The coronavirus disease 2019 (COVID-19) pandemic has been one of the most damaging pandemics in all of human history. Some of the most vulnerable groups within society such as pregnant women and children have also been affected. This observational research, cross-sectional study was conducted to investigate if there was any difference in the incidence of unfavorable outcomes in pregnancy such as miscarriage, intrauterine fetal demise, and early neonatal death during the year prior to the pandemic and the year of the COVID-19 pandemic. This retrospective study was conducted at the University Hospital of Split at the Department of Pathology, Forensic and Cytology and Department of Obstetrics and Gynecology of the same hospital. All data was collected in the time period from March 1st, 2019, to March 1st, 2021. The study included all pregnant women who had an unfavorable pregnancy outcome such as miscarriage and intrauterine fetal demise, as well as early neonatal death at the University Hospital of Split within the time frame mentioned previously. There was no statistically significant difference in the incidence of adverse pregnancy outcomes in the year prior to the pandemic and during the year of the COVID-19 pandemic. Our study showed that the pandemic did not have a negative effect on pregnant women and their fetuses; there was no increase in miscarriage, intrauterine fetal demise, or perinatal death during the year of the pandemic.