Coursework, internship, project, or research experience in construction management, engineering, procurement, sourcing, quantity surveying, cost estimation, or project management.
Experience with cost analysis, benchmarking, market research, should-cost modeling, or procurement analytics.
Familiarity with construction projects, facilities systems, capital equipment, tool installation, or industrial infrastructure environments.
Experience applying AI, automation, data analytics, or digital technologies to improve business processes and decision-making.
Demonstrated leadership through academic projects, student organizations, internships, work experience, or community involvement.