Three metastable phase structures (P1̄-ScN8, P1-ScN9 and P1-ScN11) are proposed in the N-rich region (ScNx; x ≥ 8), which have excellent physical and chemical properties, and also enrich the structural evolution behavior of the Sc and N atom under pressure.