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Author:Aarons, Will 

Discussion Paper
Struggling Regional Small Businesses Deeply Pessimistic About 2026 Prospects

We recently updated the suite of indicators describing the performance of small businesses in the Second District (defined, for the purpose of this study, as New York, New Jersey, and Connecticut) and nationally with data from the 2025 edition of the Small Business Credit Survey (SBCS). In this post, we find that regional small businesses reported severe declines in employment and revenue growth in 2025 and became more pessimistic about growth in 2026. In contrast, small firms in the rest of the nation enjoyed stable revenues and employment in 2025 and, while they also had lower expectations ...
Liberty Street Economics , Paper 20260602

Discussion Paper
Effect of Tariffs on U.S. Small Businesses

How has the recent implementation of tariffs affected small businesses? Due to lack of data, little is known about this issue. In this Liberty Street Economics post, we use data from the 2025 edition of the Small Business Credit Survey (SBCS) to explore this question for businesses nationally and in the Second District (defined, for the purpose of this study, as New York, New Jersey, and Connecticut). We find that the majority of national firms in the goods and retail sectors reported experiencing financial challenges due to tariffs in 2025, with even larger shares of regional firms doing so. ...
Liberty Street Economics , Paper 20260709

Discussion Paper
New York Fed EHIs Reveal Small Business Struggles

The New York Fed’s Economic Heterogeneity Indicators (EHIs) aim to study macroeconomic outcomes experienced by various groups of people and businesses. We recently added a suite of indicators describing the performance of small businesses to the EHIs—both for the region (defined, for the purpose of this study, as New York, New Jersey, and Connecticut) and nationally. Small businesses are critical to employment generation as they accounted for almost 63 percent of new private sector jobs since 2005 and employed almost 46 percent of all U.S. workers in 2025. Thus, understanding economic ...
Liberty Street Economics , Paper 20260203b

Discussion Paper
AI Adoption and Employment Expectations: Evidence from a Survey of Small Business Owners

There is little consensus on the effect of AI adoption on employment. Economy-wide measures of pay and headcount have moved little even as AI adoption has spread rapidly, yet narrower measures document declining hiring for workers at the start of their careers or in AI-exposed occupations. In this post, we revisit this topic for U.S. small businesses. We use data from the 2025 Small Business Credit Survey (SBCS) to examine the twelve-month-forward employment and revenue expectations of AI users. We find that firms currently using AI are significantly more likely than non-users to expect ...
Liberty Street Economics , Paper 20261008

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