The Outlier Lab

Mechanism to Control Matrix

Matrix of mechanisms against the controls that prevent, detect and respond to them.

44 mechanisms in 8 categories, mapped to 37 controls.

Account Takeover

Gaining control of a legitimate account, which opens the way to unauthorized withdrawals, trades, redemptions and purchases.

MechanismPreventDetectRespond and recover
Account Recovery AbuseSecure Account Recovery Design
Customer Support Verification Protocols
Contact Change Cooling-Off Periods
Document Verification and Liveness
Withdrawal and Payout Controls
Insider Access Controls
Passkeys and Phishing-Resistant Authentication
Account Takeover (ATO)Passkeys and Phishing-Resistant Authentication
Risk-Based Authentication and Step-Up
Device Binding and Trusted Devices
Contact Change Cooling-Off Periods
Withdrawal and Payout Controls
Real-Time Transaction Risk Scoring
Secure Account Recovery Design
Customer Support Verification Protocols
Velocity and Exposure Limits
Credential StuffingBot Management and CAPTCHA
Rate Limiting and Throttling
Breached Password Detection
Passkeys and Phishing-Resistant Authentication
Multi-Factor Authentication (MFA)
Risk-Based Authentication and Step-Up
Withdrawal and Payout Controls
MFA Bypass and OTP InterceptionPasskeys and Phishing-Resistant Authentication
Multi-Factor Authentication (MFA)
Risk-Based Authentication and Step-Up
Device Binding and Trusted Devices
Payee Confirmation and Payment Friction
Customer Education and Scam Warnings
Secure Account Recovery Design
Payout RedirectionWithdrawal and Payout Controls
Bank Account Ownership Verification
Contact Change Cooling-Off Periods
Risk-Based Authentication and Step-Up
Seller Onboarding and Reserves
Negative Lists and Deny Lists
Real-Time Transaction Risk Scoring
Phishing and Credential HarvestingPasskeys and Phishing-Resistant Authentication
Risk-Based Authentication and Step-Up
Device Binding and Trusted Devices
Payee Confirmation and Payment Friction
Contact Change Cooling-Off Periods
Customer Education and Scam Warnings
Withdrawal and Payout Controls
Session Hijacking and InfostealersDevice Binding and Trusted Devices
Risk-Based Authentication and Step-Up
Passkeys and Phishing-Resistant Authentication
Breached Password Detection
Withdrawal and Payout Controls
Real-Time Transaction Risk Scoring
Contact Change Cooling-Off Periods
SIM Swap and Port-Out FraudPasskeys and Phishing-Resistant Authentication
Multi-Factor Authentication (MFA)
Contact Change Cooling-Off Periods
Secure Account Recovery Design
Withdrawal and Payout Controls
Risk-Based Authentication and Step-Up
Device Binding and Trusted Devices

Synthetic and Farmed Accounts

Fake, synthetic, multiplied and farmed accounts: the infrastructure behind promo abuse, mules and bust-outs.

Rewards and Promotions

Retail transaction fraud: receipts, card-linked offers, coupons, referrals, bonuses, promo codes, loyalty and logic exploits.

MechanismPreventDetectRespond and recover
Business Logic ExploitationPromotion Design Guardrails
Velocity and Exposure Limits
Rate Limiting and Throttling
Reward Vesting and Clawback
Funds Availability Holds
Withdrawal and Payout Controls
Transaction Monitoring
Card-Linked Offer AbusePromotion Design Guardrails
Reward Vesting and Clawback
Receipt and Purchase Verification
Withdrawal and Payout Controls
Rules Engine
Graph Analytics
Coupon Counterfeiting and MisredemptionPromotion Design Guardrails
Receipt and Purchase Verification
Negative Lists and Deny Lists
Consortium and Data Sharing
Rate Limiting and Throttling
Bot Management and CAPTCHA
Insider Access Controls
Loyalty and Rewards Redemption FraudWithdrawal and Payout Controls
Risk-Based Authentication and Step-Up
Contact Change Cooling-Off Periods
Multi-Factor Authentication (MFA)
Rate Limiting and Throttling
Insider Access Controls
Customer Support Verification Protocols
Reward Vesting and Clawback
Promo Code AbusePromotion Design Guardrails
Rate Limiting and Throttling
Bot Management and CAPTCHA
Reward Vesting and Clawback
Rules Engine
Graph Analytics
Receipt Fraud (Cashback)Receipt and Purchase Verification
Reward Vesting and Clawback
Withdrawal and Payout Controls
Promotion Design Guardrails
Machine Learning Models
Negative Lists and Deny Lists
Consortium and Data Sharing
Graph Analytics
Manual Review Queues
Referral AbuseReferral Program Controls
Reward Vesting and Clawback
Promotion Design Guardrails
Bank Account Ownership Verification
KYC and Customer Identification Program (CIP)
Withdrawal and Payout Controls
Graph Analytics
Sign-Up Bonus AbusePromotion Design Guardrails
Reward Vesting and Clawback
Bank Account Ownership Verification
KYC and Customer Identification Program (CIP)
Funds Availability Holds
Withdrawal and Payout Controls
Graph Analytics

Payments and Funding

Card, ACH, check, instant rails, wallets and gift cards, where money becomes available before it becomes final.

MechanismPreventDetectRespond and recover
ACH Funding FraudBank Account Ownership Verification
Funds Availability Holds
Velocity and Exposure Limits
Withdrawal and Payout Controls
Real-Time Transaction Risk Scoring
Negative Lists and Deny Lists
Transaction Monitoring
Bust-Out FraudVelocity and Exposure Limits
Funds Availability Holds
Machine Learning Models
Consortium and Data Sharing
Withdrawal and Payout Controls
Graph Analytics
Transaction Monitoring
Card-Not-Present Fraud3-D Secure and Card Verification
Real-Time Transaction Risk Scoring
Machine Learning Models
Funds Availability Holds
Velocity and Exposure Limits
Manual Review Queues
Chargeback and Friendly FraudClaims and Returns Policy Controls
3-D Secure and Card Verification
Negative Lists and Deny Lists
Withdrawal and Payout Controls
Consortium and Data Sharing
Case Management Systems
Check and Mobile Deposit FraudFunds Availability Holds
Velocity and Exposure Limits
Withdrawal and Payout Controls
Consortium and Data Sharing
KYC and Customer Identification Program (CIP)
Customer Education and Scam Warnings
Manual Review Queues
Digital Wallet Provisioning FraudRisk-Based Authentication and Step-Up
Device Binding and Trusted Devices
Passkeys and Phishing-Resistant Authentication
Customer Support Verification Protocols
Customer Education and Scam Warnings
Transaction Monitoring
First-Party FraudVelocity and Exposure Limits
Funds Availability Holds
Claims and Returns Policy Controls
Reward Vesting and Clawback
Negative Lists and Deny Lists
Consortium and Data Sharing
Case Management Systems
Gift Card FraudCustomer Education and Scam Warnings
Velocity and Exposure Limits
Rate Limiting and Throttling
Bot Management and CAPTCHA
Real-Time Transaction Risk Scoring
Withdrawal and Payout Controls
Trusted Contact and Senior Investor Holds
Instant Funding Abuse (Kiting)Velocity and Exposure Limits
Funds Availability Holds
Withdrawal and Payout Controls
Bank Account Ownership Verification
Real-Time Transaction Risk Scoring
Promotion Design Guardrails
Graph Analytics
Real-Time Payment Rail FraudPayee Confirmation and Payment Friction
Withdrawal and Payout Controls
Real-Time Transaction Risk Scoring
Velocity and Exposure Limits
Contact Change Cooling-Off Periods
Customer Education and Scam Warnings
Consortium and Data Sharing

Commerce and Marketplaces

Refunds, returns, buyer and seller claims, triangulation, and scams aimed at sellers.

Investing and Brokerage

Brokerage-specific transaction fraud: ramp-and-dump, ACATS transfers, investment scams.

Authorized Payment Scams

APP, impersonation and elder exploitation, where the customer is tricked into moving the money themselves.

Organized and Emerging Threats

Mules, rings, insiders, the fraud-as-a-service economy, GenAI and agentic commerce.