Rising self-employment rates in U.S. tax data that are absent in survey data have led to speculation that tax records … capture a rise in new "gig" work that surveys miss. Drawing on the universe of IRS tax returns, we show that trends in firm … eligibility that creates exogenous variation in tax rates at the end of the tax year after labor supply decisions are already sunk …