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Abstract:Theories of market failures and targeting motivate the promotion of entrepreneurship training programs and generate testable predictions regarding heterogeneous treatment effects from such programs. Using a large randomized evaluation in the United States, we find no strong or lasting effects on those most likely to face credit or human capital constraints, or labor market discrimination. We do find a short-run effect on business ownership for those unemployed at baseline, but this dissipates at longer horizons. Treatment effects on the full sample are also shortterm and limited in scope: we do not find effects on business sales, earnings, or employees. (2010)). 3 The only previous randomized trial conducted in the United States was a smaller demonstration experiment of self-employment training for U.I. recipients in Washington and Massachusetts (Benus et al. 1994). That study found positive program impacts on self-employment, total earnings, and job creation, but in addition to training the assistance program allowed for concurrent U.I. benefit payments and a lump-sum benefit payment. Several recent experiments of the effects of business training on microentrepreneurs have been conducted in developing countries (Berge, Bjorvatn, and Tungooden 2011; Drexler, Fischer, and Schoar 2011; Karlan and Valdivia 2011; Karlan, Knight, and Udry 2012; Field, Jayachandran, and Pande 2010). These studies have generally found some positive, but mixed, results. The results of this literature may be informative, but not generalizable, to the developed country context, in which the content of entrepreneurship training, education level of trainees, and types of businesses being created are very different, and where formal labor, financial and business markets are more open and accessible. For related research using non-randomized approaches to 2 tests of heterogeneous treatment effects that speak to the key arguments for subsidizing training.Project GATE was a longitudinal study conducted by the U.S. Department of Labor and the Small Business Administration (SBA) in which free entrepreneurship training was randomly offered to individuals interested in starting or improving a business. More than 4,000 individuals applied for a limited number of slots at 14 different SBDCs and non-profit community-based organizations (CBOs) located across s...