight applicants whose history,
associations and behavior portend future fraud, and identify which applicants need to
be monitored more closely when a change occurs or a claim is filed.
For a billion dollar premium carrier, this translates to a $30-50 million annual
improvement opportunity. It means being more competitive in a market where
carrier selection can ride on a $20 difference in premium. It means growing market
share online when comparative rating dominates the consumer landscape.
DEPLOYING IDFUSION
As a SaaS application, idFusion requires relatively little IT integration support from
enterprise IT deployment teams. This support is largely limited to access to secure
data feeds from origination and other customer/third party data sources, to ensuring
configuration compliance with enterprise data, access and application controls and
standards; and in provisioning of help desk support for internal users. Additional IT
support may be required if a private cloud or on-premises implementation is required.
VeracityID is committed to providing the support necessary to ensure that idFusion
delivers significant financial benefits to customers in short order. Specifically,
Veracity assists customers through the initial configuration effort including the
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roles/assignments, application fine-tuning and training/communication activities.
VeracityID also actively provides ongoing advice and consultation about how to get
the most value from its Services across user teams and executive groups.
Post-implementation efforts, including but not limited to responsibility for all key
provisioning, decisioning, training and management processes reside with the
customer – with VeracityID providing Level II/advisory support as needed.
VeracityID also publishes and provides ongoing enhancements to the platform, adds
additional rules and fraud pattern libraries, enhances and deepens fraud scoring
capabilities, incorporates additional data types and sources into the network, and
develops/publishes its product roadmap in close consultation with its users.
FLEXIBLE DELIVERY OPTIONS
VeracityID’s idFusion is currently offered as a Software as a Service (SaaS) solution
delivered by Amazon Web Services (AWS). It can also be configured to respond to a
variety of customer needs and environments, including rapid integration into real-time
processing systems and as a batch/periodic processor. A variety of commercial
arrangements are available to enable carriers to minimize capital expenditures while
maximizing return on investment.
GETTING STARTED WITH IDFUSION
Is idFusion for your company? Can we really identify an ongoing 3-5% loss ratio
improvement in one or two renewal cycles? Let us show you how through a brief
Opportunity Assessment during which we will assess the scope size of the value
capture opportunity in your organization.
It all starts by going to our website and signing up for a demo at
www.VeracityID.com or emailing us at [email protected]. We will get back
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From its roots in National Security, VeracityID is a true big data, real-time
fraud analytics and investigation platform that brings together advanced
fraud risk analysis, social network fraud analysis, and real -time scoring into a
unique enterprise-scalable product for global financial institutions. Criminals
have become more sophisticated, unpredictable and persistent in their
techniques, and are increasingly exploiting digital channels. Our proven
enterprise platform enables global organizations to identify fraud and likely
fraudsters among new and existing customers - in real-time – before making
a product offer and then continuously monitor changes in risk level
thereafter. VeracityID is headquartered in Reno, NV and has offices in
California, Washington DC and London. For more information, please visit
www.veracityid.com.
NOTICE
INFORMATION IN THIS DOCUMENT: (I) IS PROVIDED FOR INFORMATIONAL PURPOSES ONLY WITH RESPECT TO PRODUCTS OF VERACITYID OR ITS SUBSIDIARIES (“PRODUCTS”), (II) REPRESENTS VERACITYID ’ VIEWS AS OF THE DATE OF PUBLICATION OF THIS DOCUMENT, (III) IS SUBJECT TO CHA NGE WITHOUT NOTICE, AND (IV) SHOULD NOT BE CONSTRUED AS ANY COMMITMENT BY VERACITYID. EXCEPT AS PROVIDED IN VERACITYID ’ LICENSE AGREEMENT GOVERNING ANY PRODUCTS OF VERACITYID OR ITS SUBSIDIARIES (“PRODUCTS”), VERACITYID ASSUMES NO LIABILITY WHATSOEVER, AND DISCLAIMS ANY EXPRESS OR IMPLIED WARRANTIES RELATING TO THE USE OF ANY PRODUCTS, INCLUDING WITHOUT LIMITATION, WARRANTIES OF FITNESS FOR A PARTICULAR PURPOSE, MERCHANTABILITY, OR INFRINGEMENT OF ANY THIRD PARTY INTELLECTUAL PROPERTY RIGHTS. VERACITYID ASSUMES NO RESPONSIBILITY FOR ANY ERRORS OR OMISSIONS CONTAINED IN THIS DOCUMENT AND VERACITYID SPECIFICALLY DISCLAIMS ANY AND ALL LIABILITIES AND/OR OBLIGATIONS FOR ANY CLAIMS, SUITS OR DAMAGES ARISING FROM OR IN CONNECTION WITH THE USE OF, RELIANCE UPON OR DISSEMINATION OFTHIS DOCUMENT AND/OR THE INFORMATION CONTAINED HEREIN.
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