Background: Early-onset neonatal sepsis is a great managerial challenge worldwide. Studying the risk factors of early-onset neonatal sepsis is one of the most significant ways of reducing the incidence of sepsis and the associated health burden.Methods: A literature search strategy was constructed, including PubMed, EMBASE, Web of Science, and the Cochrane Library. All publications until April 30, 2021 were retrieved; the key words were “neonatal sepsis” and “risk factors.” Moreover, the references of the retrieved articles were screened to identify related eligible studies. Data abstraction was performed in accordance with PRISMA guidelines. The Newcastle-Ottawa Scale and Agency for Healthcare Research and Quality scale scores were used to evaluate the quality of the included studies, and the fixed-effects model was used to combine the results. Risk factors related to the occurrence of early-onset neonatal sepsis, the pooled OR, and the 95% CI upper and lower limits were obtained to represent the correlation strength between risk factors and early-onset neonatal sepsis occurrence; the pooled I2 value was used to determine the heterogeneity of the combined results.Results: We included 21 articles with 44 non-repetitive risk factors, 91985 neonates, and 6627 cases of neonatal sepsis. We identified seven independent risk factors of early-onset neonatal sepsis, including at least three per vaginal examinations during labor and delivery, chorioamnionitis, premature rupture of membranes > 18 h, male fetus, gestational age < 37 weeks, neonatal resuscitation, and central venous catheterization, with the following ORs and 95% CIs: 7.18 (3.51-14.69), 6.56 (3.19-13.49), 2.74 (1.44-5.21), 3.03 (1.94-4.73), 4.08 (2.76-6.03), 2.6 (2.03-3.34), and 3.06 (1.64-5.73), respectively.Conclusions: Our results suggest that frequent per vaginal examination during labor and delivery, chorioamnionitis, premature rupture of membranes (> 18 h), male fetus, gestational age (< 37 weeks), neonatal resuscitation, and central vascular catheterization are independent risk factors of early-onset neonatal sepsis. These findings support the use of empirical antibiotic therapy in neonates with these risk factors.