Taken in aggregate, the results of this study support the commonly held idea that ascending the "Jacob's Ladder" of increasing DFT complexity will lead to improved performance. On average, hybrid DFT functionals performed better than non-hybrid/"pure" DFT functionals, and meta-GGA functionals performed better than GGA functionals among both pure and hybrid functionals.