We have evaluated the performance of vectorized nuclear codes used at the Japan Atomic Energy Institute. Forty nuclear codes were restructured for vectorization, with an average vectorization of 83%. The vector to scalar ratio for modified code performance is about 5. Vectorization improved performance in most cases, but certain codes, including LOCA and Monte Carlo codes, required considerable effort to vectorize, without high performance gains. We discuss the barriers to achieving high performance, and the need to consider applications characteristics when evaluating system performance.