Minsoo BaekKENNESAW STATE UNIVERSITY

CONSTRUCTION MANAGEMENT · INFRASTRUCTURE · AI

Minsoo BaekPh.D.

Associate Professor & Director of RAISE Lab ↗

My research applies data analytics and artificial intelligence to construction and infrastructure decision-making, with a focus on cost, risk, resilience, and education.

Construction Management Department
Kennesaw State University · Marietta, Georgia

Portrait of Minsoo Baek
RESEARCH · TEACHING · PRACTICE

NEWS & UPDATES

News

2026

Award

ASC Region 2 Outstanding Educator Award

Received the Associated Schools of Construction Region 2 Outstanding Educator Award.

October 2025

Award

KSU Apex Award

Received the KSU Apex Award (Top Researcher Award) from Kennesaw State University.

April 2024

Award

Outstanding Early Career Faculty Award

Received the Outstanding Early Career Faculty Award from Kennesaw State University’s College of Architecture and Construction Management.

RESEARCH DIRECTIONS

Intelligence for the built environment

AI, digital environments, and infrastructure analytics across research and education.

01 / AI + ML

Explainable AI for construction decisions

Machine learning for bidding competition, cost estimation, and construction decision support.

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02 / GENERATIVE AI + LEARNING

Intelligent, immersive learning

Generative AI and role-responsive virtual reality for construction education and workforce development.

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03 / INFRASTRUCTURE + RESILIENCE

Data-informed infrastructure

Infrastructure asset management, maintenance decisions, and automated inspection technologies.

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04 / FORECASTING + SUSTAINABILITY

Predicting built-environment demand

Time-series and deep-learning approaches to university electricity demand and housing-market dynamics.

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RESEARCH IN PRACTICE

Selected funded projects

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01
PI

Collaborative Research: Generative Artificial Intelligence Integrated with Role-Responsive Virtual Reality for Construction Education

National Science Foundation (NSF), EDU Core Research (Award No. 2600289). $250,000.00. 10/01/2026 – 09/30/2029.

06
Co-PI

NCHRP 20-05/Topic 57-11A: Practices for Implementing Right-of-Way Engineering

National Academy of Sciences. $60,000.00. September 11, 2026 – August 24, 2027.

05
PI

Enhancing the GDOT's Maintenance Decision Trees Considering the Effectiveness of Various Treatment Options in Different Geographical Locations and Over Time

Georgia Department of Transportation (GDOT). $300,000.00. April 2022 – July 2024.

SCHOLARSHIP

Selected publications

All publications →
Journal article

Predicting Competitive Bidding Levels in Transportation Projects Using Explainable Machine Learning and Deep Learning Methods

Baek, M. & Nguyen, P. H. (2026).

Journal of Construction Engineering and Management, 152(12), 04026208.

DOI
Journal article

Interpretable Machine Learning for Classifying Expansion and Deceleration Regimes in the U.S

Baek, M. & Lee, J.-H. (2026).

Housing Market Using Construction Cost and Supply Indicators. Buildings, 16(15), 3000.

DOI
Journal article

Predictive Modeling of Low Bid Deviations in US Transportation Infrastructure Projects

Baek, M., & Lee, J. H. (2025).

Built Environment Project and Asset Management, 1–19.

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Journal article

Hybrid Forecasting of University Electricity Demand Using Time Series and Deep Learning

Baek, M. & Seo, Y. (2025).

Energy and Buildings, 347(Part B). ISSN 0378-7788.

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ABOUT

Research, education,
and the built environment.

I am an Associate Professor in the Construction Management Department at Kennesaw State University and Director of the Resilient Architecture and Infrastructure for a Sustainable Environment (RAISE) Lab.

I earned my Ph.D. in Building Construction from Georgia Tech, an M.S.E. in Civil Engineering from Purdue University, and a B.Eng. in Architectural Engineering from Yeungnam University.

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