ThTaN, a rare cubic perovskite nitride semiconductor, has been studied using {\it ab initio} methods. Spin-orbit coupling (SOC) results in band inversion and a band gap of 150 meV at the zone center. In spite of the trivial indices, two pairs of spin-polarized surface bands cross the gap near the zone center, indicating that this system is a topological crystalline insulator with the mirror Chern number of protected by the mirror and rotational symmetries. Additionally, SOC doubles the Seebeck coefficient, leading to a maximum of 400 V/K at 150 K for carrier-doping levels of several /cm. ThTaN combines excellent bulk thermopower with parallel conduction through topological surface states that provide a platform for large engineering devices with ever larger figures of merit.

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