Key takeaway: hybrid and nonhybrid users appear across a variety of roles, with no clear concentration of hybrid adoption within any specific job category. This suggests that the use of hybrid PMM is not driven by hierarchical position or job function but may instead reflect organizational norms, project type or contextual demands. The absence of strong role-based patterns supports the study’s finding that hybrid adoption is widespread and not limited to particular professional groups