Error covariance modelling based on the Wishart distribution is proposed. There is much lower variance in the parameter estimates than with least squares. A parametric bootstrap method allows assessment of model validity. Models for errors in fluorescence spectroscopy are developed and tested. Implications of parametric error models are discussed.