“…Surface-level attributes describe basic demographic characteristics such as ethnicity, age, and education level, whereas deep-level attributes refer to underlying psychological characteristics such as personality, attitudes, cognitive ability, and values (Bell, 2007;Chatzi, 2022). Personality is a common personal attribute in team composition that influences behavior through trait expression (Schmidt et al, 2012), and has been shown to have a significant impact on team processes and outcomes (Dillion et al, 2021;Kichuk & Wiesner, 1997;Vinella et al, 2022). Personality has been described as enduring traits or patterns of thoughts, feelings, and behaviors that characterize and differentiate individuals from one another (John et al, 2008;Roberts & Mroczek, 2008).…”