The photolysis of 16 polychlorinated biphenyls (PCBs) (including mono- through deca-chlorinated) in n-hexane was investigated under ultraviolet irradiation using a 500-W high-pressure mercury lamp. Photolysis of PCBs follows pseudo-first-order reaction kinetics, with photolysis rate constants ranging between 0.0011 s^-1 for PCB-52 and 0.0574 s^-1 for PCB-118. The degradation rates of PCBs by high-pressure mercury lamp irradiation were remarkably independent with respect to the degree of chlorination. Furthermore, partial least squares (PLS) models were developed to provide insight into which aspect of the molecular structure influenced PCB photolysis rate constants. It was found that the photolysis rates of PCBs increased with an increase in the net charge on the carbon atom (qc), (ELUMO-EHOMO)^2, and the Y-axis dipole moment (μy) values, or the decrease in the energy of the second highest occupied molecular orbital (EHOMO-1), energy of the lowest unoccupied molecular orbital (ELUMO), ELUMO + EHOMO, ELUMO - EHOMO, most positive atomic charge (q^+), and the twist angle of the chlorine atom (TA) values.