← Affirm
Archived print · Oct 8, 2026 — kept on the record, out of circulation.
First-time day at Affirm

Correct plan counts before merchants receive another inflated report

You’re the data engineer. Your team is in the room.

Repeated plan events are inflating the completed-plan totals merchants receive.

Accurate merchant reporting protects trust, while preserving raw event history protects auditability.

Who you’d be doing this for

“My finance lead asked why the report shows plans we never saw settle.”

Beatriz Christodoulou · Ecommerce Operations Manager

Reviews merchant reporting to reconcile checkout activity and plan performance.

What is at stake

Duplicate events are inflating completed-plan counts by 3.8% in merchant reporting. You must weigh a fast reporting correction against preserving an auditable event history.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • merchant trust vs raw-event preservation
  • fast correction vs durable model logic
  • shared metric definitions vs report-specific handling

Why Affirm

Interest-free plan reporting is part of how merchants measure the checkout volume generated through Affirm.

Written with these in mind

data quality builderanalytics infrastructure engineermetric-minded data engineer

Not your kind of problem? 33 more at Affirm, or browse every organization.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.