The Hierarchy Problem in physics refers to the question of why gravity is exponentially weaker than the other fundamental forces, particularly when considering the Higgs boson mass and the Planck scale. This discrepancy suggests that there might be new physics beyond the Standard Model, such as supersymmetry or extra dimensions, that could explain this imbalance.