“…Harmonization of panels (interlaboratory or interpanel approaches) or developing suitable chemical/ statistical tools for screening out samples easy to classify (i.e., samples far from boundaries of EVOO/VOOx and VOOx/LOO) are needed to support the Panel Test in VOO classification, and many efforts have been spent over years by EU researchers in this direction. 14,53,115,116,120,121,152,166,167 For panels' harmonization, the use of reference standard materials (RMs) for each VOO defect is needed: up to now, real samples saved after proficiency interlaboratory testing organized by some bodies such as the IOC are used. However, real samples are not reproducible and not stable over time; thus, they may be characterized by different nuances of each attribute.…”