the dimensionless figure of merit zT = PF•T/κ = α 2 σT/(κ e + κ L ), where α, σ, T, κ e , and κ L are the Seebeck coefficient, electrical conductivity, absolute temperature, and electronic and lattice contributions to the total thermal conductivity, respectively. [3] PF denotes the TE power factor that characterizes electrical transport performance. In practice, the average power factor (PF avg ) is directly proportional to the output power density of TE devices. [4] Therefore, for practical application, a higher PF avg is more desirable for achieving a large output power. In principle, PF and PF avg are both determined by electronic band structure and optimal carrier concentration. [5][6][7] Several strategies have been proposed to enhance both PF and PF avg . For example, Pei et al. [8] showed that a high peak PF can be achieved in PbTe by increasing the band degeneracy; Zhu et al. [9] demonstrated that FeNb 1−x Ti x Sb reaches high PF via reducing band effective mass, which results in high carrier mobility. In recent years, it has been elucidated that grain boundaries also play an important role in carrier scattering for certain TE compounds. For instance, Zhao et al. [10,11] revealed that both p and n-type SnSe single crystals that are free of grain boundaries exhibit high PFs; Snyder et al. [12,13] discovered that PF of Mg 3 Sb 2 -based Thermoelectric materials are typically highly degenerate semiconductors, which require high carrier concentration. However, the efficiency of conventional doping by replacing host atoms with alien ones is restricted by solubility limit, and, more unfavorably, such a doping method is likely to cause strong charge-carrier scattering at ambient temperature, leading to deteriorated electrical performance. Here, an unconventional doping strategy is proposed, where a small trace of alien atoms is used to stabilize cation vacancies in Cu 3 SbSe 4 by compositing with CuAlSe 2 , in which the cation vacancies rather than the alien atoms provide a high density of holes. Consequently, the hole concentration enlarges by six times but the carrier mobility is well maintained. As a result, a record-high average power factor of 19 µW cm −1 K −2 in the temperature range of 300-723 K is attained. Finally, with further reduced lattice thermal conductivity, a peak zT value of 1.4 and a record-high average zT value of 0.72 are achieved within the diamond-like compounds. This new doping strategy not only can be applied for boosting the average power factor for thermoelectrics, but more generally can be used to maintain carrier mobility for a variety of semiconductors that need high carrier concentration.