RPD values ranged from 0.312 - 4.49. Straight line subtraction and Constant offset elimination preprocessing methods had the highest RPD value (4.49). All the preprocessing methods except first derivative had high coefficient of determination (R2) ranging from 0.675-0.950, exhibiting high correlation between the oil content data and spectral data.