Abstract: This paper focused on the interval estimation of the among-group variance component in the unbalanced one-fold nested design. By using the concept of generalized confidence interval, the exact confidence intervals were obtained and their frequency properties and invariance were shown. The simulation results show that the proposed methods perform better than the existing methods in the coverage probability and expected length.