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1. U.S. Census Bureau Business Formation Statistics, 2022.

2. SBO Macroeconomic Sentiment, Mastercard 2023.

3. SME North America research and strategy offering assessment, Ernst & Young, 2022.

4. “Empowering small and mid-sized business growth by unleashing its data, NAM Research and Insights”, Mastercard, May 2022.