JDS Journal of Data Science 1683-86021680-743X1680-743X School of Statistics, Renmin University of China JDS233EDI 10.6339/25-JDS233EDI Editorial Editorial: 2024 WNAR/IMS/Graybill Annual Meeting ZhouTianjiantianjian.zhou@colostate.edu1∗ WiensBrian2 WangTianying1 Department of Statistics, Colorado State University, USA Rivus Pharmaceuticals, USA Corresponding author. Email: tianjian.zhou@colostate.edu. 20252562025233451453 2025 The Author(s). Published by the School of Statistics and the Center for Applied Statistics, Renmin University of China.2025 Open access article under the CC BY license. References Chen M, Nguyen TT, Liu J (2025). High-dimensional confounding in causal mediation: A comparison study of double machine learning and regularized partial correlation network. Journal of Data Science, 23(3): 521–541. https://doi.org/10.6339/25-JDS1169 Ghosh I, Zheng Q, Egger M, Kong M (2025). Estimating healthcare expenditure using parametric change point models. Journal of Data Science, 23(3): 560–574. https://doi.org/10.6339/24-JDS1157 Jin Y, Leroux A (2025). Comparing estimators of discriminative performance of time-to-event models. Journal of Data Science, 23(3): 470–490. https://doi.org/10.6339/25-JDS1163 Pollock CP, Hoegh A, Irvine KM, de Wit LA, Reichert BE (2025). Estimating disease prevalence from preferentially sampled, pooled data. Journal of Data Science, 23(3): 542–559. https://doi.org/10.6339/25-JDS1191 Shan G (2025). Restricted mean survival time for a randomized study with survival outcome. Journal of Data Science, 23(3): 491–498. https://doi.org/10.6339/25-JDS1177 Wang R, Dai R, Huang Y, Neuhouser M, Lampe J, Raftery D, et al. (2025a). Variable selection with FDR control for noisy data–an application to screening metabolites that are associated with breast and colorectal cancer. Journal of Data Science, 23(3): 499–520. https://doi.org/10.6339/25-JDS1166 Wang T, Liu J, Wu A (2025b). Bibliographical connections for semiparametric analysis in case-control studies on gene-environment interactions. Journal of Data Science, 23(3): 454–469. https://doi.org/10.6339/24-JDS1155