Regression-based estimates of the rate of accumulation of anthropogenic CO2 in the ocean: A fresh look

► This study discusses problems with MLR and eMLR methodologies and provides guidelines for improvement. ► It suggests a local two-regression method. ► It discusses adequacy of data, overfitting, and uncertainties of resulting estimates.