BackgroundIn developing nations, the phenomenon of adolescent fatherhood poses significant challenges, including increased risk of poverty, limited educational opportunities, and potential negative health outcomes for both the young fathers and their children. However, an overwhelming majority of research has concentrated on teenage motherhood. Adolescent fatherhood in poor nations has been the subject of little research. Few public health initiatives address adolescent fatherhood, in contrast to adolescent motherhood. Although there is currently more being done in industrialized nations to recognize adolescent fatherhood in clinical settings and the academic community. Undeveloped nations such as East Africa still have more problems that need to be resolved. Therefore, this study aimed to investigate the prevalence of and factors contributing to adolescent fatherhood in East Africa.MethodsData from the Demographic and Health Surveys (DHS), collected between 2011 and 2022 in 12 East African nations, were used in this analysis. For a weighted sample of 36,316 male adolescents aged 15–24 years, we examined variables, as well as the prevalence of adolescent fatherhood. Univariate and multivariable logistic regression analyses were performed to identify candidate factors and significant explanatory variables associated with the outcome variable. The results are presented using adjusted odds ratios (AORs) at 95% confidence intervals (CIs). P values of ≤ 0.2 and < 0.05 were used to investigate statistically significant factors in the univariate and multivariable logistic regression analyses, respectively.ResultsThe overall prevalence of adolescent fatherhood was 11.15% (95% CI = 10.83,11.48) in East Africa. Age at first sex 20–24 years (AOR = 0.44, 95% CI:0.41,0.48), age–20–24 years old (AOR = 17.03,95% CI = 15.01,19.33), secondary/higher education (AOR = 0.57, 95% CI = 0.49,0.67), poor wealth (AOR = 2.27, 95% CI = 2.05,2.52), middle wealth (AOR = 1.70, 95% CI = 1.51,1.90), employed (AOR = 3.92, 95% CI = 3.40,4.54), utilized modern contraceptives (AOR = 0.75, 95% CI = 0.69,0.81), and female household heads (AOR = 0.43, 95% CI = 0.39,0.48) were associated with adolescent fatherhood.ConclusionsAdolescent fatherhood is more prevalent, in East Africa. These findings highlight the complexity of adolescent fatherhood and suggest that multiple factors, including socio-demographic characteristics and reproductive health behaviors, play a role in determining the likelihood of becoming an adolescent father. Understanding these associations can inform targeted interventions and policies aimed at reducing adolescent fatherhood rates and addressing the specific needs and challenges faced by young fathers in East Africa. Further research and interventions should focus on promoting education, economic opportunities, and access to modern contraceptives, while also addressing gender dynamics and social norms that contribute to adolescent fatherhood in the region.