“…While this reduction in explained variance from the original model to the adjusted model may be interpreted as bad thing, we posit that the revised model provides a more realistic estimation of the influence of stress on departure considerations, providing space for other constructs to be added to more sophisticated models of early departure in the future, rather than trying to explain early departure solely through the lens of stress. Indeed, through theory and literature on doctoral education, although chronic stress in graduate school is significant and meaningful, we know from the literature that many other constructs significantly impact considerations to depart or remain in engineering graduate study, including advisor and peer relationships, non-academic events, gender and race-based discrimination, costs, and employment opportunities (Artiles & Matusovich, 2020;Bahnson et al, 2022;Berdanier et al, 2020;Lott et al, 2009;Sallai et al, 2023;Zerbe et al, 2023). Further, most studies of stress in doctoral programs focus on academic stress (e.g., Cornér et al, 2017;Cornwall et al, 2019;Pyhältö et al, 2012), or a systems-level understanding of stress related to career attainment after graduate school (e.g., Bekkouche et al, 2022), instead of also capturing pressures from life outside of the academy.…”