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Bitcoin & AML Regulation: 
Strategies for 
Successful Compliance & 
Government Relations 
by @Juan Llanos 
Las Vegas InsideBitcoins Conference 
Las Vegas, October 5, 2014
“Risk management is not only 
about reducing downside 
potential (the probability of pain), 
but also about increasing 
upside opportunity 
(the prospects for gain).” 
James Lam 
© 2014 Juan Llanos
WANT 
CAN 
MUST 
© 2014 Juan Llanos 
WANT – MUST = CAN
Agenda 
1. Brief history of AML standards 
The latest FATF & EBA reports 
2. Risk identification 
Risk areas  Focus on AML 
3. Risk mitigation 
a) Program design tips 
b) Overview of corporate and product safeguards 
c) Customer identification and behavioral 
analytics 
4. Unsolicited (contrarian) advice 
© 2014 Juan Llanos
Agenda 
1. Brief history of AML standards 
The latest FATF & EBA reports 
2. Risk identification 
Risk areas  Focus on AML 
3. Risk mitigation 
a) Program design tips 
b) Overview of corporate and product safeguards 
c) Customer identification and behavioral 
analytics 
4. Unsolicited (contrarian) advice 
© 2014 Juan Llanos
Financial Action Task Force 
Groupe d’Action Financière Internationale 
(FATF-GAFI ) 
Independent inter-governmental body 
Develops and promotes policies to protect the 
global financial system against money laundering 
and terrorist financing 
FAFT recommendations 
 define criminal justice and regulatory measures that 
should be implemented to counter this problem 
 are recognized as the global anti-money 
laundering and counter-terrorist financing standard 
(AML/CFT)
Financial Action Task Force 
Groupe d’Action Financière Internationale 
(FATF-GAFI ) 
Special Recommendation VI 
Each country should take measures to ensure that 
persons or legal entities, including agents, that 
provide a service for the transmission of money 
or value, including transmission through an informal 
money or value transfer system or network, should be 
licensed or registered and subject to all the FATF 
Recommendations that apply to banks and non-bank 
financial institutions. Each country should ensure that 
persons or legal entities that carry out this service 
illegally are subject to administrative, civil or 
criminal sanctions
Anonymity = Anathema 
• Anonymous identification 
• No value limits 
• Anonymous funding 
• No transaction records 
• Wide geographical use 
• No usage limits 
Cash features 
© 2014 Juan Llanos 
F AT F R e p o r t o n N e w P a y m e n t M e t h o d s ( 2 0 0 6 )
FATF New Payment Methods Risks 
© 2014 Juan Llanos 
F AT F R e p o r t o n N e w P a y m e n t M e t h o d s ( 2 0 1 3 )
FATF Virtual Currencies AML Risks 
Convertible virtual currencies 
• are potentially vulnerable to money laundering and terrorist financing abuse 
• may allow greater anonymity than traditional non-cash payment methods 
Virtual currency systems 
• can be traded on the Internet (global reach) 
• generally characterized by non-face-to-face customer relationships 
• may permit anonymous funding 
• may permit anonymous transfers 
• may operate in jurisdictions with inadequate controls 
Decentralized systems 
• are vulnerable to anonymity risks. E.g., Bitcoin… 
• addresses have no names or other customer identification attached 
• has no central server or service provider 
• does not require or provide identification and verification of participants 
• does not generate historical records of transactions associated with real world identity 
• has no central oversight body 
• no AML software is currently available to monitor and identify suspicious 
transaction patterns 
• law enforcement cannot target one central location or entity for investigative 
or asset forfeiture purposes 
F AT F R e p o r t o n V i r t u a l C u r r e n c i e s ( 2 0 1 4 - 0 6 - 3 0 ) © 2014 Juan Llanos
2014 
EBA Opinion
Who is a money transmitter in the USA? 
© 2014 Juan Llanos 
IS IS NOT 
…whoever as a business: 
• Exchanges virtual currency for 
government currency, and one 
virtual currencies for another (e.g., 
exchanges) 
• Mines and makes a payment to a 
third party on behalf of a customer 
(e.g., for-profit miners) 
• Accepts value from A and delivers it 
to B (e.g., some wallets) 
• Accepts value from A and delivers it 
to A at a different time or place 
(e.g., vaults) 
…whoever 
• Mines, uses or invests virtual 
currency for own benefit 
• Provides network access 
services to money 
transmitters 
• Acts as a payment processor 
by agreement with a seller or 
creditor 
• Acts as intermediary between 
BSA-regulated institutions
Money Transmitter Regulation (US) 
Main Risk Areas Main Statutes and Regs 
Anti-Money Laundering BSA, USA PATRIOT Act, Money 
Safety and soundness State (via licensing) 
Consumer protection State (via licensing) + Dodd-Frank / 
© 2014 Juan Llanos 
Laundering Acts 
Anti-Terrorism Financing (CFT) USA PATRIOT Act, OFAC 
Privacy and Information 
Security 
Gramm-Leach-Bliley 
Regulation E (CFPB) 
Focus  AML/BSA + State Compliance
Agenda 
1. Brief history of AML standards 
The latest FATF & EBA reports 
2. Risk identification 
Risk areas  Focus on AML 
3. Risk mitigation 
a) Program design tips 
b) Overview of corporate and product safeguards 
c) Customer identification and behavioral 
analytics 
4. Unsolicited (contrarian) advice 
© 2014 Juan Llanos
Money transmitters 
and their agents are perceived as 
HIGH RISK of 
• ABUSE TO CONSUMER 
• MONEY LAUNDERING 
• TERRORIST FINANCING 
Money transmission = highly regulated industry 
© 2014 Juan Llanos
How Can We Abuse 
Consumers? 
• Loss of funds 
•Wrong product/service 
• Failed transactions 
• Overpricing 
• Divulging/losing private data 
• Claims ignored 
© 2014 Juan Llanos
How Can Money be 
Laundered Through Us? 
• Identity theft & 
impersonation 
• Structuring 
• Fraudulent acts 
• Lax controls 
FRONT 
OFFICE 
BACK 
OFFICE 
General risks (all FIs)  fake IDs, negligence, incompetence & wrongdoing 
© 2014 Juan Llanos
Money Transmitter Risk Fronts 
Operational Customer 
(Sender & Recipient) 
Foreign 
MT Risks 
Counterparty 
Agent 
(B&M, online) 
© 2014 Juan Llanos
© 2014 Juan Llanos
Operational Risks and Mitigators 
RISKS MITIGATORS 
 Commingling/diversion of funds 
 Poor cash management, accounting 
and settlement 
 Poor document management, 
reporting and record-keeping 
 Inadequate policies and procedures 
 Poor controls 
 Systems breakdowns 
 Employee acceptance, monitoring 
and termination protocols 
 Employee training and education 
 Professional financial, operational 
and compliance management 
 Dual controls and segregation of 
duties 
 Business continuity and disaster 
recovery planning 
 Independent auditing and testing 
 State-of-the-art technology 
© 2014 Juan Llanos
Customer Risks and Mitigators 
RISKS MITIGATORS 
 Complicity with agent or foreign 
counterparty 
 Complicity with recipient (or sender) 
 ‘Drip-irrigation’ transfer of illicit funds 
(O2M recipients, M2O recipient, M2M 
recipients) 
 Intra-company structuring 
 Inter-company structuring (‘smurfing’) 
 Terrorist financing 
 Customer acceptance, monitoring 
and termination protocols 
 Transaction & behavior monitoring 
 Lower identity verification thresholds 
at origin and destination 
 For cards, maximum loadable 
amounts, expiration date, and limited 
number of recipients. 
 Redundant identity verification 
procedures at destination 
 POS training 
 OFAC screening 
 Eventually, intercompany transaction 
monitoring by highly-professional 
and secure clearing house. This is 
the only possible antidote against 
‘smurfing’. 
© 2014 Juan Llanos
Foreign Counterparty 
Risks and Mitigators 
RISKS MITIGATORS 
 Complicity with sender or agent 
 Poor cash sourcing, management, 
accounting and settlement 
 Poor documentation and record-keeping 
 Lax policies, procedures and controls 
 Poor regulatory regime 
 Credit risk 
 Systems breakdowns 
 Foreign counterparty acceptance, 
monitoring and termination 
protocols 
 Selecting reputable partners with 
proven track record and effective 
systems and controls 
 Transaction monitoring 
 Independent auditing and testing 
 OFAC screening 
© 2014 Juan Llanos
Agenda 
1. Brief history of AML standards 
The latest FATF & EBA reports 
2. Risk identification 
Risk areas  Focus on AML 
3. Risk mitigation 
a) Program design tips 
b) Overview of corporate and product safeguards 
c) Customer identification and behavioral 
analytics 
4. Unsolicited (contrarian) advice 
© 2014 Juan Llanos
Program Design Tips 
1. Always understand the flow of DATA and 
the flow of MONEY. 
2. Life-cycle management and the right mix 
of detective and deterrent techniques, 
including effective training, are key. 
3. Document or perish 
© 2014 Juan Llanos
Bottom-Up Program Design 
1. Map Flows, 
and Processes 
2. Identify 
Risks 
Spirit of law + 
Engineering Mindset 
3. Design 
Controls 
4. Write PPCs 
6. Enhance 
and Improve 
5. Execute 
and Measure 
© 2014 Juan Llanos
CORPORATE Safeguards* 
1. A designated compliance officer + professional team 
2. Written policies and procedures + operational controls: 
• Licensing, renewal and reporting procedures (S) 
• Registration, record-keeping and report-filing procedures (F) 
• KY (Know Your…) Subprograms: Acceptance, monitoring, correction and 
* AML Program Elements (Section 352 of the USA PATRIOT Act) 
termination 
• KY…Customer 
• KY…Agent (if applicable) 
• KY…Foreign Counterparty 
• KY…Employee 
• KY…Vendor 
• Monitoring, analysis and investigating procedures 
• OFAC compliance program 
• Response to official information requests 
• Privacy and information security protection protocols 
3. An on-going training program 
• Risk & Compliance Committee 
4. An independent compliance auditing function 
© 2014 Juan Llanos
CUSTOMER Identification 
Documentary  Review an unexpired government-issued form of 
identification from most customers. This identification must provide 
evidence of a customer’s nationality or residence and bear a photograph 
or similar safeguard; examples include a driver’s license or passport. 
However, other forms of identification may be used if they enable the 
bank to form a reasonable belief that it knows the true identity of the 
customer. 
© 2014 Juan Llanos 
Non-Face to Face  “Card not present” standards 
Non-documentary  contacting a customer; independently 
verifying the customer’s identity through the comparison of information 
provided by the customer with information obtained from a consumer 
reporting agency, public database, or other source; checking references 
with other financial institutions; and obtaining a financial statement.
“What customers do 
speaks so loudly 
that I cannot hear 
what they’re saying.” 
(Paraphrasing Ralph Waldo Emerson) 
Customer identification vs. customer knowledge 
BEHAVIORAL ANALYTICS 
© 2014 Juan Llanos
Machine Learning (AI) Methods 
SUPERVISED LEARNING: relies on two labeled classes (good vs. bad) 
© 2014 Juan Llanos 
Goal  Detect known suspicious patterns 
1. Training set: 
a. Select dataset with clean and dirty cases. 
b. Classification algorithm to discriminate between the two 
classes (finds the rules or conditions) 
c. Probabilities of class 1 and class 2 assignment 
2. Run discrimination method on all future purchases. 
UNSUPERVISED LEARNING: no class labels 
Goal  Detect anomalies 
1. Takes recent purchase history and summarize in descriptive 
statistics. 
2. Measure whether selected variables exceed a certain threshold. 
(deviations from the norm) 
3. Sounds alarm and records a high score. 
© 2014 Juan Llanos
Examples of 
Known Unusual Behaviors 
• High amounts 
• High frequency 
• Use of multiple locations 
• Use of multiple identities 
• Use of untrusted device 
• Values just below threshold 
• Immediate withdrawals 
© 2014 Juan Llanos
Agenda 
1. Brief history of AML standards 
The latest FATF & EBA reports 
2. Risk identification 
Risk areas  Focus on AML 
3. Risk mitigation 
a) Program design tips 
b) Overview of corporate and product safeguards 
c) Customer identification and behavioral 
analytics 
4. Unsolicited (contrarian) advice 
© 2014 Juan Llanos
Risks & Stakeholders 
Risk Areas 
• operational 
• credit 
• money laundering 
• terrorist financing 
• information loss 
• liquidity 
• fraud 
• Identity Theft 
Stakeholders 
• federal agencies 
• state agencies 
• investors 
• consumers 
• employees 
• society 
Goals 
• safety 
• soundness 
• security 
• privacy 
• crime prevention 
• health 
• integrity 
Regulation  Inevitable, yet valid 
Compliance  Onerous, yet valuable 
© 2014 Juan Llanos
• Prevention trumps damage control 
• Risk MGT  Both reducing downside and 
increasing upside 
• Simplicity and common sense 
• Train for behavior change, not theoretical 
knowledge 
• Form-substance continuum  substance 
• Letter-spirit continuum  focus on spirit 
(underlying purpose and values) facilitates 
• Operational synergies (leveraging tech) 
• Compliance without compromising performance 
• Flexibility and sustainability 
© 2014 Juan Llanos
Evolution of Regulatory Relations 
VALUES AND CULTURE REGULATORY RELATIONSHIP 
Minimum Standards 
As little as can get away with 
Unthinking, mechanical 
Compliance Culture 
By the book 
Bureaucratic 
Beyond Compliance 
Risk focused, self-policing 
Ethical business 
Values-based 
Spirit, not just letter 
Focus on prevention 
Strong learning 
Policing 
Enforcement lesson 
Basic training 
Supervising / Educating 
Look for early warnings 
Themed, focused visits 
Educating / Consulting 
Culture development 
Lighter touch 
Mature relationship 
Reinforce best practice 
Benchmark 
Reallocate resources to problem firms 
Source: Financial Services Authority, UK 
© 2014 Juan Llanos 
Banking
FORM(seem) 
Handbooks, written policies, talk 
(lawyers, public relations) 
SUBSTANCE (be) 
Operationalization, quality, walk 
(compliance officers, engineers, leaders) 
© 2014 Juan Llanos
“Prosecutors are looking for 
substantive AML programs (not just 
paper ones) in determining whether 
you’re a victim or a suspect.” 
Former federal prosecutor 
“A well-written AML program will not 
by itself be sufficient. It’s the 
everyday operation, the execution 
and delivery, that matters.” 
Wells Fargo MSB Risk Manager 
© 2014 Juan Llanos
INNOVATE 
IMPLEMENT 
INFLUENCE 
© 2014 Juan Llanos
© 2014 Juan Llanos 
Thank you! 
Juan Llanos 
EVP, Strategic Partnerships & Chief Transparency Officer 
Bitreserve, Inc. 
New York, NY 
Mobile: (917) 684-0560 
Email: juanbllanos@gmail.com 
LinkedIn: www.linkedin.com/in/Juan Llanos 
Twitter: @JuanLlanos 
Blog: ContrarianCompliance.com

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Las Vegas - InsideBitcoins 2014-10-05

  • 1. Bitcoin & AML Regulation: Strategies for Successful Compliance & Government Relations by @Juan Llanos Las Vegas InsideBitcoins Conference Las Vegas, October 5, 2014
  • 2. “Risk management is not only about reducing downside potential (the probability of pain), but also about increasing upside opportunity (the prospects for gain).” James Lam © 2014 Juan Llanos
  • 3. WANT CAN MUST © 2014 Juan Llanos WANT – MUST = CAN
  • 4. Agenda 1. Brief history of AML standards The latest FATF & EBA reports 2. Risk identification Risk areas  Focus on AML 3. Risk mitigation a) Program design tips b) Overview of corporate and product safeguards c) Customer identification and behavioral analytics 4. Unsolicited (contrarian) advice © 2014 Juan Llanos
  • 5. Agenda 1. Brief history of AML standards The latest FATF & EBA reports 2. Risk identification Risk areas  Focus on AML 3. Risk mitigation a) Program design tips b) Overview of corporate and product safeguards c) Customer identification and behavioral analytics 4. Unsolicited (contrarian) advice © 2014 Juan Llanos
  • 6. Financial Action Task Force Groupe d’Action Financière Internationale (FATF-GAFI ) Independent inter-governmental body Develops and promotes policies to protect the global financial system against money laundering and terrorist financing FAFT recommendations  define criminal justice and regulatory measures that should be implemented to counter this problem  are recognized as the global anti-money laundering and counter-terrorist financing standard (AML/CFT)
  • 7. Financial Action Task Force Groupe d’Action Financière Internationale (FATF-GAFI ) Special Recommendation VI Each country should take measures to ensure that persons or legal entities, including agents, that provide a service for the transmission of money or value, including transmission through an informal money or value transfer system or network, should be licensed or registered and subject to all the FATF Recommendations that apply to banks and non-bank financial institutions. Each country should ensure that persons or legal entities that carry out this service illegally are subject to administrative, civil or criminal sanctions
  • 8. Anonymity = Anathema • Anonymous identification • No value limits • Anonymous funding • No transaction records • Wide geographical use • No usage limits Cash features © 2014 Juan Llanos F AT F R e p o r t o n N e w P a y m e n t M e t h o d s ( 2 0 0 6 )
  • 9. FATF New Payment Methods Risks © 2014 Juan Llanos F AT F R e p o r t o n N e w P a y m e n t M e t h o d s ( 2 0 1 3 )
  • 10. FATF Virtual Currencies AML Risks Convertible virtual currencies • are potentially vulnerable to money laundering and terrorist financing abuse • may allow greater anonymity than traditional non-cash payment methods Virtual currency systems • can be traded on the Internet (global reach) • generally characterized by non-face-to-face customer relationships • may permit anonymous funding • may permit anonymous transfers • may operate in jurisdictions with inadequate controls Decentralized systems • are vulnerable to anonymity risks. E.g., Bitcoin… • addresses have no names or other customer identification attached • has no central server or service provider • does not require or provide identification and verification of participants • does not generate historical records of transactions associated with real world identity • has no central oversight body • no AML software is currently available to monitor and identify suspicious transaction patterns • law enforcement cannot target one central location or entity for investigative or asset forfeiture purposes F AT F R e p o r t o n V i r t u a l C u r r e n c i e s ( 2 0 1 4 - 0 6 - 3 0 ) © 2014 Juan Llanos
  • 12. Who is a money transmitter in the USA? © 2014 Juan Llanos IS IS NOT …whoever as a business: • Exchanges virtual currency for government currency, and one virtual currencies for another (e.g., exchanges) • Mines and makes a payment to a third party on behalf of a customer (e.g., for-profit miners) • Accepts value from A and delivers it to B (e.g., some wallets) • Accepts value from A and delivers it to A at a different time or place (e.g., vaults) …whoever • Mines, uses or invests virtual currency for own benefit • Provides network access services to money transmitters • Acts as a payment processor by agreement with a seller or creditor • Acts as intermediary between BSA-regulated institutions
  • 13. Money Transmitter Regulation (US) Main Risk Areas Main Statutes and Regs Anti-Money Laundering BSA, USA PATRIOT Act, Money Safety and soundness State (via licensing) Consumer protection State (via licensing) + Dodd-Frank / © 2014 Juan Llanos Laundering Acts Anti-Terrorism Financing (CFT) USA PATRIOT Act, OFAC Privacy and Information Security Gramm-Leach-Bliley Regulation E (CFPB) Focus  AML/BSA + State Compliance
  • 14. Agenda 1. Brief history of AML standards The latest FATF & EBA reports 2. Risk identification Risk areas  Focus on AML 3. Risk mitigation a) Program design tips b) Overview of corporate and product safeguards c) Customer identification and behavioral analytics 4. Unsolicited (contrarian) advice © 2014 Juan Llanos
  • 15. Money transmitters and their agents are perceived as HIGH RISK of • ABUSE TO CONSUMER • MONEY LAUNDERING • TERRORIST FINANCING Money transmission = highly regulated industry © 2014 Juan Llanos
  • 16. How Can We Abuse Consumers? • Loss of funds •Wrong product/service • Failed transactions • Overpricing • Divulging/losing private data • Claims ignored © 2014 Juan Llanos
  • 17. How Can Money be Laundered Through Us? • Identity theft & impersonation • Structuring • Fraudulent acts • Lax controls FRONT OFFICE BACK OFFICE General risks (all FIs)  fake IDs, negligence, incompetence & wrongdoing © 2014 Juan Llanos
  • 18. Money Transmitter Risk Fronts Operational Customer (Sender & Recipient) Foreign MT Risks Counterparty Agent (B&M, online) © 2014 Juan Llanos
  • 19. © 2014 Juan Llanos
  • 20. Operational Risks and Mitigators RISKS MITIGATORS  Commingling/diversion of funds  Poor cash management, accounting and settlement  Poor document management, reporting and record-keeping  Inadequate policies and procedures  Poor controls  Systems breakdowns  Employee acceptance, monitoring and termination protocols  Employee training and education  Professional financial, operational and compliance management  Dual controls and segregation of duties  Business continuity and disaster recovery planning  Independent auditing and testing  State-of-the-art technology © 2014 Juan Llanos
  • 21. Customer Risks and Mitigators RISKS MITIGATORS  Complicity with agent or foreign counterparty  Complicity with recipient (or sender)  ‘Drip-irrigation’ transfer of illicit funds (O2M recipients, M2O recipient, M2M recipients)  Intra-company structuring  Inter-company structuring (‘smurfing’)  Terrorist financing  Customer acceptance, monitoring and termination protocols  Transaction & behavior monitoring  Lower identity verification thresholds at origin and destination  For cards, maximum loadable amounts, expiration date, and limited number of recipients.  Redundant identity verification procedures at destination  POS training  OFAC screening  Eventually, intercompany transaction monitoring by highly-professional and secure clearing house. This is the only possible antidote against ‘smurfing’. © 2014 Juan Llanos
  • 22. Foreign Counterparty Risks and Mitigators RISKS MITIGATORS  Complicity with sender or agent  Poor cash sourcing, management, accounting and settlement  Poor documentation and record-keeping  Lax policies, procedures and controls  Poor regulatory regime  Credit risk  Systems breakdowns  Foreign counterparty acceptance, monitoring and termination protocols  Selecting reputable partners with proven track record and effective systems and controls  Transaction monitoring  Independent auditing and testing  OFAC screening © 2014 Juan Llanos
  • 23. Agenda 1. Brief history of AML standards The latest FATF & EBA reports 2. Risk identification Risk areas  Focus on AML 3. Risk mitigation a) Program design tips b) Overview of corporate and product safeguards c) Customer identification and behavioral analytics 4. Unsolicited (contrarian) advice © 2014 Juan Llanos
  • 24. Program Design Tips 1. Always understand the flow of DATA and the flow of MONEY. 2. Life-cycle management and the right mix of detective and deterrent techniques, including effective training, are key. 3. Document or perish © 2014 Juan Llanos
  • 25. Bottom-Up Program Design 1. Map Flows, and Processes 2. Identify Risks Spirit of law + Engineering Mindset 3. Design Controls 4. Write PPCs 6. Enhance and Improve 5. Execute and Measure © 2014 Juan Llanos
  • 26. CORPORATE Safeguards* 1. A designated compliance officer + professional team 2. Written policies and procedures + operational controls: • Licensing, renewal and reporting procedures (S) • Registration, record-keeping and report-filing procedures (F) • KY (Know Your…) Subprograms: Acceptance, monitoring, correction and * AML Program Elements (Section 352 of the USA PATRIOT Act) termination • KY…Customer • KY…Agent (if applicable) • KY…Foreign Counterparty • KY…Employee • KY…Vendor • Monitoring, analysis and investigating procedures • OFAC compliance program • Response to official information requests • Privacy and information security protection protocols 3. An on-going training program • Risk & Compliance Committee 4. An independent compliance auditing function © 2014 Juan Llanos
  • 27. CUSTOMER Identification Documentary  Review an unexpired government-issued form of identification from most customers. This identification must provide evidence of a customer’s nationality or residence and bear a photograph or similar safeguard; examples include a driver’s license or passport. However, other forms of identification may be used if they enable the bank to form a reasonable belief that it knows the true identity of the customer. © 2014 Juan Llanos Non-Face to Face  “Card not present” standards Non-documentary  contacting a customer; independently verifying the customer’s identity through the comparison of information provided by the customer with information obtained from a consumer reporting agency, public database, or other source; checking references with other financial institutions; and obtaining a financial statement.
  • 28. “What customers do speaks so loudly that I cannot hear what they’re saying.” (Paraphrasing Ralph Waldo Emerson) Customer identification vs. customer knowledge BEHAVIORAL ANALYTICS © 2014 Juan Llanos
  • 29. Machine Learning (AI) Methods SUPERVISED LEARNING: relies on two labeled classes (good vs. bad) © 2014 Juan Llanos Goal  Detect known suspicious patterns 1. Training set: a. Select dataset with clean and dirty cases. b. Classification algorithm to discriminate between the two classes (finds the rules or conditions) c. Probabilities of class 1 and class 2 assignment 2. Run discrimination method on all future purchases. UNSUPERVISED LEARNING: no class labels Goal  Detect anomalies 1. Takes recent purchase history and summarize in descriptive statistics. 2. Measure whether selected variables exceed a certain threshold. (deviations from the norm) 3. Sounds alarm and records a high score. © 2014 Juan Llanos
  • 30. Examples of Known Unusual Behaviors • High amounts • High frequency • Use of multiple locations • Use of multiple identities • Use of untrusted device • Values just below threshold • Immediate withdrawals © 2014 Juan Llanos
  • 31. Agenda 1. Brief history of AML standards The latest FATF & EBA reports 2. Risk identification Risk areas  Focus on AML 3. Risk mitigation a) Program design tips b) Overview of corporate and product safeguards c) Customer identification and behavioral analytics 4. Unsolicited (contrarian) advice © 2014 Juan Llanos
  • 32. Risks & Stakeholders Risk Areas • operational • credit • money laundering • terrorist financing • information loss • liquidity • fraud • Identity Theft Stakeholders • federal agencies • state agencies • investors • consumers • employees • society Goals • safety • soundness • security • privacy • crime prevention • health • integrity Regulation  Inevitable, yet valid Compliance  Onerous, yet valuable © 2014 Juan Llanos
  • 33. • Prevention trumps damage control • Risk MGT  Both reducing downside and increasing upside • Simplicity and common sense • Train for behavior change, not theoretical knowledge • Form-substance continuum  substance • Letter-spirit continuum  focus on spirit (underlying purpose and values) facilitates • Operational synergies (leveraging tech) • Compliance without compromising performance • Flexibility and sustainability © 2014 Juan Llanos
  • 34. Evolution of Regulatory Relations VALUES AND CULTURE REGULATORY RELATIONSHIP Minimum Standards As little as can get away with Unthinking, mechanical Compliance Culture By the book Bureaucratic Beyond Compliance Risk focused, self-policing Ethical business Values-based Spirit, not just letter Focus on prevention Strong learning Policing Enforcement lesson Basic training Supervising / Educating Look for early warnings Themed, focused visits Educating / Consulting Culture development Lighter touch Mature relationship Reinforce best practice Benchmark Reallocate resources to problem firms Source: Financial Services Authority, UK © 2014 Juan Llanos Banking
  • 35. FORM(seem) Handbooks, written policies, talk (lawyers, public relations) SUBSTANCE (be) Operationalization, quality, walk (compliance officers, engineers, leaders) © 2014 Juan Llanos
  • 36. “Prosecutors are looking for substantive AML programs (not just paper ones) in determining whether you’re a victim or a suspect.” Former federal prosecutor “A well-written AML program will not by itself be sufficient. It’s the everyday operation, the execution and delivery, that matters.” Wells Fargo MSB Risk Manager © 2014 Juan Llanos
  • 37. INNOVATE IMPLEMENT INFLUENCE © 2014 Juan Llanos
  • 38. © 2014 Juan Llanos Thank you! Juan Llanos EVP, Strategic Partnerships & Chief Transparency Officer Bitreserve, Inc. New York, NY Mobile: (917) 684-0560 Email: juanbllanos@gmail.com LinkedIn: www.linkedin.com/in/Juan Llanos Twitter: @JuanLlanos Blog: ContrarianCompliance.com