The Outlier Lab

How transaction fraud works, and how to stop it

A free library by and for the people who defend payments, payouts, rewards and trades: the mechanisms, the signals that reveal them, the controls that stop them, and the programs that run them.

The library

Mechanisms
How each type of transaction fraud works, where the money moves, and how attackers adapt
44 notes
Signals
Device, identity, behavioral, financial and graph signals, and where each one misleads
32 notes
Controls
Preventive, detective and response controls, with their friction and cost
33 notes
Program
Operating models, QA, launch reviews, incident response, metrics and US regulation
36 notes
Industries
Brokerage, cashback and coupons, marketplaces, neobanks, payments and retail
5 notes
Case studies
Public incidents and what practitioners can take from them
12 notes
Resources
Glossary, frameworks, reports, communities and tools
7 notes

Latest

All news

A free, practitioner-built library on how transaction fraud works and how to detect and stop it.

The library covers transaction fraud in retail and in financial services, such as fake receipts submitted to a cashback app or an account takeover that liquidates a brokerage account. It maps the mechanisms, the signals that reveal them, the controls that stop them, and the teams and processes that keep defenses working. It's written by and for the people building those defenses.

Explore the library

SectionWhat you'll find
NewsRecent regulatory changes, enforcement actions, emerging threats and analysis
MechanismsHow each type of transaction fraud works, its transaction footprint, red flags, defenses and emerging variants
SignalsThe device, identity, behavioral, financial and graph signals that reveal fraud
ControlsPreventive, detective and responsive controls, with friction and cost trade-offs
ProgramOperating models, governance, QA, incident response, metrics and regulation
IndustriesBrokerage, cashback and coupons, marketplaces, neobanks, payments and retail
Case studiesPublic incidents and the lessons they teach
ResourcesGlossary, frameworks, reports, communities and tools
Playbooks Members (members)Detection logic, review and QA criteria, and response runbooks for Three Sigma members
Three SigmaThe vetted practitioner community: shared cases, emerging-pattern alerts and problem-solving

Ways in

Access

Basics are open to everyone. Operational detail lives in Three Sigma, a free, vetted community where practitioners also share sanitized cases and trade techniques. See Access Model and the Responsible Publication Policy.