Sc crystallizes in the hcp structure at ambient pressure. The structure of the high-pressure phase Sc-II has been debated for a long time. Most recently, two different solutions for the Sc-II phase were proposed, both involving a composite incommensurate structure consisting of a host and a guest substructure. To explore the Sc-II crystal structure we perform first-principles total-energy calculations and find that the approximant modeling of the structure suggested by McMahon et al. ͓Phys. Rev. B 73, 134102 ͑2006͔͒ is the stable structure for pressures above the calculated transition pressure of 20 GPa. This theoretical value is in perfect agreement with the experimentally measured value of 23 GPa. Analyses of the band structures provide an explanation why the structure proposed by Fujihisa et al. ͓Phys. Rev. B 72, 132103 ͑2005͔͒ is not the correct Sc-II structure.