In applications that utilize a linear regression model with nested error structure, interest often focuses on inferences concerning the regression coefficient. This article derives exact and approximate confidence intervals on the regression coefficient in the simple linear regression model with a balanced one-fold nested error structure. Several methods are considered for constructing the confidence intervals. The methods are compared using computer simulation and recommendations are provided for selecting an appropriate method