The asymptotic distribution of one-step Newton-Raphson estimates is established for a regression model with random carriers and heteroscedastic errors under mild conditions. We also include a class of robust estimates defined as the solution of an implicit equation, such as the MM-estimates. (C) 2002 Elsevier Science B.V. All rights reserved.