Atkinson County is a county located in the U.S. state of Georgia. As of the 2010 census, the population was 8,375. The county seat is Pearson. The county was formed in 1917 from parts of Coffee and Clinch Counties. It is named for William Yates Atkinson, Democratic governor of Georgia from 1894 to 1898.