Prashnna Ghimire

Prashnna Ghimire

PhD Candidate

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About Me

Ph.D. Candidate | AEC, AI Professional | Architect

I specialize in leveraging advanced cutting-edge technologies such as Artificial Intelligence, especially Generative AI & Multimodal AI, Machine Learning, and BIM/VDC to transform the built environment practices. With over six years of research experience, more than six years of industry experience both in the U.S. and overseas, and seven semesters of teaching experience, I bring a unique blend of academic rigor, industry expertise, and scientific insight to the AEC domain.

I am passionate about interdisciplinary research, leveraging integrated data intelligence for next-generation built environments. Specifically, I operate at the intersections of Artificial Intelligence; Business Intelligence; Mixed Methods; Advanced Statistical Modeling with
Construction- Engineering, Management, & Business ; Human-AI Collaboration ; Industralized Construction ; Resiliency ; Disasters.

Education

University of Nebraska-Lincoln Logo
Ph.D. in Engineering, Construction Engineering & Management
University of Nebraska-Lincoln, NE, USA, 2025
University of Nebraska-Lincoln Logo
Graduate Certificate Degree in Mixed Methods Research
University of Nebraska-Lincoln, NE, USA, 2023
University of Nebraska-Lincoln Logo
Graduate Certificate Degree in Business Analytics
University of Nebraska-Lincoln, NE, USA, 2022
University of Nebraska-Lincoln Logo
Masters in Building Construction
Auburn University, AL, USA, 2018
University of Nebraska-Lincoln Logo

Bachelors in Architecture
Tribhuvan University-IOE Pulchowk, Nepal, 2014

 

Explore more of my research on Google Scholar .

Selected Publications

Buildings Journal Cover

Ghimire, P., Kim, K., & Acharya, M. (2024). Opportunities and Challenges of Generative AI in Construction Industry: Focusing on Adoption of Text-Based Models. Buildings, 14(1), 220.

arXiv Journal Cover

Ghimire, P., Kim, K., & Acharya, M. (2023). Generative AI in the construction industry: Opportunities & challenges. arXiv preprint arXiv:2310.04427.

SSRN Journal Cover

Kim, K., Huang, P., Ivashchenko, M., Ghimire, P., & Huang, Pei-Chi (2024). Context-Aware and Adaptive Task Planning for Autonomous Construction Robots Through LLM-Robot Communication. SSRN.

JIEE Journal Cover

Pokharel, S., & Ghimire, P. (2023). Data-driven Machine Learning Models for Accurate Prediction of Energy Consumption in a Low-energy House: A comparative study of XGBoost, Random Forest, Decision Tree, and Support Vector Machine. Journal of Innovations in Engineering Education, 6(1), 12-20.

Conference Proceedings Cover

Ghimire, P., Pokharel, S., Kim, K., & Barutha, P. (2023). Machine Learning-based Prediction Models for Budget Forecast in Capital Construction. Proceedings of the 2023 International Conference on Construction, Energy, Environment and Sustainability, Funchal, Portugal.

JBE Journal Cover

Paneru, S., Ghimire, P., Kandel, A., Kafle, S., & Rauch, C. (2024). Embodied residential building carbon emissions reduction in Nepal using linear optimization modeling. Journal of Building Engineering, 108531.

Architecture Journal Cover

Ghimire, P., Paneru, S., Pokharel, S., Kandel, A., Ehlert, R., & Burke, K. (2024). Multi-Objective Framework for Resilient Post-Disaster Self-Built Residential Buildings. Architecture, 4(4), 1047-1070.

MDPI Buildings Journal Cover

Paneru, S., Ghimire, P., Kandel, A., Thapa, S., Koirala, N., & Karki, M. (2023). An Exploratory Investigation of Implementation of Building Information Modeling in Nepalese Architecture–Engineering–Construction Industry. MDPI Buildings, 13(2), 552.

CIB Proceedings Cover

Kim, J., Liu, J., & Ghimire, P. (2019). The Categorization of Virtual Design and Construction Services. Proceedings of the 2019 International Council for Research and Innovation in Building and Construction – CIB World Building Congress, Hong Kong, China.

Journal of Construction Engineering and Management Cover

Kim, S., Ghimire, P., Jeong, H. D., & Barutha, P. (2024). Comparative Analysis of Project Risks across Construction Sectors. Journal of Construction Engineering and Management, 150(6), 04024038.

Journal of Management in Engineering Cover

Kim, S., Ghimire, P., Barutha, P., & Jeong, H. D. (2024). Risk-Based Decision-Making Framework for Implementation of Collaboration and Integration Strategies. Journal of Management in Engineering, 40(5), 04024041.

Construction Economics and Building Cover

Wood, X., Ghimire, P., Kim, S., Barutha, P., & Jeong, H. D. (2024). Framework for Evaluating the Success of Integrated Project Delivery in the Industrial Construction Sector: A Mixed Methods Approach & Machine Learning Application. Construction Economics and Building, 24(1/2).

Preprints Cover

Ghimire, P., Paneru, S., Pokharel, S., Kandel, A., Ehlert, R., & Burke, K. (2023). A Framework for Resilient Post-Disaster Self-Built House: A Case Study of Gabions House in Gorkha, Nepal. Preprints.org.

ISARC Proceedings Cover

Oyediran, H., Ghimire, P., Peavy, M., Kim, K., & Barutha, P. (2021). Robotics Applicability for Routine Operator Tasks in Nuclear Power Plants Facilities. Proceedings of 2021 International Symposium on Automation and Robotics in Construction, Dubai, UAE.


Funded Research Report

CII Logo

Barutha, P., Jeong, H. D., Ghimire, P., Kim, S., Cook, R., & Wood-Aliberch, X. (2023). Implementation Guide to Industrial Integrated Project Delivery (I2PD) (Report No. FR-383). Construction Industry Institute (CII).


Ph.D. Research Area

Generative AI in Construction

Generative AI Application in Construction
My Ph.D. research focuses on leveraging Generative AI, particularly Large Language Models (LLMs), to transform pre-construction workflows through RAG, modular LLM framework, CoT reasoning, and fine-tuning.


Externally Funded Research Projects

CII Logo

Project:  Implementation Guide to Industrial Integrated Project Delivery (I2PD)

  • Funding Agency: Construction Industry Institute (CII) 
  • Roles: Led weekly team meetings, data collection via industry survey, industry outreach, interviews with industry experts, industry experts’ workshops, presentations at annual conferences, data analysis, I2PD tool development, CI tool development, report writing, and manuscript writing
NDoT Logo

Project:   Accelerated Bridge Construction (ABC) Decision Tool

  • Funding Agency: Nebraska Department of Transportation (NDoT)
  • Roles: Data analysis
OSHA Logo

Project:  Personal Protective Equipment (PPE) Training

  • Funding Agency:  Occupational Safety and Health Administration (OSHA)
  • Roles: Led training material development, website development, trainers and trainees recruitment in six states- NE, CO, SD, IA, MO, KS, database management, industry outreach and advertisement, data analysis, and quarterly report writing 

Industry Experience

MCL Construction Logo

Artificial Intelligence Engineer - MCL Construction | Omaha, NE, USA

August 2024 - Current
Roles: Providing research and development on AI strategies that provide measurable return on investment for the organization. Seamlessly integrating AI technologies into various systems, processes, and applications within the organization. Leveraging AI technologies to drive innovation, efficiency, and competitiveness within the organization.
Projects
  • Research and development for Azure-based ML deployment ecosystem within organization
  • Generative AI framework & workflow development for pre-construction decisions
  • Organization-wide Data Mining & Centralization
  • AI integration on horizontal and vertical layers within organization
The Pike Company Logo

BIM Manager - The Pike Company | Rochester, NY, USA

1 Year 4 Months (Jan 2019 - April 2020)
Roles: Conducting BIM Coordination Meetings, Preparing and Monitoring BIM Budgets and Schedules, Developing and Implementing BIM Execution Plan (BEP) & BIM Workflow, Providing BIM Training, Oversee Company-wide BIM Software, and VDC Technology Works, Quality Control, Scan to BIM.
Projects
  • Canandaigua VA Medical Center, Canandaigua, New York, USA
  • St. Ann's Renovation, Rochester, New York, USA
  • Buffalo Niagara International Airport Terminal, New York, USA
  • G&C Foods, Syracuse, New York, USA
  • Walmart, Thomasville, Georgia, USA
  • Asheville Regional Airport Runway, North Carolina, USA
PIN Logo

Senior Engineer - Nepal Mission, People in Need (PIN) | Prague, Czech Republic

1 Year (April 2016 - April 2017)
Roles: Design developments re-using demolished building materials, 4D Simulation, BIM Coordination, Bidding & Procurement, Bidding & Contract Administration, Engineering Team Coordination & Supervision, Lean Implementation, Safety Management, and Report Writing.
Projects
  • DFID (Department for International Development, UK) Project: Post Disaster Recovery Program - 125 km trail and 15 Public Buildings
  • IOM (International Organization for Migration, UN) Project: 2 Community Buildings
  • ECHO (European Commission) Project: Trail Development
  • SOS & Czech Radio Project: Community-driven Infrastructure - 4 Earthquake Resilient Community Buildings, Water Supply & Irrigation
PIN Logo

Coordinating Engineer - Nepal Mission, People in Need (PIN) | Prague, Czech Republic

1 Year (May 2015 - April 2016)
Roles: Design, 3D Modeling, 4D Simulation, Scheduling, Estimation, Project Team Coordination & Supervision, Constructability Analysis, Risk Analysis.
Projects
  • Gabion House Building Construction Technology: Design and Structural Analysis of Gabion House Model for National Building Code (for the first time in Nepal)
  • DFID Project: 3 Temporary and 2 Permanent Model Building Structures (with Vernacular Building Material)
G.Tec Logo

Assistant Construction Manager - G.Tech. Construction & Engineering | Kathmandu, Nepal

8 Months (October 2014 - May 2015)
Roles: 3D Model Coordination, Estimation, Coordination with Subs, Quality Control, Assisting in RFI’s, Change Orders, and Submittals, Document Control.
Projects
  • Satdobato Healthcare Building
G.Tec Logo

Site Supervisor (Part-time) - G.Tech. Construction & Engineering | Kathmandu, Nepal

1 Year 5 Months (May 2013 - September 2014)
Roles: Onsite Coordination, Monitoring Progress, Daily Plan & Report, Survey, Project Layout, Material Management.
Projects
  • Gwarko Commercial Building
  • Lalitpur Elementary School
A-Not Architecture Logo

Architect Intern - A-Not Architecture N Architects | Lalitpur, Nepal

6 Months (October 2012 - March 2013)
Roles: Architectural Design, 3D Modeling (Sketch Up), Drafting Construction Drawing (AutoCAD), Structural Drawing, Estimation.
Projects
  • Anju Residential Building
  • Jhapa Commercial Building
  • Jagannath School
Freelancing Logo

Additional Projects as Freelancing Design Architect

Projects
  • Rainaskot Village Redevelopment, Lamjung, Nepal: First Model Village Reconstruction after 2015 Earthquakes, 15 Residential Buildings Design and Construction Supervision
  • Three Residential Buildings in Kathmandu, One K12 School in Gorkha

Teaching Experience

CNST 225 BIM

CNST 225: Building Information Modeling (BIM)

  • School: University of Nebraska-Lincoln
  • Semesters: Fall 2021, Spring 2021
  • Total Students: 92
CONE 221 Surveying

CONE 221: Construction Surveying

  • School: University of Nebraska-Lincoln
  • Semesters: Summer 2021, Fall 2020
  • Total Students: 75
BSCI 3440 Structures

BSCI 3440: Structures of Buildings II

  • School: Auburn University
  • Semester: Summer 2018
  • Total Students: 8
BSCI 4700 Mechanical Systems

BSCI 4700: Mechanical Systems in Buildings

  • School: Auburn University
  • Semester: Spring 2018
  • Total Students: 48
BSCI 2200 Construction Documents

BSCI 2200: Construction Documents

  • School: Auburn University
  • Semester: Fall 2017
  • Total Students: 65

Honors & Awards

Honors and Awards
  • Outstanding Ph.D. Student 2024, Durham School of Architectural Engineering & Construction, University of Nebraska-Lincoln, 2024
  • Sigma Lambda Chi International Construction Honor Society Member, Outstanding Student Recognition, University of Nebraska-Lincoln, 2021
  • National Earthquake Resilient Housing Design Competition Winner, Nepal Government, UNDP (United Nations Development Program) and NEA (Nepal Engineers’ Association), 2015
  • Institute of Engineering Scholarship, Top 10 Student of Bachelors in Architecture Program, Tribhuvan University, 2009-2014
  • Outstanding High School Student, Mahatma Gandhi Scholarship, Embassy of India, 2006/2007
  • Chitra Bahadur Maankumari Sikshya Puraskar for Class Topper, Laxmi Secondary School, Grade I to Grade X, 1996-2006

Journal Reviewer

ASCE- Journal of Construction Engineering and Management

ASCE- Journal of Construction Engineering and Management (JCEM)

ASCE- Journal of Management in Engineering

ASCE- Journal of Management in Engineering (JME)

Springer Nature- Artificial Intelligence Review

Springer Nature- Artificial Intelligence Review (AIR)

Journal of Asian Architecture and Building Engineering

Taylor & Francis- Journal of Asian Architecture and Building Engineering (JAABE)

Construction Economics and Building

Construction Economics and Building (CEB)

Presentations

Media Coverage

The Himalayan Times

Op-ed: Digital transformation in construction: Choice or necessity?

Deshsanchar

Op-ed: Reducing residential carbon emissions: An opportunity for Nepal

Deshsanchar

Op-ed: Hard hat equity: Dilemma or opportunity

Deshsanchar

Op-ed: Mountain homes: Gabions or rammed earth?

EEC

Entrepreneur’s Education Collaborative (EEC) Series:Business Applications for AI

YouTube Podcast

YouTube Podcast: Uncovering the Gaps-AEC Education, BIM, & AI in Construction

YouTube Video

YouTube Document: Kerauja, Gorkha Nepal: Proposed Home for Gabion House- An Earthquake Resilient Building Solution

CII Annual Conference

CII Annual Conference: Implementation of I2PD

CII Webinar

CII Webinar: I2PD – A Means to Plan and Execute Capital Projects as Part of COVID-19 Economic Response

Lean Construction Blog

Coverage Article:The Common Origins of Lean Construction, Advanced Work Packaging and Project Production Institute

Hurricane Harvey Relief Effort

Hurricane Harvey Relief: Auburn University Student Volunteer

Rebuilding Rainaskot

Earthquake Resilient Model Village: Rebuilding Rainaskot

Designed with by Xiaoying Riley