“…If the intent is to measure leader or leadership identity development for research purposes, then precise measurement is critical and likely to involve true longitudinal research via three or more waves of data, outcome tracking over time, and practical time metrics (Day, 2011). While leader identity as a proximal outcome of leadership development (Diaz et al., 2022) is good news for leadership educators, the bad news is that leader identity tends to develop over time in nonlinear fashions (Day & Sin, 2011). When diagnosing development in leader or leadership identity over time is the desired goal, it will be important to select longitudinal methods and appropriate associated analytic techniques (e.g., latent change score modeling) that account for nonlinear growth trajectories.…”