“…Many ecological risk assessments culminate in the analysis of population-level impacts. Input needed to support modelbased predictions of population status has historically included measured effects of chemical and nonchemical stressors on survival, development, and reproduction in individual organisms under controlled conditions (Barnthouse et al, 2008;Caswell, 2001;Forbes et al, 2016;Grimm & Thorbek, 2014;Hanson & Stark, 2012;Miller & Ankley, 2004;Miller et al, 2013Miller et al, , 2015Miller et al, , 2020Miller et al, , 2022Raimondo et al, 2018;Spromberg & Meador, 2005). Recent improvements in the ability to rapidly measure stressor-induced biochemical and molecular alterations in biological systems, as well as developments in bioinformatics and pathway-based predictive approaches to understand the toxicological consequences of these perturbations, have provided additional types of data for population modeling (Ankley et al, 2010).…”