Objectives: Gestational trophoblastic diseases represent a significant obstetric morbidity among women of reproductive age, with a potential to impact women’s health substantially. Molar pregnancies present as clinical aberrations in embryogenesis and placentation during the first trimester of pregnancy. Cases with missed abortions and spontaneous incomplete abortions requiring uterine evacuation, could be an opportunity to look for molar pregnancies through histopathology which otherwise could be missed. We aim to study the proportion of hydatidiform molar gestations among patients undergoing uterine evacuation in cases of missed abortion and to evaluate the demographic and risk factors associated with hydatidiform molar gestations. Material and Methods: A prospective observational, descriptive study was conducted at the Department of Obstetrics and Gynecology of a tertiary care teaching hospital over a period of 18 months. Data was collected using a pre-tested study questionnaire which included the objectives, besides the inclusion and exclusion criteria. The abortus and uterine evacuated tissue was sent for histopathologic examination by a single histopathologist. Analysis of various epidemiological characteristics and risk factors was done using the Statistical Package for the Social Sciences software version 21. Results: Out of 67 patients presenting with missed abortions or incomplete abortions during the study period, five had hydatidiform molar gestations; an incidence of 7.5%. Upon histological examination 3 (4.5%) patients had a complete mole, 2 (3%) had a partial mole while 62 (92.5%) had non-molar histopathology. Eleven (16.4%) of the study participants had a history of previous spontaneous pregnancy loss/recurrent pregnancy losses. Three among five cases detected to have molar gestations had a history of prior spontaneous abortions (60%), and the difference observed was statistically significant (P = 0.019; Odds Ratio [95% Confidence interval] 10.25 [1.459–70.257]). Hyperthyroidism and high levels of serum beta-human chorionic gonadotrophin (β-HCG) were associated with molar gestations and this was statistically significant. Conclusion: The risk of developing molar gestation is higher in patients who had previous first-trimester losses. Importantly, this should be a differential diagnosis in instances with elevated β-HCG and high thyroid hormone levels. Histopathological examination of products of conception should be considered as an essential assessment in all presentations of spontaneous abortions requiring uterine evacuation.