The development of rapid analysis systems for the determination of the fatty acid profile of Iberian pig fat is decisive for the industries involved. Near infrared spectroscopy (NIRS) can fulfil the requirements of this sector, however NIR spectra of fat and oils can be subjected to uncontrolled error sources (changes in the instrument, environment, sample preparation procedure, etc.).