Curiosity about “how old do I look” is more than vanity. Perceived age influences first impressions, hiring decisions, dating outcomes, and even how others judge competence and vitality. While chronological age is fixed, perceived age is fluid—shaped by visual signals from skin, eyes, hair, posture, expression, clothing, and even camera settings. The same face can