A Tobit regression model is studied with covariates of increasing dimensions. Asymptotic properties of the parameter estimator, such as consistency and normality, are obtained. Numerical studies including simulation results and an application to a women's labor supply dataset show that the proposed estimator performs well. (C) 2016 Elsevier B.V. All rights reserved.