The Short Version
Research supports a small association between facial appearance and some personality traits, but the effect is weak and inconsistent. Several studies and a meta-analysis find above-chance links for certain traits, while other well-powered studies report null results. The claim holds in a limited statistical sense, not as proof that faces reliably reveal personality in everyday judgment.