Let X be a compact Riemann surface of genus g >= 3 and let M-par be the moduli space of semistable parabolic bundles over X. Let M-parH denote the moduli space of semistable parabolic Higgs bundles over X. In this article, we study the Picard group of M-par and M-parH.