The Outlier Lab

Customer Lifecycle Map

Mechanisms, key signals and key controls at each stage of the customer lifecycle, from onboarding to payout and dispute.

Diagram: Onboarding, Login and session, Account maintenance, Funding, Transaction, Rewards and redemption, Payout and withdrawal, Dispute, refund and claim, Customer support

44 mechanisms across 9 lifecycle stages.

StageMechanisms
OnboardingAccount Farming and Resale, ACH Funding Fraud, Bust-Out Fraud, Card-Linked Offer Abuse, Check and Mobile Deposit Fraud, Fake Account Creation (Bots), Fraud Rings and Collusion, Fraud-as-a-Service Ecosystem, Generative AI and Deepfake Fraud, Insider Fraud, Money Mules, Multi-Accounting, Promo Code Abuse, Receipt Fraud (Cashback), Referral Abuse, Seller Non-Delivery and Fake Listings, Sign-Up Bonus Abuse, Synthetic Identity Fraud
Login and sessionAccount Takeover (ATO), Agentic Commerce Fraud, Credential Stuffing, Fraud-as-a-Service Ecosystem, Generative AI and Deepfake Fraud, Loyalty and Rewards Redemption Fraud, MFA Bypass and OTP Interception, Phishing and Credential Harvesting, Ramp-and-Dump via Account Takeover, Session Hijacking and Infostealers, SIM Swap and Port-Out Fraud
Account maintenanceAccount Farming and Resale, Account Recovery Abuse, Account Takeover (ATO), Agentic Commerce Fraud, Credential Stuffing, Digital Wallet Provisioning Fraud, Elder Financial Exploitation, Fraud-as-a-Service Ecosystem, Generative AI and Deepfake Fraud, Impersonation Scams, Insider Fraud, Loyalty and Rewards Redemption Fraud, MFA Bypass and OTP Interception, Payout Redirection, Phishing and Credential Harvesting, Ramp-and-Dump via Account Takeover, Real-Time Payment Rail Fraud, Session Hijacking and Infostealers, SIM Swap and Port-Out Fraud
FundingACH Funding Fraud, Business Logic Exploitation, Bust-Out Fraud, Card-Not-Present Fraud, Check and Mobile Deposit Fraud, First-Party Fraud, Fraud Rings and Collusion, Instant Funding Abuse (Kiting), Investment Scams (Pig Butchering), Money Mules, Referral Abuse, Seller-Targeted Scams (Fake Payment and Overpayment), Sign-Up Bonus Abuse, Synthetic Identity Fraud
TransactionAccount Farming and Resale, Account Takeover (ATO), Agentic Commerce Fraud, Authorized Push Payment (APP) Scams, Business Logic Exploitation, Bust-Out Fraud, Card-Linked Offer Abuse, Card-Not-Present Fraud, Chargeback and Friendly Fraud, Coupon Counterfeiting and Misredemption, Digital Wallet Provisioning Fraud, Elder Financial Exploitation, Fake Account Creation (Bots), First-Party Fraud, Fraud Rings and Collusion, Fraud-as-a-Service Ecosystem, Generative AI and Deepfake Fraud, Gift Card Fraud, Impersonation Scams, Instant Funding Abuse (Kiting), Investment Scams (Pig Butchering), MFA Bypass and OTP Interception, Money Mules, Multi-Accounting, Phishing and Credential Harvesting, Promo Code Abuse, Ramp-and-Dump via Account Takeover, Real-Time Payment Rail Fraud, Receipt Fraud (Cashback), Refund and Return Fraud, Seller Non-Delivery and Fake Listings, Seller-Targeted Scams (Fake Payment and Overpayment), Session Hijacking and Infostealers, Synthetic Identity Fraud
Rewards and redemptionAgentic Commerce Fraud, Business Logic Exploitation, Card-Linked Offer Abuse, Coupon Counterfeiting and Misredemption, Credential Stuffing, Fake Account Creation (Bots), First-Party Fraud, Fraud Rings and Collusion, Fraud-as-a-Service Ecosystem, Generative AI and Deepfake Fraud, Gift Card Fraud, Insider Fraud, Loyalty and Rewards Redemption Fraud, Multi-Accounting, Payout Redirection, Promo Code Abuse, Receipt Fraud (Cashback), Referral Abuse, Sign-Up Bonus Abuse
Payout and withdrawalAccount Farming and Resale, Account Recovery Abuse, Account Takeover (ATO), ACH Funding Fraud, Authorized Push Payment (APP) Scams, Business Logic Exploitation, Bust-Out Fraud, Card-Linked Offer Abuse, Check and Mobile Deposit Fraud, Coupon Counterfeiting and Misredemption, Credential Stuffing, Elder Financial Exploitation, Fake Account Creation (Bots), First-Party Fraud, Fraud Rings and Collusion, Fraud-as-a-Service Ecosystem, Gift Card Fraud, Impersonation Scams, Insider Fraud, Instant Funding Abuse (Kiting), Investment Scams (Pig Butchering), Loyalty and Rewards Redemption Fraud, MFA Bypass and OTP Interception, Money Mules, Multi-Accounting, Payout Redirection, Phishing and Credential Harvesting, Real-Time Payment Rail Fraud, Receipt Fraud (Cashback), Referral Abuse, Seller Non-Delivery and Fake Listings, Seller-Targeted Scams (Fake Payment and Overpayment), Session Hijacking and Infostealers, Sign-Up Bonus Abuse, SIM Swap and Port-Out Fraud, Synthetic Identity Fraud
Dispute, refund and claimACH Funding Fraud, Agentic Commerce Fraud, Authorized Push Payment (APP) Scams, Card-Not-Present Fraud, Chargeback and Friendly Fraud, First-Party Fraud, Fraud Rings and Collusion, Fraud-as-a-Service Ecosystem, Generative AI and Deepfake Fraud, Insider Fraud, Multi-Accounting, Refund and Return Fraud, Seller Non-Delivery and Fake Listings
Customer supportAccount Recovery Abuse, Account Takeover (ATO), Authorized Push Payment (APP) Scams, Chargeback and Friendly Fraud, Digital Wallet Provisioning Fraud, Elder Financial Exploitation, First-Party Fraud, Fraud-as-a-Service Ecosystem, Generative AI and Deepfake Fraud, Gift Card Fraud, Impersonation Scams, Insider Fraud, Investment Scams (Pig Butchering), Loyalty and Rewards Redemption Fraud, MFA Bypass and OTP Interception, Phishing and Credential Harvesting, Refund and Return Fraud, Seller-Targeted Scams (Fake Payment and Overpayment), SIM Swap and Port-Out Fraud

Key signals and controls by stage

Key signals and controls for 9 lifecycle stages.

Onboarding

Key signals: Entity Link Analysis, Device Reputation and Linkage, Velocity Signals, Fast In Fast Out Patterns, Customer Tenure and History, Promo and Reward Redemption Patterns

Key controls: Graph Analytics, KYC and Customer Identification Program (CIP), Consortium and Data Sharing, Negative Lists and Deny Lists, Promotion Design Guardrails, Velocity and Exposure Limits

Login and session

Key signals: Device Fingerprinting, Account Change Events, Login Anomalies, Customer Contact Signals, Velocity Signals, Session Behavior Anomalies

Key controls: Passkeys and Phishing-Resistant Authentication, Risk-Based Authentication and Step-Up, Contact Change Cooling-Off Periods, Device Binding and Trusted Devices, Multi-Factor Authentication (MFA), Real-Time Transaction Risk Scoring

Account maintenance

Key signals: Account Change Events, Customer Contact Signals, Device Fingerprinting, Login Anomalies, Session Behavior Anomalies, Velocity Signals

Key controls: Passkeys and Phishing-Resistant Authentication, Risk-Based Authentication and Step-Up, Contact Change Cooling-Off Periods, Customer Support Verification Protocols, Device Binding and Trusted Devices, Real-Time Transaction Risk Scoring

Funding

Key signals: Customer Tenure and History, Fast In Fast Out Patterns, Entity Link Analysis, Funding Source Signals, Velocity Signals, Device Reputation and Linkage

Key controls: Funds Availability Holds, Velocity and Exposure Limits, Consortium and Data Sharing, Graph Analytics, Transaction Monitoring, Bank Account Ownership Verification

Transaction

Key signals: Entity Link Analysis, Velocity Signals, Customer Contact Signals, Fast In Fast Out Patterns, Customer Tenure and History, Device Fingerprinting

Key controls: Velocity and Exposure Limits, Graph Analytics, Consortium and Data Sharing, Real-Time Transaction Risk Scoring, Customer Education and Scam Warnings, Negative Lists and Deny Lists

Rewards and redemption

Key signals: Promo and Reward Redemption Patterns, Velocity Signals, Entity Link Analysis, Device Reputation and Linkage, Device Fingerprinting, Fast In Fast Out Patterns

Key controls: Graph Analytics, Promotion Design Guardrails, Bot Management and CAPTCHA, Negative Lists and Deny Lists, Rate Limiting and Throttling, Consortium and Data Sharing

Payout and withdrawal

Key signals: Fast In Fast Out Patterns, Entity Link Analysis, Account Change Events, Velocity Signals, Customer Tenure and History, Device Reputation and Linkage

Key controls: Velocity and Exposure Limits, Graph Analytics, Consortium and Data Sharing, Real-Time Transaction Risk Scoring, Customer Education and Scam Warnings, Negative Lists and Deny Lists

Dispute, refund and claim

Key signals: Entity Link Analysis, Dispute and Return History, Device Fingerprinting, Velocity Signals, Customer Contact Signals, Customer Tenure and History

Key controls: Consortium and Data Sharing, Graph Analytics, Negative Lists and Deny Lists, Velocity and Exposure Limits, Machine Learning Models, Case Management Systems

Customer support

Key signals: Customer Contact Signals, Account Change Events, Payee and Counterparty Risk, Scam Victim Indicators, Customer Tenure and History, Device Fingerprinting

Key controls: Customer Education and Scam Warnings, Customer Support Verification Protocols, Passkeys and Phishing-Resistant Authentication, Payee Confirmation and Payment Friction, Real-Time Transaction Risk Scoring, Consortium and Data Sharing