The Outlier Lab

Impersonation Scams

Scammers 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.

What it is

Imposter scams have been the most-reported fraud category in FTC data for years. In 2025 the FTC logged more than 1 million imposter reports and over $3.5B in losses. Its 2026 data highlight notes that the largest reported losses came from criminals posing as financial institutions, with some individual losses over $1M. Victims were told to move whole bank balances, IRAs or 401(k)s to "protect" them.

Every version borrows authority, manufactures urgency and demands secrecy. The pretexts differ:

PersonaTypical pretextTypical ask
Bank, brokerage or fraud department"Your account is compromised"Move funds to a "safe account"; read out an OTP; approve a "reversal"
Government (FTC, FBI, IRS, SSA, FinCEN, courts)Crime accusation, missed jury duty, frozen assets, back taxesPay a "fine" or "bond"; move money "for safekeeping"; hand cash to a courier
Tech supportHacked computer, refund owed, subscription renewalRemote access; "refund overpayment" returned; gift cards
Retailer or brandOrder problem, prize, refundGift cards; card details; account takeover of rewards or marketplace balances
Family or friendEmergency, arrest, accidentCash courier, wire, gift card (see Elder Financial Exploitation)

The "phantom hacker" pattern (FBI IC3 PSA, September 29, 2023) chains three personas:

  1. A tech-support impostor gets the victim to install remote-access software, "finds" a compromise, and has the victim open their financial accounts. That reveals which account is worth targeting.
  2. A bank or brokerage impostor says a foreign hacker is in the accounts. The victim is told to move funds to a "safe" third-party account, often in several transfers over days or months, and to tell no one.
  3. A government impostor (often claiming to be from the Federal Reserve) sends official-looking letters to keep a hesitant victim moving money.

The FBI counted about 19,000 tech-support scam complaints in the first half of 2023, with over $542M in estimated losses. Nearly half of reporting victims were over 60, and they accounted for about two-thirds of losses. Cash-outs ran through wires (often overseas), cash, crypto, and gift or prepaid cards. FINRA's 2026 oversight report flags imposter websites and social profiles that impersonate firms, representatives and FINRA itself.

APP vs ATO. If the victim moves the money, it's an APP scam (Authorized Push Payment (APP) Scams). If the victim hands over credentials or OTPs and the criminal moves it, it's an Account Takeover (ATO) driven by social engineering. Often both happen in the same call. Your labeling and your Reg E posture must handle both (Regulation E and Unauthorized Transfers).

How it works

Diagram: Spoofed call, text, email, pop-up or search ad, Persona 1: bank, tech support or brand, Threat: account compromised, crime, debt, Handoff to Persona 2: 'fraud dept' or 'agent', Instruction: move, withdraw or convert funds; keep it secret, Safe account (mule), kiosk, courier, gift card or OTP handover

The scam depends on controlling the victim's attention during the transaction: keeping them on the phone, telling them what to answer when the bank asks, and pre-empting warnings ("the bank employee may be in on it").

Transaction footprint

StageWhat you see in the dataDecision point
ContactInbound calls spoofing your number; SMS with links; search-ad clicks to look-alike sites; spikes in "did you call me?" contacts to your supportSpoofing and brand-abuse monitoring; support-contact trend alerts
Credential leg (hybrid)OTP requested and entered moments after a customer call; password reset; new device enrollment; contact changesAccount Change Events; Passkeys and Phishing-Resistant Authentication removes shareable OTPs
StagingTransfers between the customer's own accounts; investment liquidations; limit-increase requests; new payee addedTreat as scam precursors even when they look like routine self-transfers
PaymentLarge first-time wire, P2P or RTP to a new payee (often an individual rather than a business); payment memo that echoes the scriptPayee Confirmation and Payment Friction; typology-specific warning; hold-and-call
Off-digitalLarge cash withdrawal at a branch; cashier's check; gold or precious-metal purchase; kiosk depositsTeller scripts; Trusted Contact and Senior Investor Holds
Gift-card legBursts of high-denomination gift-card purchases across retailers; fast redemptionRetail POS and issuer velocity (Gift Card Fraud)
AfterVictim reports; caller ID evidence; repeat-victimization attemptsClassify as bank, government or business impostor (ScamClassifier); protect the account against re-contact

Common variants

VariantWhat's differentWhere it shows up
Safe-account transferThe victim believes the destination is theirs or protectedBanks, neobanks, brokerages
OTP or approval captureThe victim reads out or approves; the criminal transactsAny app with OTP-based step-up; see MFA Bypass and OTP Interception
Phantom hacker / multi-personaTwo or three personas over daysOlder adults; large balances
Government or law-enforcement extortionArrest threats, jury duty, licenses (incl. professional licenses)IC3 counted nearly 61,000 complaints and over $1.6B (January 2025–July 2026)
Courier and goldCash or precious metals collected in personOlder adults; Elder Financial Exploitation
Search-ad / SEO poisoningVictim searches for support and lands on a criminal numberBanks, payroll, health savings accounts (IC3 2025)
Brand impersonation for rewards"Points expiring," "refund owed" lures aimed at loyalty or marketplace accountsRewards apps, retailers; see Loyalty and Rewards Redemption Fraud

Where it shows up

  • Neobanks and Consumer Fintech and Payments and P2P: the main venue for safe-account and OTP variants. Instant rails make the decision window seconds long.
  • Brokerage and Investing: victims are told to liquidate and move retirement assets. FINRA Rule 2165 lets firms hold disbursements for specified adults, and proposed Rule 2166 would extend fraud delays to all adults.
  • Retail and Ecommerce: frontline staff are the last control for gift-card and gold purchases. Retail brands are also among the most impersonated.
  • Cashback, Coupons and Rewards: impersonating the app's support to take over accounts holding cashback balances, and gift-card payouts used as the scam rail.

Impact

  • FTC 2025: imposter scams over 1M reports and over $3.5B in losses. Bank transfers and crypto produced the highest aggregate losses.
  • IC3 2025: government impersonation 32,424 complaints and about $798M; tech support 47,794 complaints and about $2.13B. Adults 60+ lost about $1.04B to tech support and $413M to government impersonation.
  • Hybrid ATO: IC3's November 2025 PSA counted more than 5,100 impersonation-linked account-takeover complaints and over $262M since January 2025. Funds were wired quickly to accounts often tied to crypto wallets.
  • Firm cost: reimbursement (voluntary, network-driven, or regulator-driven), complaint handling, brand damage when your name is the bait, and higher support volume.

Red flags

Prevention and detection at a glance

LayerControl or signalWhat it does here
PreventCustomer Education and Scam Warnings: clear promises ("we will never ask you to move money or read a code"), repeated in-app at the moment of riskGives victims a rule that contradicts the script
PreventVelocity and Exposure Limits on first payments to new payees and on same-day limit increasesCaps the safe-account transfer even when the warning is ignored
PreventPasskeys and Phishing-Resistant AuthenticationNo code for the victim to read out
PreventCustomer Support Verification Protocols + outbound-call verification (in-app "is this really us?")Lets customers check a caller against your systems
DetectReal-Time Transaction Risk Scoring with call-in-progress and remote-access contextScores the customer's situation along with the payment
DetectBrand-abuse and spoofing monitoringEarly warning of campaigns using your name
RespondHold-and-call by trained specialists; Trusted Contact and Senior Investor HoldsInterrupts the scammer's control of the victim
RespondRapid recall (IC3 Recovery Asset Team, receiving-bank outreach)Wires reported quickly have the best freeze odds

Emerging variants and adversary adaptation

  • More layers, more channels. The FBI's September 2026 PSA notes scammers using fake uniforms, mock government offices and AI-enabled video calls, and demanding payment through prepaid cards, couriers, wires, crypto and kiosks. It counted nearly 61,000 government-impersonation complaints and over $1.6B in losses from January 2025 to July 2026.
  • Search and ads as the lure. Criminals buy search ads and poison results so victims call them when looking for support (IC3, November 2025). That gets around "don't trust inbound calls" education.
  • Impersonating the defenders. The FBI has warned about scammers impersonating the IC3 itself. FinCEN warned in December 2024 about schemes abusing its name, including fake "FinCEN alerts" claiming accounts were frozen.
  • AI voices and faces. Voice cloning makes "your bank" and "your grandson" sound right. See Generative AI and Deepfake Fraud.
  • Adaptation to passkeys. As OTPs disappear, expect more pure APP (the victim sends the money) and more off-digital cash-outs (couriers, gold), which shifts the burden to payment-level and branch controls.

Real-world examples

Sources and further reading