Moment of Inertia quantifies an object's resistance to changes in its rotational motion about a specific axis, akin to how mass quantifies resistance to linear acceleration. It depends on both the mass of the object and the distribution of that mass relative to the axis of rotation, making it crucial for understanding rotational dynamics in physics and engineering.