The Outlier Lab

Case Studies

Public transaction fraud incidents, newest first, with the mechanisms each illustrates.

12 case studies, newest first.

CaseYearSummaryMechanisms
Case Study - Japan Brokerage Account Takeovers (2025)2025In 2025, phishing-driven takeovers of Japanese online brokerage accounts were used to sell victims' holdings and buy thin stocks in ramp-and-dump schemes, prompting compensation and mandatory phishing-resistant MFA.Ramp-and-Dump via Account Takeover, Account Takeover (ATO), Phishing and Credential Harvesting, Session Hijacking and Infostealers, MFA Bypass and OTP Interception
Case Study - Prince Group Pig Butchering Enforcement (2025)2025In October 2025 the US and UK acted against Cambodia's Prince Group: Chen Zhi indicted, about 127,271 BTC (~$15B) put up for forfeiture, and 146 targets sanctioned.Investment Scams (Pig Butchering), Authorized Push Payment (APP) Scams, Money Mules, Fraud Rings and Collusion, Fraud-as-a-Service Ecosystem
Case Study - Arup Deepfake Video Call (2024)2024A Hong Kong finance employee at Arup sent HK$200M (about US$25.6M) in 15 transfers after a video call where every colleague was a deepfake.Generative AI and Deepfake Fraud, Impersonation Scams, Authorized Push Payment (APP) Scams, Money Mules
Case Study - Chase Infinite Money Glitch (2024)2024A 2024 viral trend exploited Chase's provisional availability on deposited checks to withdraw cash before bad checks bounced; Chase answered with repayment demands and lawsuits.Instant Funding Abuse (Kiting), Check and Mobile Deposit Fraud, First-Party Fraud, Business Logic Exploitation, Money Mules
Case Study - TD Bank AML Failures (2024)2024TD Bank pleaded guilty in 2024 after leaving ~92% of transactions unmonitored while networks and bribed employees moved $670M+; it paid ~$3.09B and accepted a US asset cap.Money Mules, Insider Fraud, Fraud Rings and Collusion, Account Takeover (ATO)
Case Study - UK APP Scam Reimbursement Rules (2024)2024Since October 2024, UK payment firms must reimburse APP scam victims up to £85,000, split 50/50 between sending and receiving firms; 88% of losses were repaid in 18 months.Authorized Push Payment (APP) Scams, Impersonation Scams, Investment Scams (Pig Butchering), Money Mules, Real-Time Payment Rail Fraud
Case Study - Zelle Scam Liability Disputes (2024-2025)2024The CFPB sued Zelle's operator and three owner banks over scam and fraud losses in December 2024, then dropped the case; New York's AG refiled under state law in 2025.Authorized Push Payment (APP) Scams, Impersonation Scams, Real-Time Payment Rail Fraud, Account Takeover (ATO), Money Mules
Case Study - DraftKings Credential Stuffing (2022)2022A November 2022 credential stuffing wave hit roughly 60,000 DraftKings accounts; attackers added their own payment methods to about 1,600 and withdrew around $600,000.Credential Stuffing, Account Takeover (ATO), Payout Redirection, Account Farming and Resale, Fraud-as-a-Service Ecosystem
Case Study - FTX Theft via SIM Swap (2022)2022On FTX's bankruptcy day in November 2022, a SIM swap of an employee's phone allegedly gave attackers the codes to move $400M+ from company wallets; three were indicted in DC.SIM Swap and Port-Out Fraud, MFA Bypass and OTP Interception, Account Takeover (ATO), Synthetic Identity Fraud, Insider Fraud
Case Study - Talens Counterfeit Coupon Scheme (2020)2020From 2017 to 2020, a Virginia Beach couple designed and sold counterfeit manufacturer coupons to buyers nationwide, causing about $31.8M in losses; seven people were ultimately sentenced.Coupon Counterfeiting and Misredemption, Fraud Rings and Collusion, Refund and Return Fraud, Fraud-as-a-Service Ecosystem
Case Study - Pinduoduo Coupon Exploit (2019)2019On January 20, 2019, a promo loophole let users obtain unlimited ¥100 Pinduoduo vouchers overnight; they were spent on phone top-ups and virtual goods before the fix, costing under ¥10M.Business Logic Exploitation, Promo Code Abuse, Multi-Accounting, Fraud Rings and Collusion, Sign-Up Bonus Abuse
Case Study - Robinhood Infinite Leverage Glitch (2019)2019In November 2019, Robinhood Gold users found that a buying-power calculation counted borrowed-money option sales as their own capital, enabling outsized leverage; Robinhood restricted accounts and patched the system.Business Logic Exploitation, First-Party Fraud, Instant Funding Abuse (Kiting)