  Momentum exists in the physics community for integrating computation into the
undergraduate curriculum. One of many benefits would be preparation for
computational research. Our investigation poses the question of which
computational skills might be best learned in the curriculum (prior to
research) versus during research. Based on a survey of computational
physicists, we present evidence that many relevant skills are developed
naturally in a research context while others stand out as best learned in
advance.
