Coconut oil produced by the traditional wet rendering process may contain free fatty acids and water which lead to rancidity and shorter shelf life. Previous studies proved that cloves (Syzygium aromaticum L.), as a natural source of antioxidant eugenol, can increase coconut oil oxidation stability. This research aimed to investigate the effects of clove addition during the wet rendering process on the Peroxide Value of coconut oil and to estimate shelf life using Accelerated Shelf Life Testing (ASLT) and Artificial Neural Network (ANN). Clove powder was added into coconut milk prior to oil rendering or into coconut oil, followed by oil storage at 28, 63, and 100°C. ASLT method predicted that adding 1 g clove/kg coconut milk and 5 g clove/kg coconut oil gave the best result by improving oil shelf life from approximately 11 days (control) to 14 days, while the ANN method predicted that adding 10 g clove/kg coconut milk gave the best result by improving estimated oil shelf life to 47 days at 28oC. Coconut oil produced from clovetreated coconut milk had the best oxidative stability during storage. Activation energies and activation enthalpies of coconut oil oxidation increased due to clove addition and therefore, improved stability during storage.