“…These analyses included structural equation modeling (McNamara, 2023), machine learning (van Lissa, 2023), and even multiverse analyses (Hanel & Zarzeczna, 2023;Krypotos et al, 2023). 1 Second, many teams presented more nuanced interpretations of the primary effect based on sub-group analyses or multivariate approaches (e.g., Atkinson et al, 2023;Murphy & Martinez, 2023;Pearson et al, 2023;Smith, 2023;Vogel et al, 2023) which helped determine the conditions under which the hypothesized relation occurred. Third, some teams raised concerns about measurement invariance in the data themselves (e.g., Ross et al, 2023;Schreiner et al, 2023).…”