Family planning is a key strategy in the control of fertility among women. This study sought to determine various factors that influence modern family planning use in Nigeria. The study used data from Nigeria Demographic and Health Survey (NDHS) 2013. Analysis was carried out using Stata version 12.1. Multivariate logistic regression was used to determine association between various factors and use of modern family planning methods. A total of 119,386 women aged 15-49 years participated in the study. The mean age of respondents was 35.9 ± 8.1 years. Overall, contraceptive prevalence rate of modern methods was 10.3%. The highest proportion of use was 26.7% in the South West, while the lowest was 2.7% in the North West. Predictors of modern family planning use were higher education (OR=4.49, 95% CI: 4.10-4.92), richest wealth quintile (OR=3.71 CI: 3.29-4.19), being from South West (OR=3.42, 95% CI: 3.15-3.70), age 25-49 years (OR=1.55, 95% CI: 1.42-1.69) and urban residence (OR=1.08, 95% CI: 1.03-1.13) (p<0.001). The highest predictors of modern contraceptive use were education and wealth index. These indices were poorest in North Western Nigeria. Measures should be taken to improve female literacy and employment as these will most likely improve uptake of modern contraceptives among women in Nigeria