Start free trial

TRUE, BUTScope Swap

Expect to hire, not hired

The New York Fed post measured what owners expect to do, and its authors say whether they actually do is a subject for future research.

“Feds find small businesses that use AI are more likely to hire.”

Headline on coverage of a New York Fed Liberty Street Economics post (8 October 2026)

Recorded 2 November 2026. Our ruling means: literally true, materially misleading.

Read the story →

Receipts pack

The evidence file for this verdict

13 receipts: 3 support the claim, 3 contradict it, 7 add context. 3 figures on the record, 3 traced to a quoted receipt.

The receipts

Each source, the line we quote from it, its date and which way it cuts. Free to read and to cite.

  1. 1Supports the claimlibertystreeteconomics.newyorkfed.org ↗

    We find that firms currently using AI are significantly more likely than non-users to expect increased employment and revenues over the next year

    Look up an archived copy ↗

  2. 2Contextlibertystreeteconomics.newyorkfed.org ↗

    those who currently use AI had a 33 percentage point net expectation of higher employment in the next twelve months, while non-users had only a 15 percentage point net expectation

    Look up an archived copy ↗

  3. 3Contradicts the claimlibertystreeteconomics.newyorkfed.org ↗

    Whether AI-adopting firms actually experience the stronger revenue and employment outcomes they anticipate is a subject for future research.

    Look up an archived copy ↗

  4. 4Contextlibertystreeteconomics.newyorkfed.org ↗

    the gap in expected employment growth between AI users and non-users remains positive (at 10 percentage points

    Look up an archived copy ↗

  5. 5Contextlibertystreeteconomics.newyorkfed.org ↗

    the net probability of expected employment growth remains higher for AI users than for non-users (by 13 percentage points

    Look up an archived copy ↗

  6. 6Contextlibertystreeteconomics.newyorkfed.org ↗

    In the SBCS survey, 77 percent of respondents reported no change in their firm’s current labor costs from the use of AI.

    Look up an archived copy ↗

  7. 7Supports the claimlibertystreeteconomics.newyorkfed.org ↗

    AI use is associated with more optimistic expectations about future employment and revenue growth, even after accounting for firm and owner characteristics.

    Look up an archived copy ↗

  8. 8Contextlibertystreeteconomics.newyorkfed.org ↗

    The survey was fielded between September and November of 2025. Total number of employer firms in the AI module: 5,248.

    Look up an archived copy ↗

  9. 9Contextlibertystreeteconomics.newyorkfed.org ↗

    Will Aarons is a research analyst in the Federal Reserve Bank of New York’s Research and Statistics Group.

    Look up an archived copy ↗

  10. 10Supports the claimvitallaw.com ↗

    Small businesses that use artificial intelligence are more likely than nonusers to expect employment and revenue growth during the next year

    Look up an archived copy ↗

  11. 11Contextstreamlinefeed.co.ke ↗

    New York Fed researchers Will Aarons and Asani Sarkar analyzed the Federal Reserve Banks’ 2025 Small Business Credit Survey (SBCS).

    Look up an archived copy ↗

  12. 12Contradicts the claimstreamlinefeed.co.ke ↗

    These controls improve the comparison but do not establish causation: AI adopters may differ in ways the survey did not capture.

    Look up an archived copy ↗

  13. 13Contradicts the claimstreamlinefeed.co.ke ↗

    The findings show optimism and perceived productivity gains, not settled net job creation.

    Look up an archived copy ↗

Members' extras

What each receipt proves, and what would change our mind.

  • What each receipt above proves, in our words
  • The figures table, each number traced to the receipt that states it
  • The trick behind the claim, explained, with the guide to spotting it
  • What would change our verdict
  • Our call on the record, with its due date

The verdict, the opening and every receipt above stay free. Membership adds our analysis to the evidence file for every checked story.

First membership: 30 days free, then A$89 a year. One introductory trial per customer. Card required; renews annually until cancelled. Cancel before the trial ends to avoid the first charge.