Background: Preterm birth remains a common cause of neonatal mortality with a disproportionate burden occurring in low and middle-income countries. Meta-analyses of lowdose aspirin to prevent preeclampsia suggest that the incidence of preterm birth may be decreased, particularly if initiated before 16 weeks. Methods: We conducted a multi-country randomized, double masked trial of aspirin (81 mg) daily compared to placebo initiated between 6 weeks and 0 days of pregnancy and 13 weeks and 6 days of pregnancy in nulliparous women. Prior to randomization, ultrasound confirmed the gestational age and presence of a singleton viable pregnancy. The primary outcome was preterm birth, defined as delivery at or after 20 weeks and prior to 37 weeks gestational age. Results: A total of 11,976 women in 6 countries (India, Guatemala, Pakistan, Kenya, Zambia, Democratic Republic of Congo) were randomly assigned to aspirin (5,990 women) or placebo (5,986 women). Preterm birth occurred in 11.6% of women randomized to aspirin and 13.1% randomized to placebo (RR, 0.89; 95% CI, 0.81 to 0.98). Women who took aspirin were also less likely to deliver before 34 weeks gestation (3.3% vs 4.0%; RR, 0.75; 95%CI, 0.61 to 0.93) or experience perinatal mortality (45.7/1000 vs 53.6/1000; RR, 0.86; 95%CI, 0.73 to 1.00). Adverse maternal events were similar between the two groups. Conclusions: In nulliparous women with singleton pregnancies, low dose aspirin initiated between 6 weeks and 0 days and 13 weeks and 6 days results in lower rates of preterm delivery before 37 weeks and before 34 weeks.