---
title: "Zip's fraud quarter pushed bad debts to 1.97%; Affirm's November 5 report is BNPL's first hard test"
description: "A coordinated credential-based fraud ring pushed Zip's bad debts to the top of its target range and its shares to their worst session on record. The November 5 print from Affirm is the first hard test of whether that is one lender's controls failure or the sector's next credit signal."
publisher: "The Inference"
section: "Economy"
published: 2026-10-28T14:38:14.063Z
modified: 2026-10-28T14:38:14.063Z
canonical: https://theinference.org/article/zip-s-fraud-quarter-pushed-bad-debts-to-1-97-affirm-s-november-5-report-is-bnpl-s-first-hard-test
language: en
keywords: "BNPL, Affirm, Zip, Consumer Credit, Fraud"
---

# Zip's fraud quarter pushed bad debts to 1.97%; Affirm's November 5 report is BNPL's first hard test

> A coordinated credential-based fraud ring pushed Zip's bad debts to the top of its target range and its shares to their worst session on record. The November 5 print from Affirm is the first hard test of whether that is one lender's controls failure or the sector's next credit signal.

A fraud ring that cost [Zip](https://theinference.org/markets/companies/zip-co) about A$10 million may look small next to the Australian lender's record share crash, but the question it just made expensive is bigger than Zip: is US buy-now-pay-later credit starting to drift, or did one lender's onboarding fail [3]? [Affirm](https://theinference.org/markets/companies/affirm), the largest listed US BNPL player, answers on November 5, when it [publishes its fiscal first-quarter shareholder letter after the close](https://finance.yahoo.com/markets/stocks/articles/affirm-announce-first-quarter-fiscal-200700773.html) [3]. It is the first major US BNPL print since the attack, and its bad-debt line is now the most-watched number in the sector.

What Zip told the market, briefly: fraudsters used legitimate customer credentials to open US accounts, ran transactions, and never repaid them. That drove about A$10.1 million in bad debts and fraud-mitigation costs and [pushed net bad debts to 1.97% of transaction volume](https://www.ibtimes.com.au/zip-shares-rebound-after-us-fraud-losses-1877383), near the top of Zip's 1.5% to 2% target range and above consensus [1].

Shares fell 29% to a record low of A$1.46 before bargain hunters lifted them back, [closing at A$1.62 by October 26](https://www.fool.com.au/2026/10/28/are-you-more-likely-to-turn-5000-into-50000-by-investing-in-zip-or-xero-shares/) [1][2]. The quarter underneath was strong: US transaction volume grew 34% in US dollar terms, and Zip reaffirmed full-year cash earnings guidance of A$340 million [1].

## The broker split maps the exact test Affirm's print will answer

UBS and Macquarie kept buy ratings, calling the hit a one-off; Macquarie's A$3.50 target rests on growth and unit economics [1]. [Citi](https://theinference.org/markets/companies/citigroup) and [Jefferies](https://theinference.org/markets/companies/jefferies) push the other way: Citi questions whether Zip's US customer onboarding controls were adequate, and Jefferies wants to know whether higher fraud-related costs will persist [1].

Both sides agree on the test. If credential-based account fraud is a US BNPL industry condition, every lender's credit line should show it, and the Street's buy-side consensus on Affirm, [24 of 32 analysts with a $97.81 average target](https://theinference.org/article/affirm-s-cfo-sold-96-of-his-stock-at-80-the-street-says-buy-at-70) against a share price near $70, is built on a credit picture that no longer holds [4]. If Affirm's losses and onboarding metrics hold steady, the bears lose their best new evidence, and Zip's quarter reads as a single company's controls failure, not a signal.

## A$10 million on A$4.6 billion of volume is not yet industry evidence

One read is already available without waiting: Zip's fraud hit was about A$10 million on a quarter of A$4.6 billion in volume [1]. Affirm's book is far larger, so a comparable attack would scale up. But Affirm underwrites most transactions at checkout with its own risk engine, while Zip's flagged failure sat in new-account onboarding, a weaker gate. That structural difference is why Zip's event is not automatically evidence about Affirm, and it is precisely what the November 5 numbers will settle [1].

## The charge-off line on November 5 settles which story is true

Read Affirm's net charge-off ratio against its prior quarters, and listen for what management says about new-account fraud controls. A stable print says the sector's growth story, which ours of October 25 framed as a bet between a sceptical price and a bullish Street [4], survives its first credit test.

A drifting one says the fraud was never Zip's alone, and the sell-off was the market repricing BNPL credit a week early.

## Takeaway

Zip's fraud quarter pushed net bad debts to 1.97% of volume, the top of its target range, and crashed the stock 29%; Affirm's November 5 shareholder letter now shows whether that was one lender's controls failure or a US BNPL credit signal.

## Sources

1. [International Business Times Australia, Zip Co Shares Rebound 14% After Record Plunge as Bargain Hunters Return Following US Fraud Hit to BNPL Lender, 28 October 2026](https://www.ibtimes.com.au/zip-shares-rebound-after-us-fraud-losses-1877383)
2. [The Motley Fool Australia, Are you more likely to turn $5,000 into $50,000 by investing in Zip or Xero shares?, 28 October 2026](https://www.fool.com.au/2026/10/28/are-you-more-likely-to-turn-5000-into-50000-by-investing-in-zip-or-xero-shares/)
3. [Business Wire via Yahoo Finance, Affirm to announce first quarter fiscal year 2027 results on November 5, 2026, 5 October 2026](https://finance.yahoo.com/markets/stocks/articles/affirm-announce-first-quarter-fiscal-200700773.html)
4. [The Inference, Affirm's CFO sold 96% of his stock at $80. The Street says buy at $70, 25 October 2026](https://theinference.ai/article/affirm-s-cfo-sold-96-of-his-stock-at-80-the-street-says-buy-at-70)


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Zip's fraud quarter pushed bad debts to 1.97%; Affirm's November 5 report is BNPL's first hard test — The Inference. Canonical: https://theinference.org/article/zip-s-fraud-quarter-pushed-bad-debts-to-1-97-affirm-s-november-5-report-is-bnpl-s-first-hard-test
