The No-Hair Theorem posits that black holes can be completely described by just three externally observable classical parameters: mass, electric charge, and angular momentum. This implies that all other information about the matter that formed a black hole or is falling into it, known as 'hair,' is not observable from outside the event horizon, leading to the loss of information paradox in black hole physics.