Assisted reproductive technologies (ART) have enabled millions of couples with compromised fertility to conceive children. Nevertheless, there is a growing concern regarding the safety of these procedures due to an increased incidence of imprinting disorders, premature birth, and low birth weight in ART-conceived offspring. An integral aspect of ART is the oxygen concentration used during in vitro development of mammalian embryos, which is typically either atmospheric (~20%) or reduced (5%). Both oxygen tension levels have been widely used, but 5% oxygen improves preimplantation development in several mammalian species, including that of humans. To determine whether a high oxygen tension increases the frequency of epigenetic abnormalities in mouse embryos subjected to ART, we measured DNA methylation and expression of several imprinted genes in both embryonic and placental tissues from concepti generated by in vitro fertilization (IVF) and exposed to 5% or 20% oxygen during culture. We found that placentae from IVF embryos exhibit an increased frequency of abnormal methylation and expression profiles of several imprinted genes, compared to embryonic tissues. Moreover, IVF-derived placentae exhibit a variety of epigenetic profiles at the assayed imprinted genes, suggesting that these epigenetic defects arise by a stochastic process. Although culturing embryos in both of the oxygen concentrations resulted in a significant increase of epigenetic defects in placental tissues compared to naturally conceived controls, we did not detect significant differences between embryos cultured in 5% and those cultured in 20% oxygen. Thus, further optimization of ART should be considered to minimize the occurrence of epigenetic errors in the placenta.