The Outlier Lab

Mechanisms

Every transaction fraud mechanism in the library, by category, with severity, prevalence, detection difficulty, rails and playbook.

18 mechanisms rate high on both severity and prevalence, and 13 more rate high on detection difficulty.

MechanismSummarySeverityPrevalenceDetection difficulty
Account Takeover (ATO)A third party seizes control of a legitimate account and monetizes its stored value, credentials and payment rails through withdrawals, trades, P2P, redemptions, purchases or payout changes.HighHighMedium
ACH Funding FraudFunding a brokerage, neobank or fintech account by ACH debit from a bank account the actor doesn't own or will dispute, then extracting value before the return arrives.HighHighMedium
Authorized Push Payment (APP) ScamsHub note: scams in which the deceived customer authorizes and sends the payment themselves, covering typology, transaction footprint, intervention points and the shifting liability models in the US and UK.HighHighHigh
Card-Not-Present FraudPurchases and account funding made online with stolen card credentials, where the merchant usually carries the chargeback liability unless authentication shifts it.HighHighMedium
Check and Mobile Deposit FraudCounterfeit, altered, washed, forged and duplicate-presented checks deposited remotely or at ATMs, with funds withdrawn before the check is returned or a warranty claim arrives.HighHighMedium
Elder Financial ExploitationThe illegal or improper use of an older adult's funds by strangers (scams) or trusted persons (theft), seen at the transaction layer through behavior changes, new payees and unusual liquidations.HighHighHigh
First-Party FraudHub for transaction fraud committed by the real account holder (false disputes, kiting, bust-outs, refund and receipt abuse), and how to separate it from third-party fraud and credit loss.HighHighHigh
Fraud Rings and CollusionCoordinated groups running many accounts, identities or counterparties, including buyer-seller and merchant-customer collusion, so that losses scale and each individual account looks benign.HighHighHigh
Fraud-as-a-Service EcosystemHow the underground economy industrializes transaction fraud: specialized roles, supply chains for access, identities and cash-out, escrow and reputation systems, and pricing that lets low-skill actors run professional attacks.HighHighHigh
Impersonation ScamsScammers pose as a bank, brokerage, government agency, tech support or a known business to make victims move money to 'safe' accounts, pay fake debts, or hand over access.HighHighHigh
Instant Funding Abuse (Kiting)Using provisional credit or instant buying power granted before ACH, check or card funding settles, then extracting value so a later return leaves the platform with the loss.HighHighMedium
Investment Scams (Pig Butchering)Long-con investment fraud where scammers build trust, show fake gains on fabricated platforms, and steer victims into repeated, escalating transfers, increasingly via crypto, kiosks, couriers and mule accounts.HighHighHigh
MFA Bypass and OTP InterceptionHow a second factor gets defeated (codes socially engineered, push fatigue, real-time relays, SIM swaps, weak fallbacks) and why money-moving actions need their own transaction-level step-up.HighHighHigh
Money MulesUnwitting, witting or complicit people and accounts that receive and move illicit funds: the cash-out layer nearly every scam, ATO and payment fraud depends on.HighHighMedium
Payout RedirectionChanging an account's payout destination (bank, card, wallet, gift card or crypto) on a compromised or farmed account, then letting a routine or requested payout carry value out.HighHighMedium
Phishing and Credential HarvestingLures and impersonated login pages, including real-time relays and voice or SMS pretexts, that capture credentials, codes or sessions to move a customer's funds within minutes.HighHighHigh
Real-Time Payment Rail FraudFraud on instant, effectively irrevocable rails (RTP, FedNow, push-to-card, P2P), where account takeover cash-outs and scam payments complete in seconds and recovery depends on the receiving side.HighHighHigh
Refund and Return FraudWardrobing, empty-box and item-swap returns, receipt-less and counterfeit-receipt returns, false refund claims and refund-as-a-service operations that extract refunds for goods kept or never paid for.HighHighHigh
Account Farming and ResaleCreating, aging and selling or renting accounts, including KYC-verified financial accounts and seasoned reward or marketplace accounts, as ready-made infrastructure for downstream transaction fraud.HighMediumHigh
Agentic Commerce FraudEmerging risks as AI agents buy and pay for users: agent impersonation, hijacked agents, intent and authorization gaps, disputes, and bot controls colliding with legitimate agents.MediumLowHigh
Business Logic ExploitationAbusing flaws in how transaction, pricing, reward or buying-power logic is designed, such as race conditions, rounding, stacking and reversal gaps, to extract value the system never meant to give.HighLowHigh
Bust-Out FraudBuilding an account's good standing to grow credit, overdraft or instant-funding limits, then maxing every limit at once and disappearing, often with a bad payment to reopen the line.HighMediumHigh
Chargeback and Friendly FraudThe real cardholder disputes a transaction they made or benefited from, using card network dispute rights to reverse payment while keeping the goods, service or value.MediumHighHigh
Coupon Counterfeiting and MisredemptionCounterfeit manufacturer coupons, cloned digital coupons and codes, and misredemption at the till or in the retailer-clearinghouse-manufacturer settlement chain that pays face value for discounts never legitimately earned.HighMediumHigh
Digital Wallet Provisioning FraudAdding stolen card credentials to a mobile wallet or token on an attacker-controlled device, usually by defeating issuer step-up verification, then spending the token in-store, in-app or online.HighMediumHigh
Generative AI and Deepfake FraudVoice clones, deepfake video, AI-generated documents and selfies, and AI-scaled lures. GenAI lowers the cost and raises the credibility of identity and social-engineering attacks that end in transaction losses.HighMediumHigh
Insider FraudEmployees, contractors and outsourced support agents who use legitimate access to commit, enable or sell transaction fraud, such as leaking data, changing accounts or approving their own payouts.HighMediumHigh
Loyalty and Rewards Redemption FraudTheft and laundering of points, miles and cashback balances via account takeover, farmed balances, insider adjustments and redemption or transfer paths that turn rewards into cash-like value.MediumHighHigh
Receipt Fraud (Cashback)Fabricated, edited, duplicated, borrowed or bought-and-returned receipts submitted to receipt-scan cashback, rebate and loyalty programs to collect rewards for purchases that never qualified.MediumHighHigh
Session Hijacking and InfostealersMalware-harvested credentials and stolen session tokens let attackers act inside an already-authenticated session, bypassing login, MFA and login-time risk checks before moving value.HighMediumHigh
Synthetic Identity FraudFabricated identities that mix real and invented personal data to open funded or credit-bearing accounts, which later bust out, launder proceeds as mules, or receive transaction fraud.HighMediumHigh

44 mechanisms in 8 categories.

Account Takeover

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
Account Recovery AbuseAbusing password reset, contact change and support-assisted recovery to take over accounts holding value, often the weakest path once login itself is hardened.HighMediumMediumACH, Wire, Instant payments, P2P, Securities, Crypto, Rewards, Gift cardPlaybook - Account Recovery Hardening Members
Account Takeover (ATO)A third party seizes control of a legitimate account and monetizes its stored value, credentials and payment rails through withdrawals, trades, P2P, redemptions, purchases or payout changes.HighHighMediumACH, Wire, Instant payments, P2P, Card, Digital wallet, Crypto, Gift card, Rewards, Securities, Store creditPlaybook - Account Takeover Members
Credential StuffingAutomated replay of username-password pairs stolen elsewhere to find accounts that reuse them, producing validated access that is later monetized through redemptions, purchases and withdrawals.MediumHighMediumRewards, Gift card, Card, Store credit, P2P, ACH, Instant paymentsPlaybook - Credential Stuffing Response Members
MFA Bypass and OTP InterceptionHow a second factor gets defeated (codes socially engineered, push fatigue, real-time relays, SIM swaps, weak fallbacks) and why money-moving actions need their own transaction-level step-up.HighHighHighWire, ACH, Instant payments, P2P, Crypto, Securities, Card, Digital walletPlaybook - Account Takeover Members
Payout RedirectionChanging an account's payout destination (bank, card, wallet, gift card or crypto) on a compromised or farmed account, then letting a routine or requested payout carry value out.HighHighMediumACH, Instant payments, P2P, Card, Digital wallet, Gift card, Crypto, Rewards, WirePlaybook - Payout and Withdrawal Risk Members
Phishing and Credential HarvestingLures and impersonated login pages, including real-time relays and voice or SMS pretexts, that capture credentials, codes or sessions to move a customer's funds within minutes.HighHighHighWire, ACH, Instant payments, P2P, Crypto, Securities, Card, Digital wallet, Gift cardPlaybook - Account Takeover Members
Session Hijacking and InfostealersMalware-harvested credentials and stolen session tokens let attackers act inside an already-authenticated session, bypassing login, MFA and login-time risk checks before moving value.HighMediumHighCard, ACH, Wire, P2P, Instant payments, Crypto, Rewards, Gift card, Securities, Store creditPlaybook - Account Takeover Members
SIM Swap and Port-Out FraudHijacking a customer's phone number through a fraudulent SIM change or carrier port, to intercept SMS codes and recovery messages, usually just before a high-value withdrawal.HighLowMediumCrypto, Wire, ACH, Instant payments, P2P, SecuritiesPlaybook - SIM Swap and Contact Change Abuse Members

Synthetic and Farmed Accounts

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
Account Farming and ResaleCreating, aging and selling or renting accounts, including KYC-verified financial accounts and seasoned reward or marketplace accounts, as ready-made infrastructure for downstream transaction fraud.HighMediumHighP2P, ACH, Instant payments, Card, Crypto, Rewards, Gift card, SecuritiesPlaybook - Multi-Accounting and Linkage Members
Fake Account Creation (Bots)Automated mass sign-ups that create accounts to farm incentives, stage mule and cash-out accounts, or launch transaction attacks such as card testing and promo abuse.MediumHighMediumRewards, Store credit, Gift card, Card, P2P, ACH, Instant payments, SecuritiesPlaybook - Fake Account and Bot Defense Members
Multi-AccountingOne person or group operating many accounts to multiply per-customer offers, limits and payouts, or to return after being banned, usually first-party abuse that converts into cash.MediumHighMediumRewards, Store credit, Gift card, P2P, ACH, Card, Instant payments, SecuritiesPlaybook - Multi-Accounting and Linkage Members
Synthetic Identity FraudFabricated identities that mix real and invented personal data to open funded or credit-bearing accounts, which later bust out, launder proceeds as mules, or receive transaction fraud.HighMediumHighCard, ACH, Check, P2P, Instant payments, Crypto, SecuritiesPlaybook - Synthetic Identity Detection Members

Rewards and Promotions

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
Business Logic ExploitationAbusing flaws in how transaction, pricing, reward or buying-power logic is designed, such as race conditions, rounding, stacking and reversal gaps, to extract value the system never meant to give.HighLowHighRewards, Card, ACH, Securities, Store credit, Gift card, Instant paymentsPlaybook - Business Logic Exploit Response Members
Card-Linked Offer AbuseGaming merchant-funded card-linked offers through buy-claim-return, structured or split purchases, multi-card enrollment and stolen or farmed cards linked to reward accounts.MediumMediumMediumCard, Rewards, Gift cardPlaybook - Receipt and Offer Fraud Members
Coupon Counterfeiting and MisredemptionCounterfeit manufacturer coupons, cloned digital coupons and codes, and misredemption at the till or in the retailer-clearinghouse-manufacturer settlement chain that pays face value for discounts never legitimately earned.HighMediumHighRewards, Store credit, Gift card, Crypto, P2PPlaybook - Receipt and Offer Fraud Members
Loyalty and Rewards Redemption FraudTheft and laundering of points, miles and cashback balances via account takeover, farmed balances, insider adjustments and redemption or transfer paths that turn rewards into cash-like value.MediumHighHighRewards, Gift card, Store credit, P2P, ACHPlaybook - Payout and Withdrawal Risk Members
Promo Code AbuseLeaked, shared, stacked, enumerated or misapplied promo codes and offer-eligibility abuse that extract discounts or credits beyond what a promotion was designed to give.MediumHighMediumCard, Store credit, Rewards, Gift cardPlaybook - Sign-Up Bonus and Promo Abuse Members
Receipt Fraud (Cashback)Fabricated, edited, duplicated, borrowed or bought-and-returned receipts submitted to receipt-scan cashback, rebate and loyalty programs to collect rewards for purchases that never qualified.MediumHighHighRewards, Gift card, P2P, ACHPlaybook - Receipt and Offer Fraud Members
Referral AbuseSelf-referral, referral rings, farmed referees and publicly broadcast codes that convert refer-a-friend incentives into cash, stock or credits without acquiring genuine customers.MediumHighMediumRewards, ACH, Securities, P2P, Gift cardPlaybook - Referral Abuse Members
Sign-Up Bonus AbuseGaming new-account and funding incentives such as bank and neobank bonuses, free-stock promotions, deposit matches and direct-deposit offers by meeting the letter of requirements without the intended relationship.MediumHighMediumACH, Securities, Rewards, P2P, CardPlaybook - Sign-Up Bonus and Promo Abuse Members

Payments and Funding

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
ACH Funding FraudFunding a brokerage, neobank or fintech account by ACH debit from a bank account the actor doesn't own or will dispute, then extracting value before the return arrives.HighHighMediumACH, Instant payments, Wire, Securities, Crypto, P2PPlaybook - ACH Funding Fraud Members
Bust-Out FraudBuilding an account's good standing to grow credit, overdraft or instant-funding limits, then maxing every limit at once and disappearing, often with a bad payment to reopen the line.HighMediumHighCard, ACH, Check, Instant payments, P2P, Crypto, SecuritiesPlaybook - Bust-Out Detection Members
Card-Not-Present FraudPurchases and account funding made online with stolen card credentials, where the merchant usually carries the chargeback liability unless authentication shifts it.HighHighMediumCard, Digital wallet, Gift cardPlaybook - Chargeback Management Members
Chargeback and Friendly FraudThe real cardholder disputes a transaction they made or benefited from, using card network dispute rights to reverse payment while keeping the goods, service or value.MediumHighHighCard, Digital walletPlaybook - Chargeback Management Members
Check and Mobile Deposit FraudCounterfeit, altered, washed, forged and duplicate-presented checks deposited remotely or at ATMs, with funds withdrawn before the check is returned or a warranty claim arrives.HighHighMediumCheck, ACH, Instant payments, P2P, WirePlaybook - Mobile Deposit Fraud Members
Digital Wallet Provisioning FraudAdding stolen card credentials to a mobile wallet or token on an attacker-controlled device, usually by defeating issuer step-up verification, then spending the token in-store, in-app or online.HighMediumHighCard, Digital walletPlaybook - Digital Wallet Provisioning Members
First-Party FraudHub for transaction fraud committed by the real account holder (false disputes, kiting, bust-outs, refund and receipt abuse), and how to separate it from third-party fraud and credit loss.HighHighHighCard, ACH, Check, Instant payments, P2P, Rewards, Store credit, Gift card
Gift Card FraudGift cards used as an irreversible scam payment rail and cash-out vehicle: victims coerced into buying cards, stolen cards and accounts converted to gift value, and balances drained or tampered.MediumHighMediumGift card, Card, Rewards, Store credit, Digital walletPlaybook - Scam Intervention Members
Instant Funding Abuse (Kiting)Using provisional credit or instant buying power granted before ACH, check or card funding settles, then extracting value so a later return leaves the platform with the loss.HighHighMediumACH, Check, Card, Instant payments, P2P, Securities, CryptoPlaybook - Instant Funding Abuse Members
Real-Time Payment Rail FraudFraud on instant, effectively irrevocable rails (RTP, FedNow, push-to-card, P2P), where account takeover cash-outs and scam payments complete in seconds and recovery depends on the receiving side.HighHighHighInstant payments, P2P, Card, ACH, CryptoPlaybook - Payout and Withdrawal Risk Members

Commerce and Marketplaces

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
Refund and Return FraudWardrobing, empty-box and item-swap returns, receipt-less and counterfeit-receipt returns, false refund claims and refund-as-a-service operations that extract refunds for goods kept or never paid for.HighHighHighCard, Store credit, Gift card, Digital wallet, RewardsPlaybook - Refund and Claims Abuse Members
Seller Non-Delivery and Fake ListingsFake or hijacked seller accounts list goods they never ship, collect buyer payments and withdraw proceeds before claims mature, leaving buyers or the platform with the loss.HighMediumMediumCard, Digital wallet, P2P, ACH, Instant payments, Gift card, CryptoPlaybook - Seller Fraud Members
Seller-Targeted Scams (Fake Payment and Overpayment)Scams aimed at sellers, such as fake payment confirmations, overpayment and refund-the-difference schemes, off-platform payment lures and verification-code requests, that make sellers ship goods or send money.MediumHighMediumCheck, P2P, Instant payments, Wire, Gift card, Crypto, Digital walletPlaybook - Scam Intervention Members

Investing and Brokerage

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
Investment Scams (Pig Butchering)Long-con investment fraud where scammers build trust, show fake gains on fabricated platforms, and steer victims into repeated, escalating transfers, increasingly via crypto, kiosks, couriers and mule accounts.HighHighHighWire, ACH, Crypto, P2P, Instant payments, Securities, Gift cardPlaybook - Scam Intervention Members
Ramp-and-Dump via Account TakeoverHijacked brokerage accounts are liquidated and forced to buy a thin stock the attackers already hold, so they can sell into that demand before it collapses.HighMediumMediumSecurities, Wire, ACHPlaybook - Ramp-and-Dump Members

Authorized Payment Scams

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
Authorized Push Payment (APP) ScamsHub note: scams in which the deceived customer authorizes and sends the payment themselves, covering typology, transaction footprint, intervention points and the shifting liability models in the US and UK.HighHighHighP2P, Instant payments, Wire, ACH, Crypto, Gift card, CardPlaybook - Scam Intervention Members
Elder Financial ExploitationThe illegal or improper use of an older adult's funds by strangers (scams) or trusted persons (theft), seen at the transaction layer through behavior changes, new payees and unusual liquidations.HighHighHighWire, Check, ACH, P2P, Crypto, Gift card, Securities, Card, Instant paymentsPlaybook - Elder Exploitation Response Members
Impersonation ScamsScammers pose as a bank, brokerage, government agency, tech support or a known business to make victims move money to 'safe' accounts, pay fake debts, or hand over access.HighHighHighWire, P2P, Instant payments, Crypto, Gift card, ACH, SecuritiesPlaybook - Scam Intervention Members

Organized and Emerging Threats

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

MechanismSummarySeverityPrevalenceDetection difficultyRailsPlaybook (members)
Agentic Commerce FraudEmerging risks as AI agents buy and pay for users: agent impersonation, hijacked agents, intent and authorization gaps, disputes, and bot controls colliding with legitimate agents.MediumLowHighCard, Digital wallet, Instant payments, ACH, Crypto, RewardsPlaybook - Novel Attack Detection Members
Fraud Rings and CollusionCoordinated groups running many accounts, identities or counterparties, including buyer-seller and merchant-customer collusion, so that losses scale and each individual account looks benign.HighHighHighCard, ACH, P2P, Rewards, Store credit, Securities, Gift card, Instant paymentsPlaybook - Fraud Ring Investigation Members
Fraud-as-a-Service EcosystemHow the underground economy industrializes transaction fraud: specialized roles, supply chains for access, identities and cash-out, escrow and reputation systems, and pricing that lets low-skill actors run professional attacks.HighHighHighCard, ACH, P2P, Instant payments, Crypto, Gift card, Rewards, Digital wallet, SecuritiesPlaybook - Novel Attack Detection Members
Generative AI and Deepfake FraudVoice clones, deepfake video, AI-generated documents and selfies, and AI-scaled lures. GenAI lowers the cost and raises the credibility of identity and social-engineering attacks that end in transaction losses.HighMediumHighWire, P2P, Instant payments, Crypto, ACH, Card, Rewards, SecuritiesPlaybook - Novel Attack Detection Members
Insider FraudEmployees, contractors and outsourced support agents who use legitimate access to commit, enable or sell transaction fraud, such as leaking data, changing accounts or approving their own payouts.HighMediumHighACH, Wire, P2P, Rewards, Store credit, Card, Securities, Gift card, CryptoPlaybook - Insider Fraud Members
Money MulesUnwitting, witting or complicit people and accounts that receive and move illicit funds: the cash-out layer nearly every scam, ATO and payment fraud depends on.HighHighMediumP2P, Instant payments, ACH, Wire, Check, Crypto, Card, Gift card, Digital walletPlaybook - Money Mule Detection Members