An approach to detect the velocity dependence of spin-polarized H atoms has recently been developed. The technique, termed spin-polarized hydrogen Rydberg time-of-flight (SPH-RTOF), permits direct measurement of spin-polarized H atoms born from a photodissociation or scattering event. The resulting H-atom spin polarization can be fully described by three anisotropy parameters, all of which are captured in SPH-RTOF. This review describes the approach in detail, provides a theoretical description that allows the experimentally obtained values to relate to the underlying dissociation dynamics of a molecule, and summarizes the first applications of SPH-RTOF to the UV photodissociation of H(D)Br.