Statistics about Business Size (including Small Business) from the U.S. Census Bureau: "About three quarters of all U.S. business firms have no payroll. Most are self-employed persons operating unincorporated businesses, and may or may not be the owner's principal source of income. Because nonemployers account for only about 3.4 percent of business receipts, they are not included in most business statistics, for example, most reports from the Economic Census."
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