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Avila, J, Rapp, R, Dunbar, S and Jackson, A T (2021) Burnout and Worklife in Disaster Restoration: Maslach Burnout Inventory and Areas of Worklife Survey. Journal of Construction Engineering and Management, 147(02).

Chen, S, Tian, Y, Jin, L and Xiang, L (2021) Estimating the Frequency of Exposure to Uncertain Hazards: Impact of Wind Conditions on Concrete Dam Construction. Journal of Construction Engineering and Management, 147(02).

Choi, C, Ryu, K R and Shahandashti, M (2021) Predicting City-Level Construction Cost Index Using Linear Forecasting Models. Journal of Construction Engineering and Management, 147(02).

Correia, J M F, de Oliveira Neto, G C, Leite, R R and da Silva, D (2021) Plan to Overcome Barriers to Reverse Logistics in Construction and Demolition Waste: Survey of the Construction Industry. Journal of Construction Engineering and Management, 147(02).

Gao, X, Pishdad-Bozorgi, P, Shelden, D R and Tang, S (2021) Internet of Things Enabled Data Acquisition Framework for Smart Building Applications. Journal of Construction Engineering and Management, 147(02).

Gunduz, M and Elsherbeny, H A (2021) Critical Assessment of Contract Administration Using Multidimensional Fuzzy Logic Approach. Journal of Construction Engineering and Management, 147(02).

He, Q, Wang, T, Chan, A P C and Xu, J (2021) Developing a List of Key Performance Indictors for Benchmarking the Success of Construction Megaprojects. Journal of Construction Engineering and Management, 147(02).

He, X, Liu, R and Anumba, C J (2021) Data-Driven Insights on the Knowledge Gaps of Conceptual Cost Estimation Modeling. Journal of Construction Engineering and Management, 147(02).

  • Type: Journal Article
  • Keywords: Data mining process; Conceptual cost estimation; Data preparation; Model evaluation; Data quality;
  • ISBN/ISSN: 0733-9364
  • URL: https://doi.org/10.1061/(ASCE)CO.1943-7862.0001963
  • Abstract:
    Although data modeling methods for conceptual cost estimation are proven to be effective in academia, they are not adopted by construction practitioners as expected. To understand this fact and find solutions to the challenge of implementing modeling methods, a review of the modeling process is needed. Fifty-one most relevant studies were filtered out from the Web of Science and ASCE. Referencing two established data mining frameworks, namely, CRISP-DM and KDD, this paper identifies the key tasks of implementing conceptual cost estimation models. The results of reviewing key tasks show that the literature did not provide sufficient solutions to data preparation and model evaluation. Critical judgments on the accomplishment and deficiencies of the current conceptual cost estimation studies, from the perspective of data modeling process for the first time, is the main contribution of this paper. Other contributions include the elaboration of the body of knowledge to guide practitioners to implement advanced cost estimation, as well as recommendations on future studies of improving data quality and integration with data management systems to achieve the data models’ best capacity.

Kaminsky, J (2021) Who Are We Talking To? Situating Construction Engineering and Management Knowledge. Journal of Construction Engineering and Management, 147(02).

Kong, F and Dou, D (2021) Resource-Constrained Project Scheduling Problem under Multiple Time Constraints. Journal of Construction Engineering and Management, 147(02).

Labib, Y N, Lotfallah, W B, Hanna, A S and Boulos, N W (2021) Development and Application of Performance Index for Comparative Assessment of Public Capital Projects. Journal of Construction Engineering and Management, 147(02).

Li, G, Chen, C, Martek, I, Ao, Y and Dai, J (2021) Bid or No-Bid Decision Model for International Construction Projects: Evidential Reasoning Approach. Journal of Construction Engineering and Management, 147(02).

O’Connor, J T and Koo, H J (2021) Proactive Design Quality Assessment Tool for Building Projects. Journal of Construction Engineering and Management, 147(02).

Panwar, A and Jha, K N (2021) Integrating Quality and Safety in Construction Scheduling Time-Cost Trade-Off Model. Journal of Construction Engineering and Management, 147(02).

Ryu, J, Diraneyya, M M, Haas, C T and Abdel-Rahman, E (2021) Analysis of the Limits of Automated Rule-Based Ergonomic Assessment in Bricklaying. Journal of Construction Engineering and Management, 147(02).

Srijaroen, C, Hoy, M, Horpibulsuk, S, Rachan, R and Arulrajah, A (2021) Soil–Cement Screw Pile: Alternative Pile for Low- and Medium-Rise Buildings in Soft Bangkok Clay. Journal of Construction Engineering and Management, 147(02).

Wang, B, Cui, Q and Zhang, S (2021) Noncompete Provision Design for Transportation PPP Projects. Journal of Construction Engineering and Management, 147(02).

Zhang, L, Fu, Y and Lu, W (2021) Contract Enforcement for Claimants’ Satisfaction with Construction Dispute Resolution: Moderating Role of Shadow of the Future, Fairness Perception, and Trust. Journal of Construction Engineering and Management, 147(02).

Zhu, F, Hu, H, Xu, F and Tang, N (2021) Predicting the Impact of Country-Related Risks on Cost Overrun for Overseas Infrastructure Projects. Journal of Construction Engineering and Management, 147(02).