In 2015, Jennings-Shaffer defined the higher order SPT-functions for overpartitions \(\overline{spt}_k(n) \) and gave the combinatorial interpretation of \(\overline{spt}_k(n) \) . In recent years, some congruences for \(\overline{spt}_k(n)\) have been proved. Garvan and Jennings-Shaffer presented a characterization of the parity on \(\overline{spt}_1( n)\) . Motivated by their work, in this paper, we give a characterization of congruences modulo 2 on \(\overline{spt}_2( n)\) and prove a congruence modulo 4 for \(\overline{spt}_2( n)\) and several parity results for \(\overline{spt}_3( n)\) by using the generating functions of \(\overline{M}(r,8,n) \) which denote the number of overpartitions of n whose first residual crank is congruent to r modulo 8.