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Transcript of Real-Time Intelligence That Matters. © 2015, Brighterion Inc. (all rights reserved) Keeping an eye...
Real-Time Intelligence That Matters
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
The Last G-20 Country To Embrace The EMV Standard
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Percentage Of U.S. Credit Cards With EMV Capabilities
0.4%4%
25%
70%
91%98%
2012 2013 e2014 e2015 e2016 e2017
Percentage of U.S. Credit Cards with EMV Capability
Source: Aite Group interviews with payment networks and 18 large U.S. issuers, April to May 2014
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Preferred Credit Cardholder Verification Method
Source: Aite Group interviews with payment networks and 18 large U.S. issuers, April to May 2014
Chip and signature
12
Undecided4
Chip and PIN1
Signature, then migrate to PIN
1
Preferred Credit Cardholder Verification Method (N=18)
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Portfolio Prioritization For EMV Migration
Source: Aite Group interviews with payment networks and 18 large U.S. issuers, April to May 2014
9
3
3
2
Credit first
Concurrent
No debit portfolio
Undecided
Portfolio Prioritization for EMV Migration (n=17)
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
EMV’s Impact In Other Countries
- Changes In Canadian Credit Card Fraud Losses, 2008 To 2013 (In Millions Of CAD)
Source: Canadian Bankers Association
$245.4
$199.6$171.5
$152.6 $145.3
$111.5
$128.4$140.4
$176.1
$259.5 $268.6
$299.4
2008 2009 2010 2011 2012 2013
Changes in Canadian Credit Card Fraud Losses, 2008 to 2013 (In millions of CAD)
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Cross-Border Fraud Will Displace To CNP
- U.K. POS Card Fraud , 2004 To 2013 (In GBP Millions)
Source: Financial Fraud Action UK
£129.7£96.8 £98.6
£144.3£169.8
£80.9£47.6 £36.1 £42.1 £43.4
£114.4
£89.0£68.5
£56.2
£54.1
£47.7
£44.4£50.1
£55.2 £58.9
2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
U.K. POS Card Fraud, 2004 to 2013 (In GBP millions)
Lost/Stolen
Counterfeit
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
The U.S. Will Not Be An Exception
- U.S. CNP Credit Card Fraud Losses, 2011 To e2018 (In U.S. $ Billions)
Source: Aite Group interviews with payment networks and 18 large U.S. issuers, April to May 2014
$2.1$2.6 $2.8 $2.9 $3.1
$3.8
$5.2
$6.4
2011 2012 2013 e2014 e2015 e2016 e2017 e2018
U.S. CNP Credit Card Fraud Losses, 2011 to e2018 (In US$ Billions)
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
CNP: Not Your Parent’s Fraud
• Rapid introduction of novel payment methods & mechanisms
• Complex, organized, continuously evolving fraud schemes
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Reducing CNP Fraud
Tokenization•Make stolen data useless
3-D Secure•Add extra layer of security
Behavioral Analytics•Making/assisting authorization decisions
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Reducing CNP Fraud
Q: Please indicate the effectiveness of each of these technologies at reducing card fraud and data security issues.
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
62% High/Very High
Q: Please indicate the effectiveness of each of
these technologie
s at reducing
card fraud and data security issues.
Tokenization
3-D Secure
Behavioral Analytics
Reducing CNP Fraud
Q: Please indicate the effectiveness of each of these technologies at reducing card fraud and data security issues.
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
62% High/Very High
Q: Please indicate the effectiveness of each of
these technologie
s at reducing
card fraud and data security issues.
Tokenization
3-D Secure
Behavioral Analytics
50% High/Very High
28% High/Very High
62% High/Very High
Reducing CNP Fraud
Q: Please indicate the effectiveness of each of these technologies at reducing card fraud and data security issues.
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
NEURAL NETWORKS DATA MINING
BUSINESS RULES
• Apply same logic to all cards, merchants and devices• Only capable of identifying past fraud behavior• Often require expensive databases and hardware to implement• 12-15 month implementation time
STATISTICS
Poor results:•Avg. 18% CNP decline rate vs. Avg. 5% CP decline rate •CNP fraud still growing rapidly
EXISTING APPROACHES ALONE ARE NOT ENOUGH
Behavioral Analytics Legacy Approaches
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING
ADAPTIVE LEARNINGNEURAL NETWORKS
DATA MINING
REAL-TIME, LONG-TERM,GEO, RS, MULTI-DIMENSIONAL PROFILING
CASE-BASED REASONING
GENETIC ALGORITHMS
FUZZY LOGIC
BRMS / BUSINESS RULES
BEHAVIORAL DEVICE ID
Brighterion Solutions
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
UNSUPERVISED LEARNING•Automatic data enrichment / feature identification
ADAPTIVE LEARNING•Adaptive learning stops previously unknown schemes as they occur•Longest model lifespan on the market
OPTIMIZED, MULTI-DIMENSIONAL PROFILING ENGINE•Specific behavioral analysis (1-to-1 Profiling)•Real-time transaction scoring (< 10ms)•Off-the-shelf hardware, no databases or data-warehouse needed•Solutions go live in 6 – 8 WEEKS
Brighterion Solution Advantages
REAL-TIME BEHAVIORAL DEVICE ID•Monitor/profile mobile devices and computers over time
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Brighterion Solution: Model Building & Training
UnsupervisedLearning
DataEnrichment
ProfileCreation
Issuer/Processor Data•Merchant information•Global CNP transaction history•Global fraud database•Card transaction history
UnsupervisedLearning
DataEnrichment
ProfileCreation
Merchant Data•Personal information•Technical information•Merchant transaction history•Merchant fraud database
Computer AgentAddress
Profile
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Brighterion Solution: Model Building & Training
Issuer/Processor Data•Merchant information•Global CNP transaction history•Global fraud database•Card transaction history
Merchant Data•Personal information•Technical information•Merchant transaction history•Merchant fraud database
Computer AgentAddress
Profile
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Brighterion Solution: Model Building & Training
UnsupervisedLearning
DataEnrichment
Profile/AgentCreation
Issuer/Processor Data•Merchant information•Global CNP transaction history•Global fraud database•Card transaction history
UnsupervisedLearning
DataEnrichment
Profile/AgentCreation
Merchant Data•Personal information•Technical information•Merchant transaction history•Merchant fraud database
Computer AgentAddress
Profile
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
Issuer, Processor, Acquirer Models & Profiles
Merchant Models & Profiles
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Transaction
Transaction
Computer AgentAddress
Agent
Brighterion Solution: Production Environment
Computer AgentAddress
Profile
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
•Score •Reasons•Action
•Score •Reasons•Action
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Transaction
Transaction
Computer AgentAddress
Agent
Brighterion Solution: Production Environment
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
•Score •Reasons•Accept
•Score •Reasons•Accept
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Transaction
Transaction
Computer AgentAddress
Agent
Brighterion Solution: Production Environment
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
•Score •Reasons•Deny
•Score •Reasons•Deny
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Transaction
Transaction
Computer AgentAddress
Agent
Brighterion Solution: Production Environment
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
•Score •Reasons•ReviewReview
•Score •Reasons•ReviewReview
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Transaction
Transaction
Computer AgentAddress
Agent
Brighterion Solution: Production Environment
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
•Score •Reasons•ReviewReview
•Score •Reasons•ReviewReview
CaseMgmt.
CaseMgmt.
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Transaction
Brighterion Solution: Production Environment
Computer AgentAddress
Agent
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
NeuralNetworks
Data Mining
Case based Reasoning
Behavioral Device ID
•Score •Reasons•Action
Transaction•Score •Reasons•Action
•Score •Reasons•Action
CaseManagement
© 2015, Brighterion Inc. (all rights reserved) Keeping an eye on your business
Brighterion CNP Solution In Action• We have supported clients in Germany, Brazil, and Canada
while those markets adopted and rolled out EMV.
• Currently score billions of transactions in real time for 100s millions of cardholders worldwide
• Successfully applied to merchants, acquirers, issuers and homeland/cyber security
• Solutions go live in 6 – 8 WEEKS
• 75% - 95% CNP fraud detection improvements.