This short talk presents the computational understanding into the mechanistic aspects of hydrogenation and dehydrogenation as well as transfer hydrogenation reactions of aldehyde, ketone and ester by means of well-defined PNP pincer complexes. The catalytic activity of different catalysts were systematically computed and compared. On the basis of the available experimental results, the scope, limitation and application of computational methods in catalysis were evaluated.