Voice preference, unlike other areas of human voice research, has been relatively underexplored, despite being a major category in voice evaluation. Current studies on voice preference have not yet leveraged music harmony theory, which provides a clear standard for sounds that are generally considered pleasant. In this study, I investigated the relationship between the harmonic structure of voices and their perceived preferences. Ten voice samples in Korean were evaluated for preference using the Mean Opinion Score (MOS) method, and the results were compared to voice harmony analyses through two approaches: the cent method and the weight method. The results demonstrated that voices with higher preference ratings tended to align more closely with musical harmony, offering a novel approach to understanding voice likability. These findings could have broad implications for fields such as voice synthesis and human-computer interaction.