This is the first paper in a series of two that synthesizes, compares, and extends methods for causal inference with longitudinal panel data in a structural equation modeling (SEM) framework. Starting with a cross-lagged approach, this paper builds a general cross-lagged panel model (GCLM) with...

This article compares a general cross-lagged model (GCLM) to other panel data methods based on their coherence with a causal logic and pragmatic concerns regarding modeled dynamics and hypothesis testing. We examine three “static” models that do not incorporate temporal dynamics: random- and...

Some theories suggest that women anticipate negative consequences (i.e., backlash) for counter-stereotypical actions and take steps to avoid those consequences. We propose that women may expect gender-based backlash for voicing, or contributing ideas that challenge the status quo, and thus...