The Outlier Lab

Support Team Fraud Training

How to train frontline support on social engineering, account changes, payout-destination requests, scam victims and escalation, with a curriculum, scenario drills, QA and metrics.

Core components

What support must be able to do

CapabilityWhy it matters for transaction fraud
Verify identity properly for sensitive requestsContact changes, recovery and payout updates are the doorway to Account Takeover (ATO) and Payout Redirection
Recognize social engineeringUrgency, authority, sympathy and pretext stories aimed at bypassing verification
Recognize scam victimsCustomers being coached to move money; elderly customers being exploited (see Scam Victim Indicators, Elder Financial Exploitation)
Handle fraud-action contactsExplain holds, declines and closures without revealing detection logic
Escalate fastRoute suspected ATO, scams, insider requests and threats to fraud
Protect themselvesResist pressure, abuse and bribery approaches (see Insider Fraud)

High-risk request types

RequestRiskRequired control
Change phone or emailPrecedes ATO and OTP interception (see SIM Swap and Port-Out Fraud)Strong verification; notify the old contact; cooling-off on money-out (see Contact Change Cooling-Off Periods)
Account recovery / password resetDirect ATO path (see Account Recovery Abuse)Recovery protocol; no knowledge-based shortcuts (see Secure Account Recovery Design)
Add or change payout destinationDirect cash-outStep-up; hold on first use
Release a hold or raise a limitDefeats a risk controlFraud approval or documented criteria only
Reverse a fraud decisionDefeats detectionRoute to fraud; never at agent discretion
Issue credits, refunds or goodwillValue creationLimits; second approval above threshold
Remove MFA / trusted deviceDisables a key controlStrong verification; fraud review
Third party calling "on behalf of"Authority pretextDocumented authorization only (POA, trusted contact)
Customer asks to move money urgently "because the bank told me to"Impersonation or safe-account scam (see Impersonation Scams)Scam intervention script; escalate

How to build it

Curriculum

ModuleContentFormatWho
1. Why support is targetedHow support fits into the money path; real (anonymized or public) casesLive sessionAll agents, at onboarding
2. Verification protocolsExactly what verification each request type needs; no exceptions (see Customer Support Verification Protocols)Live + job aidAll agents
3. Social engineering patternsPretext types: urgency, authority, sympathy, insider knowledge, technical confusion; how they soundRecorded examples + role-playAll agents
4. Synthetic voice and impersonationThat voice and video can be synthetic; why verification relies on protocol, not on recognizing a voice (see Generative AI and Deepfake Fraud)Short moduleAll agents
5. Scam victim recognitionSigns a customer is being coached; how to slow down without accusing; when to escalateRole-playAll agents, refreshed quarterly
6. Explaining fraud actionsApproved language for holds, declines and closures; what never to sayScriptsAll agents
7. EscalationWhen and how to escalate; what information to captureJob aid + drillAll agents
8. Insider riskRecognizing approaches (bribery, coercion); reporting; access rules (see Insider Access Controls)Short module + annual attestationAll agents
9. Specialist tracksRecovery desk, payout desk, elder or vulnerable customer desk, brokerage transfersExtended sessionsSpecialist teams

Scripts and job aids

Refusal script principles (no detection details):

  • Acknowledge: "I understand this is frustrating."
  • Explain the protection, generally: "For your security, changes like this need additional verification."
  • Offer the legitimate path: "You can complete this through [verified channel / in-app flow]."
  • Hold firm: don't make exceptions under pressure. Escalate instead.

Scam intervention prompts (when a customer wants to move money urgently):

  • Ask open questions about the payment's purpose and who suggested it
  • Explain, without blaming, that banks and government agencies don't ask customers to move money to "safe accounts" or pay with gift cards or crypto
  • Offer a pause: "Before we send this, can we take a moment?"
  • Escalate to the scam intervention team (see Playbook - Scam Intervention Members, Customer Education and Scam Warnings)

What never to say:

  • Which signal or rule triggered an action
  • That an account is linked to others, or under investigation
  • Anything about SAR considerations
  • "Just try again from a different device / network"

Scenario drills

Run monthly 15-minute drills built on realistic, anonymized scenarios:

  • A caller with correct personal details, urgent travel story, asking to change the phone number and withdraw
  • A polite "relative" calling for an elderly customer who "can't come to the phone"
  • A customer insisting the "fraud department" told them to move funds to a new account
  • A caller claiming to be from an internal team asking an agent to release a hold
  • A seller on a marketplace asking support to release a payout early because of "a family emergency"
  • A rewards customer asking to merge balances from several accounts "belonging to family members"

Debrief: which cues were present, what the protocol requires, and how to escalate.

Measuring and reinforcing

  • QA on sensitive interactions. Sample contact changes, recoveries, payout changes and hold releases for verification adherence. Treat skipped verification as an auto-fail (see Fraud QA Program).
  • Mystery shopping / red-team calls. Authorized test calls using social engineering pretexts, run under clear rules of engagement with HR and legal. Use results for coaching only.
  • Feedback loop. When fraud confirms an ATO that went through support, review the interaction with the agent and the team (blameless).
  • Recognition. Celebrate good catches publicly. Agents who stop a scam or an ATO should hear about it.

Who does what

ActivityFraudSupport opsTraining / L&DQALegal / compliance
Curriculum contentACRCC
Verification protocolsARICC
Scripts and customer languageRRCA
DeliveryCRA
QA of sensitive interactionsCIA/R
Red-team callsACRC
Pattern briefingsA/RR

Artifacts and templates

Agent quick-reference card

If the customer asks to...You must...Escalate if...
Change phone/emailComplete [verification level]Caller can't pass, is pressured, or requests a withdrawal in the same call
Reset access / recover accountFollow the recovery protocolAny mismatch; third-party involvement
Add a payout destinationUse the in-app flow with step-upCustomer insists on an agent override
Release a holdCheck fraud criteria; don't overrideAlways, if fraud placed the hold
Send money urgently on someone else's instructionsUse the scam script; pauseAny sign of coaching or impersonation

New pattern briefing template (from fraud to support)

  1. What we're seeing (conceptual)
  2. How it sounds on a call / looks in chat
  3. What to do
  4. What not to do
  5. Escalation path
  6. Effective date

Metrics

MetricWhy
Verification adherence on sensitive requests (QA)Core control health
ATOs with a support touchpoint in the attack pathOutcome; should fall
Scam escalations from support, and funds protectedVictim protection
Escalation response time (fraud to support)Partnership health
Red-team call pass rateTraining effectiveness
Training completion and drill participationCoverage
Agent-reported social engineering attemptsAwareness

Pitfalls

  • Training without protocols. "Use judgment" fails under pressure. Agents need rules.
  • Metrics that punish caution. Handle-time and CSAT targets push agents to skip verification. Exempt verified-refusal contacts from these, or weight them.
  • Escalations into a void. If fraud doesn't respond quickly, agents stop escalating.
  • Teaching detection details. Agents repeat them to customers, including fraudsters.
  • Knowledge-based verification. Data breaches make personal details widely available. Prefer in-app, device-bound or phishing-resistant verification (see Passkeys and Phishing-Resistant Authentication).
  • Ignoring outsourced teams. BPO agents need the same training, protocols and QA, plus insider-risk controls.

Sources and further reading