A projection matrix is a square matrix that maps a vector space onto a subspace, ensuring that applying the matrix twice is the same as applying it once, which is a property known as idempotence. It is widely used in linear algebra to decompose spaces and solve systems of equations by projecting vectors onto subspaces like lines or planes.