The present invention relates to automated forms of data processing, more particularly implementing forms of least-squares analysis, inversion-conforming data sets processing, and alternate forms of regression analysis and maximum likelihood estimating, to include the appropriate handling of linear and nonlinear data in correspondence with homogeneous and heterogeneous sample precision, with added