Aim and Objective: This study investigates molecular structural requirements that are responsible for the antioxidant activity in phenolic compounds. Keywords: Artificial neural networks, flavonoids, free radical scavenging, metal chelation, molecular descriptors, polyphenolic acids, principle component analysis.