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Vane predicts which organizations will get findings on their federal audits.

Tested on years of past audits, the organizations Vane flags as high risk get findings 2.6 times as often as everyone else.

In 2023, 8,884 of 47,932 audited organizations had at least one finding. Source: federal audit data

What this is

Every year, tens of thousands of school districts, cities and nonprofits are audited on how they use federal money.

Vane uses federal data to score each one on how likely its next audit is to turn up a finding.

We tested it on past audits the model had never seen. Its high-risk group got findings 46% of the time, against 18% for everyone else, and it beat the standard benchmarks in all four years we tested.

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