the agile approach to fraud€¦ · requirements volume typically data quantities of over a few or...
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The Agile Approach to Fraud Defending Against Shape-Shifting Threats
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Stu Bradley, Senior Business Director, SAS Fraud & Financial Crimes Global Practice
Andras Cser, VP and Principal Analyst Serving Security and Risk Professionals, Forrester
John Standish, Retired Chief of the Fraud Division, California Department of Insurance
Chris Gray, Global Managing Director for Intelligent Processing Services, Accenture
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Andras Cser, VP and Principal Analyst Serving Security and Risk Professionals, Forrester
Fraud Management Trends
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Behavior modeling and big data fuel fraud management market growth
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Fraud affects profitability, reputation, and compliance
The bottom line
Losses due to fraud
Spend on fraud prevention resources
Brand value and customer loyalty
Regulatory compliance
Know your customer
Anti-money laundering
Fraud affects all verticals
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5 Bs of Fraud management trends
Big data (Volume, Velocity, Variety, Veracity and VALUE of data)
Behavioral analytics
BYOD and mobile fraud
BI data from Fraud data
Breadth and Bundling of shared networks’ information
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Big Data
Volume
Velocity
Variety
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© 2013 Forrester Research, Inc. Reproduction Prohibited 8
(How do we avoid this???)
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Big Data Will Transform Fraud Management Requirements
Volume
Typically data quantities of over a few or 10TB is considered Big Data
Velocity
Fast movement of data
Streamed data
Not feasible to persist data (cost or speed issues)
Variety
Log files
Social networks information
Textual information
Device specific data, geolocation data
Low level data (sensors, etc.)
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Behavioral analysis
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BYOD and mobile device fraud
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Need to manage
Many and confusing definitions
NFC chips in mobile devices replacing (or augmenting) EMV chips in plastic credit cards
CNP payment transactions initiated from mobile devices
eWallets (Project Oscar in the UK, Google, Amazon?, Apple?)
From native mobile applications
From mobile web or WAP sites
Mobile billing
SMS / Text message based billing
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BI data from Fraud Data: A symbiotic relationship
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Breadth of shared and consortium information
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John Standish, Retired Chief of the Fraud Division, California Department of Insurance
Enterprise Fraud Solutions: Government and Private Sectors
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The Future: Enterprise Solutions
Multiple Programs and Lines of Business: The GAPS
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Fraud is Fraud!
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Best Practices
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Communicate, Collaborate and Coordinate
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Chris Gray, Global Managing Director for Intelligent Processing Services, Accenture
New Approached to Delivering Improved Outcomes
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Non-Compliance: A Global Business Challenge
US federal government and
states overpaid an estimated $14
billion in unemployment benefits
in fiscal 2011, or roughly 11% of
all jobless benefits paid 1
Fraud detected in France
across Social Security
ministries was €457 million
in 2010
Irish mother of six is jailed
for three years after claiming
social welfare fraud of
$350,000 in 2012
Idaho man pleads
guilty to $1.5 million
in disability fraud –
April, 2009 –The Settle
Pensions claimed for 30
years after death September 2010 –The
Manichi Daily News
Fraud of new
applicants at 24% in
San Diego 2010 –Los Angeles Times
US tax gap
is c.$300
million
EU estimates VAT
fraud to be €100
billion per annum
1 http://money.cnn.com/2012/07/09/news/economy/overpaid-unemployment-benefits/
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Moving from Post Transaction Audits To Embed Real Time Risk Scoring into Processing
Enablement
Collections
Registration Forms and Financial
Processing Discovery Audit
Collections and
Debt Mgt
Compliance
CORRECT Post-process review
DETECT Identify potential risks, in-process
Processing
DETECT Identify potential risks, in-process
PREVENT Stop non-compliance at entry
New
rules
New
rules
A more dynamic approach is required
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Processing Collections Compliance
New rules
7 Collections &
Debt Management
CORRECT: Post-process review
DETECT: Identify potential risks, in-process
New rules PREVENT: Stop non-compliance at entry
1 Registration
1.1 Identity
Resolution
7.1 Intelligence-Led
Collections
2 Forms & Financial
Processing
2.1 Known Non-
Compliance Identification
2.2 Unknown Non-
Compliance Identification
3 Criminal
Investigations
4 Audit
6 Marketing &
Outreach
5 Discovery &
Non-Filer
3.1 Scheme &
Collusion Detection
4.1 Intelligence-Led
Audit Management
6.1 Customer Education
Campaigns
5.1 Non-Filer
Discovery
8 Enablement
8.2 Talent Management
& Delivery Methods
8.3 Technical & Data
Architecture
8.4 Value Measure
& Manage
8.1 Governance &
Business Integration
Compliance Framework: take a structured approach
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Analytic
Models Agency & External
Data Sources
Predictive Models
Expert Rules
Severity Levels
Treatment & Workflow Strategies
Business
Systems
Consolidated
Customer Analytic
Record
Continue Transaction
Flag for Categorised Investigation
Stop Transaction
Treatment & Case
Management Systems
Value Measure
& Manage
Model Evaluation Results
New & Emergent Patterns
Investigation &
Treatment
Activities
Analytics
Laboratory
Analytics
Factory
Challenges: Do I focus on the Laboratory or the Factory
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Step 0.
Intake
Step 1.
Define Value
Step 2.
Get Value
Step 3.
See Value
How can we sustain
value into the future?
What is the path to
seeing value?
What is the projected
return for the project?
Should we consider this
project?
Communicate Value
What is the best way to communicate project value?
Challenges: Measuring success and demonstrating value
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The following survey of CEO’s shows that 5 out of the top 10 business transformation showstoppers are ‘people and organizational’ issues.
No Change Management Program
Project Team Lacked Skills
Top 10 Barriers to Success
36%
41%
43%
44%
44%
46%
54%
65%
72%
82%
IT Perspective not Integrated
Not Horizontal Process View
Scope Expansion / Uncertainty
Case for Change not Compelling
Poor Project Management
Unrealistic Expectations
Inadequate Sponsorship
Resistance to Change
PERCENT OF FIRMS Copyright © EquaTerra 2007. All rights are reserved.
Challenges: Insight x Business Integration = Value
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Fraud didn’t happen overnight, nor can be solved overnight: a
structured plan and methodologies are needed to help
agencies continually fight fraud.
In order to industrialise the approach and speed up progress
agencies will need to make a decision whether to build or to buy
advanced analytical talent and capabilities
Insight is good but it is worthless if it cannot be used in the front
line. A holistic approach and a strong focus on processes and
business integration is critical.
Structured and Industrialised approach
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