Streams and rivers are important sources of nitrous oxide (N 2 O), a powerful greenhouse gas. Estimating global riverine N 2 O emissions is critical for the assessment of anthropogenic N 2 O emission inventories. The indirect N 2 O emission factor (EF 5r ) model, one of the bottom-up approaches, adopts a fixed EF 5r value to estimate riverine N 2 O emissions based on IPCC methodology. However, the estimates have considerable uncertainty due to the large spatiotemporal variations in EF 5r values. Factors regulating EF 5r are poorly understood at the global scale. Here, we combine 4-year in situ observations across rivers of different land use types in China, with a global metaanalysis over six continents, to explore the spatiotemporal variations and controls on EF 5r values. Our results show that the EF 5r values in China and other regions with high N loads are lower than those for regions with lower N loads. Although the global mean EF 5r value is comparable to the IPCC default value, the global EF 5r values are highly skewed with large variations, indicating that adopting region-specific EF 5r values rather than revising the fixed default value is more appropriate for the estimation of regional and global riverine N 2 O emissions. The ratio of dissolved organic carbon to nitrate (DOC/NO 3 − ) and NO 3 − concentration are identified as the dominant predictors of region-specific EF 5r values at both regional and global scales because stoichiometry and nutrients strictly regulate denitrification and N 2 O production efficiency in rivers. A multiple linear regression model using DOC/NO 3 − and NO 3 − is proposed to predict region-specific EF 5r values. The good fit of the model associated with easily obtained water quality variables allows its widespread application. This study fills a key knowledge gap in predicting region-specific EF 5r values at the global scale and provides a pathway to estimate global riverine N 2 O emissions more accurately based on IPCC methodology. K E Y W O R D S dissolved organic carbon, EF 5r , greenhouse gas, nitrogen cycle, nitrous oxide, river, urban rivers, water quality | 7271 WANG et al.