While first-principles density functional theory (DFT) based models have been effective in capturing the physics of ferroelectric phase transitions in BaTiO 3 , PbTiO 3 and KNbO 3 , quantitative estimates of the transition temperatures (T C 's) suffer from errors that are believed to originate from the errors in estimating lattice constants obtained within local density (LDA) and gradient density (GGA) approximations of DFT. The recently-developed strongly constrained and appropriately normed (SCAN) meta-GGA functional has been shown to be quite accurate in estimation of lattice constants. Here, we present a quantitative analysis of the estimates of ferroelectric ground state properties of eight perovskite oxides and transition temperatures of BaTiO 3 , PbTiO 3 and KNbO 3 obtained with molecular dynamics (MD) simulations using an effective Hamiltonian derived from the SCAN meta-GGA based DFT. Relative to LDA, we find an improvement in estimates of T C 's, which arises from the changes in calculated strain-phonon, anharmonic coupling constants and strength of ferroelectric instabilities, i.e., frequencies of the soft modes. We also assess the errors in T C originating from approximately integrating out the high-energy phonons during construction of the model Hamiltonian through estimates of the effects of fourth-order couplings between soft mode and higher energy modes of BaTiO 3 , PbTiO 3 and KNbO 3 . We find that inclusion of these anharmonic couplings results in deeper double-well energy functions of ferroelectric distortions and further improvement in the estimates of transition temperatures. Consistently improved estimates of lattice constants and transition temperatures with the SCAN meta-GGA calculations augur well for their use in simulations of superlattices or hetero-structures of perovskite oxides, in which the effects of lattice matching are critical.