Research notes

Dispatches

Operational notes on merchant risk, network programs, disputes, reserves and enforcement.

Reserve mechanics

Rolling reserve vs capped reserve

A rolling reserve grows with current sales and releases old cohorts later. A capped reserve stops accumulating after the agreed balance is reached.

Classification

An MCC is a category, not a risk score

A four-digit category helps networks and acquirers understand what a merchant does, but it cannot describe the entire business model.

Network rules

What network monitoring actually watches

Monitoring programs focus on measurable payment outcomes and the acquirer’s controls, not a vague label such as “high risk”.

Disputes

Chargeback ratios: numerator, denominator, timing

A ratio can move sharply even when the underlying business did not change because the denominator, reporting window and transaction cohort matter.

Operations

Why the billing descriptor causes avoidable disputes

A customer who does not recognize the statement descriptor may dispute a legitimate transaction before contacting support.