1. Director of Assessment, Engineering Education Research Center, Univ. of Pittsburgh, 3700 O’Hara St., Pittsburgh, PA 15261.
2. Civil Engineer, LaBella Associates, 300 State St., Suite 201, Rochester, NY 14614.
3. Managing Consultant, Engineering at Opinion Dynamics, 1000 Winter St., Waltham, MA 02451.
4. Professor and Presidential Faculty Fellow for Diversity, Inclusion and Access, Colorado School of Mines, Golden, CO 80401.
5. Associate Professor, School of Sustainable Engineering and the Built Environment, Arizona State Univ., 660 S. College Ave., Tempe, AZ 85287-3005. ORCID: .
6. Graduate Student, Dept. of Civil and Environmental Engineering, Univ. of Pittsburgh, 3700 O’Hara St., Pittsburgh, PA 15261.
7. Deputy Director, Dept. of Civil and Environmental Engineering, Mascaro Center for Sustainable Innovation, 3700 O’Hara St., 153 Benedum Hall, Pittsburgh, PA 15261; Associate Professor, Dept. of Civil and Environmental Engineering, Univ. of Pittsburgh, 3700 O’Hara St., Pittsburgh, PA 15261 (corresponding author).