The human sex ratio at birth (SRB) is defined as the ratio between the number of 11 newborn boys to the total number of newborns per time unit. It is, typically, slightly greater than 1 2 12 (more boys than girls) and fluctuates over time. In this study, we sought to "myth-check" previously 13 reported associations (and test new hypotheses) using variants of mixed-effect regression analyses 14 and time-series models on two very large electronic health record datasets, representing the 15 populations in the United States and Sweden, respectively. Our results revealed that neither 16 dataset supported models in which the SRB changed seasonally or in response to variations in 17 ambient temperature, and that an increased level of a diverse array of pollutants were associated 18 with lower SRBs. Moreover, we found that increased levels of industrial and agricultural activity, 19 which served as proxies for water pollution, were also associated with lower SRBs. 20 21 42 215 We are grateful to E. Gannon and M. Rzhetsky for comments on earlier versions of this manuscript. References 221 Benjamini Y, Yekutieli D, et al. The control of the false discovery rate in multiple testing under dependency. The 222 annals of statistics. 2001; 29(4):1165-1188. 223 Box GE, Jenkins GM, Reinsel GC, Ljung GM. Time series analysis: forecasting and control. John Wiley & Sons; 224 2015. 225 Breusch TS. Testing for autocorrelation in dynamic linear models. Australian Economic Papers. 1978; 17(31):334-226 355. 227 Brodersen KH, Gallusser F, Koehler J, Remy N, Scott SL, et al. Inferring causal impact using Bayesian structural 228 time-series models. The Annals of Applied Statistics. 2015; 9(1):247-274. 229 Bruckner TA, Catalano R. Selection in utero and population health: theory and typology of research. SSM-230 population health. 2018; 5:101-113. 231 Bürkner PC. brms: An R package for Bayesian multilevel models using STAN. Journal of Statistical Software. 232 2017; 80(1):1-28. 233 Catalano R, Bruckner T, Smith KR. Ambient temperature predicts sex ratios and male longevity.