1. Graduate Research Assistant, Dept. of Civil and Architectural Engineering and Construction Management, Univ. of Cincinnati, 765 Baldwin Hall, Cincinnati, OH 45221.
2. Assistant Professor, Dept. of Civil and Architectural Engineering and Construction Management, Univ. of Cincinnati, 765 Baldwin Hall, Cincinnati, OH 45221 (corresponding author).
3. Research Associate, Virginia Transportation Research Council, 530 Edgemont Rd., Charlottesville, VA 22903. ORCID: .