The Outlier Lab

Investigation Standards

Standards for transaction fraud investigations: when an alert becomes an investigation, methodology from scoping to conclusion, evidence standards, entity expansion, escalation paths, and handoffs to AML, legal and law enforcement.

Core components

When an alert becomes an investigation

Escalate from review to investigation when any of these is true:

  • Multiple linked accounts or entities appear involved (see Fraud Rings and Collusion)
  • Dollar exposure exceeds the investigation threshold (set per money path)
  • Mule activity suspected: inbound funds from victims, rapid pass-through (see Money Mules)
  • Insider involvement suspected (see Insider Fraud)
  • Scam victim identified and funds may still be recoverable (see Authorized Push Payment (APP) Scams)
  • Novel MO not covered by SOPs
  • Legal, partner or law enforcement request
  • Potential SAR that needs more than the alert record to support it (see BSA-AML and SAR Filing)
  • Complaint or media exposure

Investigation tiers (illustrative)

TierScopeTypical ownerTarget duration
Tier 1: single-account investigationOne account, related transactionsSenior analystHours to 2 days
Tier 2: network investigationLinked accounts, devices, instruments, payeesInvestigatorDays to 2 weeks
Tier 3: complex / sensitiveRings, insiders, high-value scams, law enforcement involvementSenior investigator with legalWeeks

How to build it

Methodology

Diagram: 1. Scope: trigger, question, initial entities, 2. Preserve: snapshot evidence, freeze if needed, 3. Collect: transactions, sessions, devices, contacts, KYC, 4. Expand: link analysis to related entities, 5. Analyze: timeline, money flow, MO, actor type, 6. Conclude: finding with confidence level, 7. Act: account actions, recovery, referrals, 8. Document & feed back: case record, labels, rules

1. Scope. State the investigation question explicitly: "Are these 14 accounts controlled by one actor cashing out referral rewards?" Scope creep is the main cause of investigations that never close.

2. Preserve. Snapshot account states, logs and linked data before they change or rotate. Apply holds or restrictions where needed to stop further loss, proportionate and documented.

3. Collect. Standard evidence set per mechanism (members detail in the relevant playbook):

  • Transactions and money flow: in, internal and out
  • Sessions, logins, devices, IPs, account changes (see Login Anomalies, Account Change Events)
  • Identity and KYC records (see Identity Verification Outcomes)
  • Customer contacts and support interactions (see Customer Contact Signals)
  • Rewards, promos, receipts or claims as relevant
  • Vendor and consortium signals

4. Expand. Use link analysis to find related entities through shared attributes: devices, instruments, payees, contact details, behavior (see Entity Link Analysis, Graph Analytics). Document why each linked entity is in scope. Shared attributes vary in strength. One shared IP on a mobile carrier is weak; a shared device plus a shared payout account is strong.

5. Analyze.

  • Timeline: order events from first contact to cash-out
  • Money flow: where value entered, how it moved, where it left, and what is still recoverable
  • MO: classify against the taxonomy (see Loss Taxonomy and Attribution)
  • Actor type: third-party, first-party, organized, insider, victim-authorized

6. Conclude. State the finding with a confidence level and the evidence supporting it.

ConfidenceStandard
ConfirmedDirect evidence: admission, partner confirmation, verified victim report, unambiguous technical evidence
Highly likelyMultiple independent strong indicators; no credible innocent explanation
PossibleIndicators present; innocent explanations not excluded
Not substantiatedEvidence doesn't support fraud

Actions should be proportionate to confidence. Irreversible actions (closures, clawbacks, deny-listing) generally need "highly likely" or above.

7. Act.

  • Account actions: restrict, close, deny-list (see Negative Lists and Deny Lists)
  • Recovery: recall, reversal, clawback (see Reward Vesting and Clawback)
  • Victim remediation
  • Referrals: AML/BSA, legal, law enforcement, partners
  • Rule and model feedback (see Fraud Strategy Lifecycle)

8. Document and feed back. Write the case record to the standard in Case Documentation Standards. Update labels for all linked entities. Record lessons.

Evidence standards

PrinciplePractice
RelevanceCollect what bears on the investigation question
ReliabilityPrefer system-of-record data over screenshots; note the source of each item
IntegrityPreserve originals; record who accessed what and when; no edits to evidence
SufficiencyEnough to support the stated confidence level
BalanceRecord exculpatory evidence as well as inculpatory
ProportionalityAccess only the data needed (see Privacy and Data Use in Fraud Prevention)

Escalation paths

SituationEscalate toTiming
Suspicious activity meeting SAR criteriaBSA/AML functionPromptly; SAR clocks start at detection of facts that may warrant filing
Ongoing activity needing immediate law enforcementBSA officer / legalImmediately
Insider involvementHR + legal + security; restrict investigator circleImmediately
Elder exploitationPer policy: trusted contact, holds, APS reporting where applicable (see Elder Financial Exploitation)Promptly
Active large-scale attackIncident commander (see Fraud Incident Response)Immediately
Media, regulator or partner exposureHead of fraud + legal + commsSame day
Law enforcement requestLegalPer legal process

Interviews and customer contact

  • Customer contact during an investigation should follow a script approved by legal and compliance
  • Never reveal detection methods or specific signals to the subject
  • For suspected victims, use trauma-aware, non-blaming language. Scam victims are often coached to lie to protect the scammer (see Scam Victim Indicators).
  • Document every contact

Artifacts and templates

Investigation plan (Tier 2–3)

  1. Trigger and investigation question
  2. Initial entities
  3. Preservation actions taken
  4. Evidence to collect
  5. Expansion criteria (which link types qualify)
  6. Stakeholders to inform: legal, AML, HR, partners
  7. Target completion date
  8. Interim containment actions

Investigator checklist

  • Question scoped and documented
  • Evidence preserved before action
  • Every linked entity has a documented link rationale
  • Timeline built
  • Money flow traced to exits; recoverable amounts identified
  • Exculpatory evidence recorded
  • Conclusion with confidence level
  • Actions proportionate to confidence
  • Referrals made with timestamps
  • Labels updated for all entities
  • Case record meets Case Documentation Standards
  • Lessons logged for strategy

Metrics

MetricWhy
Time to conclusion by tierThroughput
Dollars identified, prevented and recovered per investigationValue
Entities per investigation (network size)Expansion effectiveness
Referral timeliness (SAR, legal)Compliance
Conclusions overturned on appeal or reviewQuality (see Fraud QA Program)
Rules or models changed from investigation findingsFeedback loop

Pitfalls

  • No question. Investigations without a scoped question sprawl.
  • Action before preservation. Closing accounts before capturing evidence loses the trail.
  • Weak links treated as strong. A shared IP on a mobile carrier or a common merchant isn't proof of common control.
  • Confirmation bias. Once the investigator believes it's a ring, contrary evidence gets ignored. Require exculpatory notes.
  • Labeling only the alerted account. The other 30 accounts in the ring never become training data.
  • Missed SAR clocks. Investigations that take weeks can push the SAR deadline. Involve BSA early.
  • Investigator access sprawl. Investigators need broad access, which is exactly why their access should be logged and reviewed (see Insider Access Controls).

Sources and further reading