Technical Papers
Nov 2, 2023

Modeling and Understanding Dispute Causation in the US Public–Private Partnership Projects

Publication: Journal of Infrastructure Systems
Volume 30, Issue 1

Abstract

The partnership between the public and private sectors has led to a new and innovative way of delivering infrastructure projects that is referred to as public–private partnership (PPP). There are various benefits associated with PPP delivery methods including risk sharing, access to private funding, innovation, and flexibility, among others. Despite the proved benefits, contract conflicts and disputes are very common in PPP projects. While previous research studies examined the risks and the potential causes of conflicts in PPP projects, little-to-no research efforts were directed to study and model the interconnectivities between the different causes of conflicts in PPP agreements. To this end, the aim of this paper is to fill the gap in knowledge by providing a deeper understanding of the causalities or relationships between the different factors that cause disputes in PPP projects in the United States. The authors used a comprehensive analytical approach that involved three primary steps. First, 37 PPP case studies of infrastructure and construction projects were collected and analyzed using manual content analysis. Second, social network analysis was conducted to study the interdependencies between the different causal factors leading to disputes in PPP in general and in relation to Execution, Investment and Operation, and Third-Party Claims, in particular. Third, association rule analysis was conducted to identify key associations between the different causal factors that may trigger the three different types of PPP disputes. The findings showed that the key causes of disputes in PPP projects are related to (1) legal and regulatory, (2) payment and financial, and (3) poor management. While Execution-related disputes were found to be caused by complex interactions of causal factors, dispute causation of Investment and Operation–related and Third-Party Claims–related disputes seemed to be less simplistic. As such, the outcomes of this paper highlighted the important aspects required to avoid dispute occurrence in PPP projects. Ultimately, this paper contributes to the body of knowledge by providing directions for scholars and practitioners toward the aspects and interdependencies that require optimization and/or thorough consideration to avoid dispute occurrence and subsequently ensure successful implementation of PPPs.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

All data, models, and code generated or used during the study appear in the published paper.

References

Abdul Nabi, M., and I. H. El-adaway. 2022. “Understanding disputes in modular construction projects: Key common causes and their associations.” J. Constr. Eng. Manage. 148 (1): 04021184. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002208.
Abdul Nabi, M., I. H. El-adaway, S. Fayek, C. Howell, and J. Gambatese. 2020. “Contractual guidelines for construction safety–related issues under design–build standard forms of contract.” J. Constr. Eng. Manage. 146 (7): 04020074. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001855.
Agrawal, R., T. Imieliński, and A. Swami. 1993. “Mining association rules between sets of items in large databases.” In Proc., 1993 ACM SIGMOD Int. Conf. on Management of Data, 207–216. New York: Association for Computing Machinery: Special Interest Group on Management of Data. https://doi.org/10.1145/170035.170072.
Ahatty, S., I. E. Ndekugri, E. Adaku, and O. T. Oladinrin. 2021. “Dispute resolution in public private partnership (PPP) infrastructure projects in Nigeria: Literature review.” Int. J. Eng. Res. Technol. 10 (9): 386–389.
Ahmed, M. O., and I. H. El-adaway. 2023. “Data-driven analysis of construction bidding stage–related causes of disputes.” J. Manage. Eng. 39 (5): 04023026. https://doi.org/10.1061/JMENEA.MEENG-5426.
Alcázar, L., M. A. Abdala, and M. M. Shirley. 2000. The Buenos Aires water concession. Washington, DC: World Bank.
Ali, G. G., R. Khalef, I. H. El-adaway, M. Eid, T. Kahle, C. Funke, M. Vaupel, and A. Nault. 2021. “Joint venture agreements for construction and professional services: Comparative contractual analysis and guidelines.” J. Manage. Eng. 37 (4): 04021039. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000940.
Aljassmi, H., S. Han, and S. Davis. 2014. “Project pathogens network: New approach to analyzing construction-defects-generation mechanisms.” J. Constr. Eng. Manage. 140 (1): 04013028. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000774.
ASCE. 2021. “Report Card for America’s Infrastructure.” Accessed November 16, 2021. https://infrastructurereportcard.org/wp-content/uploads/2020/12/National_IRC_2021-report.pdf.
Assaad, R., and I. H. El-adaway. 2020. “Enhancing the knowledge of construction business failure: A social network analysis approach.” J. Constr. Eng. Manage. 146 (6): 04020052. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001831.
Assaad, R., and I. H. El-adaway. 2021. “Determining critical combinations of safety fatality causes using spectral clustering and computational data mining algorithms.” J. Constr. Eng. Manage. 147 (5): 04021035. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002040.
Assaf, G., and R. H. Assaad. 2023. “Key decision-making factors influencing bundling strategies: Analysis of bundled infrastructure projects.” J. Infrastruct. Syst. 29 (2): 04023006. https://doi.org/10.1061/JITSE4.ISENG-2225.
Assah-Kissiedu, M., F. D. K. Fugar, and E. Badu. 2010. “Triggers of disputes within the Ghanaian construction industry.” In Vol. 18 of Proc., 5th Built Environment Conf., 20. Cape Town, South Africa: Association of Schools of Construction of South Africa.
Ayub, M., H. Toba, M. C. Wijanto, and S. Yong. 2017. “Modelling online assessment in management subjects through educational data mining.” In Proc., 2017 Int. Conf. on Data and Software Engineering (ICoDSE), 1–6. New York: IEEE.
Azarnoush, B., J. M. Bekki, B. L. Bernstein, and G. C. Runger. 2013. “An associative based approach to analyzing an online learning environment.” In Proc., 2013 ASEE Annual Conf. & Exposition, 23–154. Washington, DC: American Society for Engineering Education.
Bahaei, S. S., and B. Gallina. 2023. “Technical report on risk assessment of safety-critical socio-technical systems: A systematic literature review.” Accessed June 12, 2023. http://www.es.mdh.se/pdf_publications/6578.pdf.
Bayliss, K., D. Hall, and E. Lobina. 2001. Water privatization in Africa: Lessons from three case studies. London: Public Services International Research Unit.
Cakmak, E., and P. I. Cakmak. 2014. “An analysis of causes of disputes in the construction industry using analytical network process.” In Vol. 109 of Proc., 2nd World Conf. on Business, Economics and Management, 183–187. Vilnius, Lithuania: Acavent. https://doi.org/10.1016/j.sbspro.2013.12.441.
Caldwell, N. D., J. K. Roehrich, and A. C. Davies. 2009. “Procuring complex performance in construction: London Heathrow Terminal 5 and a Private Finance Initiative hospital.” J. Purchasing Supply Manage. 15 (3): 178–186. https://doi.org/10.1016/j.pursup.2009.05.006.
Carmichael, D. G., T. A. Nguyen, and X. Shen. 2019. “Single treatment of PPP road project options.” J. Constr. Eng. Manage. 145 (2): 04018122. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001591.
Casarin, A. A., J. A. Delfino, and M. E. Delfino. 2007. “Failures in water reform: Lessons from the Buenos Aires’s concession.” Util. Policy 15 (4): 234–247. https://doi.org/10.1016/j.jup.2007.02.004.
Chen, L., H. Shengjun, Y. Can, and C. Qun. 2020. “Analyzing factors that influence expressway traffic crashes based on association rules: Using the Shaoyang–Xinhuang section of the Shanghai–Kunming expressway as an example.” J. Transp. Eng. Part A: Syst. 146 (9): 05020007. https://doi.org/10.1061/JTEPBS.0000425.
Cherkos, F. D., K. N. Jha, and A. Singh. 2020. “Framework to select public–private partnership modalities.” J. Leg. Aff. Dispute Resolut. Eng. Constr. 12 (4): 04520034. https://doi.org/10.1061/(ASCE)LA.1943-4170.0000425.
Chew, A., and E. Kolivos. 2011. “Delivery of ICT systems for hospital PPPs in Australia.” Eur. Public Private Partnership Law Rev. 6 (4): 180–188.
Chou, J. S., and C. Lin. 2013. “Predicting disputes in public-private partnership projects: Classification and ensemble models.” J. Comput. Civ. Eng. 27 (1): 51–60. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000197.
Colverson, S., and O. Perera. 2012. Harnessing the power of public-private partnerships: The role of hybrid financing strategies in sustainable development. Winnipeg, MB, Canada: International Institute for Sustainable Development.
Creswell, J. W. 2009. Research design: Qualitative, quantitative, and mixed method approaches. Thousand Oaks, CA: SAGE.
Currie, D., and P. Teague. 2015. “Conflict management in public–private partnerships: The case of the London underground.” Negotiation J. 31 (3): 237–266. https://doi.org/10.1111/nejo.12093.
Dabak, P. 2014. “Public-private partnership: The answer to Nigeria’s development challenges.” J. Econ. Sustainable Dev. 5 (22): 143–147.
Dai, K., S. Li, J. In Kim, and M. Jae Suh. 2021. “Identifying characteristics of PPP projects for healthcare facilities for the elderly based on payment mechanisms in China.” J. Manage. Eng. 37 (6): 05021009. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000966.
Dolla, T., and B. Laishram. 2020. “Governance issues in PPP procurement options analysis of social infrastructure: Case of Indian waste management sector.” J. Infrastruct. Syst. 26 (4): 04020040. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000578.
Eteifa, S. O., and I. H. El-adaway. 2018. “Using social network analysis to model the interaction between root causes of fatalities in the construction industry.” J. Manage. Eng. 34 (1): 04017045. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000567.
Freeman, L. C. 1978. “Centrality in social networks conceptual clarification.” Social Networks 1 (3): 215–239. https://doi.org/10.1016/0378-8733(78)90021-7.
Giuffre, K. 2015. “Cultural production in networks.” In International encyclopedia of the social and behavioral sciences. Amsterdam, Netherlands: Elsevier.
Guevara, J., J. Salazar, and M. J. Garvin. 2020. “Social network analysis of road PPP equity markets in Canada, Chile, and the United States.” J. Manage. Eng. 36 (5): 04020058. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000830.
Hall, D., E. Lobina, and R. de la Motte. 2005. “Public resistance to privatisation in water and energy.” Dev. Pract. 15 (3–4): 286–301. https://doi.org/10.1080/09614520500076126.
Htet, T. Z. 2019. “Prediction of web usages using apriori algorithm.” Int. J. Res. 6 (3): 663–669.
Hummon, N. P., and P. Doreian. 1990. “Computational methods for social network analysis.” Social Networks 12 (4): 273–288. https://doi.org/10.1016/0378-8733(90)90011-W.
Ivanov, A. 2015. On the new approach to the risks’ identification in the projects of public-private partnership. St. Petersburg, Russia: St. Petersburg State Univ.
Khalef, R., and I. H. El-adaway. 2023. “Identifying design-build decision-making factors and providing future research guidelines: Social network and association rule analysis.” J. Constr. Eng. Manage. 149 (1): 04022151. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002431.
Kyngäs, H. 2020. “Inductive content analysis.” In The application of content analysis in nursing science research, 13–21. Cham, Switzerland: Springer.
Li, H., L. Lv, J. Zuo, L. Su, L. Wang, and C. Yuan. 2020. “Dynamic reputation incentive mechanism for urban water environment treatment PPP projects.” J. Constr. Eng. Manage. 146 (8): 04020088. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001879.
Liao, C. W., and Y. H. Perng. 2008. “Data mining for occupational injuries in the Taiwan construction industry.” Saf. Sci. 46 (7): 1091–1102. https://doi.org/10.1016/j.ssci.2007.04.007.
Liu, Q., G. Feng, N. Wang, and G. K. Tayi. 2018. “A multi-objective model for discovering high-quality knowledge based on data quality and prior knowledge.” Inf. Syst. Front. 20 (2): 401–416. https://doi.org/10.1007/s10796-016-9690-6.
Love, P., P. Davis, K. London, and T. Jasper. 2008. Causal modelling of construction disputes. Geelong, Australia: Deakin Univ.
Luo, Q., and D. Zhong. 2015. “Using social network analysis to explain communication characteristics of travel-related electronic word-of-mouth on social networking sites.” Tourism Manage. 46 (Feb): 274–282. https://doi.org/10.1016/j.tourman.2014.07.007.
Lv, J., M. Lin, W. Zhou, and M. Xu. 2021. “How PPP renegotiation behaviors evolve with traffic changes: Evolutionary game approach.” J. Constr. Eng. Manage. 147 (5): 04021032. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002024.
Mahalingam, A. 2010. “PPP experiences in Indian cities: Barriers, enablers, and the way forward.” J. Constr. Eng. Manage. 136 (4): 419–429. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000130.
Mirzaee, A. M., T. Pourrostam, J. Majrouhi Sardroud, M. R. Hosseini, P. Rahnamayiezekavat, and D. Edwards. 2022. “Dispute root causes and prevention in Iranian public-private partnership projects: A causal-predictive model.” In Engineering, construction and architectural management. Leeds, UK: Emerald. https://doi.org/10.1108/ECAM-02-2022-0108.
Navale, G. S., and S. N. Mali. 2019. “Lossless and robust privacy preservation of association rules in data sanitization.” Cluster Comput. 22 (Jan): 1415–1428. https://doi.org/10.1007/s10586-018-2176-1.
Neto, D. D., C. O. Cruz, F. Rodrigues, and P. Silva. 2020. “PPP development and governance in Latin America: Analysis of Brazilian State PPP units.” J. Infrastruct. Syst. 26 (2): 05020003. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000544.
Ng, S. T., Y. M. Wong, and J. M. Wong. 2010. “A structural equation model of feasibility evaluation and project success for public–private partnerships in Hong Kong.” IEEE Trans. Eng. Manage. 57 (2): 310–322. https://doi.org/10.1109/TEM.2009.2037142.
Nickson, A., and C. Vargas. 2002. “The limitations of water regulation: The failure of the Cochabamba concession in Bolivia.” Bull. Lat. Am. Res. 21 (1): 99–120. https://doi.org/10.1111/1470-9856.00034.
Okudan, O., and M. Çevikbaş. 2022. “Alternative dispute resolution selection framework to settle disputes in public–private partnership projects.” J. Constr. Eng. Manage. 148 (9): 04022086. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002351.
Osei-Kyei, R., and A. P. Chan. 2015. “Review of studies on the critical success factors for public–private partnership (PPP) projects from 1990 to 2013.” Int. J. Project Manage. 33 (6): 1335–1346. https://doi.org/10.1016/j.ijproman.2015.02.008.
Osei-Kyei, R., A. P. Chan, Y. Yu, C. Chen, and A. Dansoh. 2019. “Root causes of conflict and conflict resolution mechanisms in public-private partnerships: Comparative study between Ghana and China.” Cities 87 (Apr): 185–195. https://doi.org/10.1016/j.cities.2018.10.001.
Otte, E., and R. Rousseau. 2002. “Social network analysis: A powerful strategy, also for the information sciences.” J. Inf. Sci. 28 (6): 441–453. https://doi.org/10.1177/016555150202800601.
Owolabi, H. A., L. Oyedele, H. Alaka, O. J. Ebohon, S. Ajayi, O. Akinade, M. Bilal, and O. Olawale. 2018. “Public private partnerships (PPP) in the developing world: Mitigating financiers’ risks.” World J. Sci. Technol. Sustainable Dev. 16 (3): 121–141. https://doi.org/10.1108/WJSTSD-05-2018-0043.
Owolabi, H. A., L. O. Oyedele, H. A. Alaka, S. O. Ajayi, O. O. Akinade, and M. Bilal. 2020. “Critical success factors for ensuring bankable completion risk in PFI/PPP megaprojects.” J. Manage. Eng. 36 (1): 04019032. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000717.
Park, H., S. H. Han, E. M. Rojas, J. Sons, and W. Jung. 2011. “Social network analysis of collaborative ventures for overseas construction projects.” J. Constr. Eng. Manage. 137 (5): 344–355. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000301.
Ramsey, D., and A. Mounir El. 2020. “Cost and schedule performance analysis of transportation public–private partnership projects.” J. Leg. Affairs Dispute Resolut. Eng. Constr. 12 (1): 04519032. https://doi.org/10.1061/(ASCE)LA.1943-4170.0000328.
Rubulotta, E., M. Ignaccolo, G. Inturri, and Y. Rofè. 2013. “Accessibility and centrality for sustainable mobility: Regional planning case study.” J. Urban Plann. Dev. 139 (2): 115–132. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000140.
Saha, D., S. Ho Hong, A. Bhattacharya, T. Nair, L. Vangelova, and P. Alfaro Chavez. 2022. Private participation in infrastructure (PPI) 2022 annual report, 44. Washington, DC: The World Bank.
Salazar, J., J. Guevara, and K. Verhoest. 2021. “Inferential analysis of road infrastructure PPP sponsor networks.” J. Manage. Eng. 37 (6): 04021069. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000971.
Sexton, D., I. H. El-adaway, M. Abdul Nabi, and A. H. El Hakea. 2020. “Using the simplified acquisition of base engineer requirements in construction projects: Contract administration guidelines.” J. Leg. Aff. Dispute Resolut. Eng. Constr. 12 (3): 04520018. https://doi.org/10.1061/(ASCE)LA.1943-4170.0000394.
Sharafi, A., A. A. Taleizadeh, and M. S. Amalnick. 2018. “Fair allocation in financial disputes between public–private partnership stakeholders using game theory.” Serv. Sci. 10 (1): 1–11. https://doi.org/10.1287/serv.2017.0179.
Shekara, B. 2018. “Need for PPP model for public service management. “Asian J. Dev. Matters 12 (1s): 315–324.
Shi, Y., B. Wu, N. Chen, A. Chen, J. Li, and H. Li. 2019. “Determination of effective management strategies for scenic area emergencies using association rule mining. “Int. J. Disaster Risk Reduct. 39 (Oct): 101208. https://doi.org/10.1016/j.ijdrr.2019.101208.
Siddiquee, N. A. 2011. “Rhetoric and reality of public–private partnerships: Learning points from the Australian experience.” Asian J. Political Sci. 19 (2): 129–148. https://doi.org/10.1080/02185377.2011.600163.
Sinha, A. K., and K. N. Jha. 2019. “Impact of judicial overreach on PPP construction projects.” J. Leg. Aff. Dispute Resolut. Eng. Constr. 11 (4): 05019006. https://doi.org/10.1061/(ASCE)LA.1943-4170.0000330.
Song, J., H. Liu, Y. Sun, and L. Song. 2022. “Contextual recipes for adopting private control and trust in public–private partnership governance.” Public Admin. 101 (3): 884–901. https://doi.org/10.1111/padm.12825.
Swanson, R., and V. Sakhrani. 2020. “Appropriating the value of flexibility in PPP megaproject design.” J. Manage. Eng. 36 (5): 05020010. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000770.
Tariq, S., and Z. Xueqing. 2020. “Critical failure drivers in international water PPP projects.” J. Infrastruct. Syst. 26 (4): 04020038. https://doi.org/10.1061/(ASCE)IS.1943-555X.0000581.
Tariq, S., and Z. Xueqing. 2021a. “Critical analysis of the private sector roles in water PPP failures.” J. Constr. Eng. Manage. 147 (4): 04021015. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002020.
Tariq, S., and Z. Xueqing. 2021b. “Socioeconomic, macroeconomic, and sociopolitical issues in water PPP failures.” J. Manage. Eng. 37 (5): 04021047. https://doi.org/10.1061/(ASCE)ME.1943-5479.000094.
Tariq, S., and X. Zhang. 2021c. “A critical analysis of water PPP failures in sub-Saharan Africa.” Eng. Constr. Archit. Manage. 29 (8): 3157–3180. https://doi.org/10.1108/ECAM-01-2021-0084.
United States General Accounting Office. 1999. “Public-private partnerships terms related to building and facility partnerships.” Accessed February 10, 2023. https://www.gao.gov/assets/ggd-99-71.pdf.
Verhoest, K., O. H. Petersen, W. Scherrer, and R. M. Soecipto. 2014. Policy commitment, legal and regulatory framework, and institutional support for PPP in international comparison: Indexing countries’ readiness for taking up PPP. Working Papers in Economics and Finance, No. 2014-03. Salzburg, Austria: Univ. of Salzburg.
Verma, A., S. D. Khan, J. Maiti, and O. B. Krishna. 2014. “Identifying patterns of safety related incidents in a steel plant using association rule mining of incident investigation reports.” Saf. Sci. 70 (Apr): 89–98. https://doi.org/10.1016/j.ssci.2014.05.007.
Walters, J. P., and P. S. Chinowsky. 2016. “Planning rural water services in Nicaragua: A systems-based analysis of impact factors using graphical modeling.” Environ. Sci. Policy 57 (Mar): 93–100. https://doi.org/10.1016/j.envsci.2015.12.006.
Wambeke, B., M. Liu, and S. Hsiang. 2012. “Using Pajek and centrality analysis to identify a social network of construction trades.” J. Constr. Eng. Manage. 138 (10): 1192–1201. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000524.
Wang, L., and X. Zhang. 2019. “Determining the value of standby letter of credit in transfer stage of a PPP project to control concessionaire’s opportunistic behavior.” J. Manage. Eng. 35 (3): 04019003. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000682.
Wang, Y., Z. Shao, and R. L. K. Tiong. 2021. “Data-driven prediction of contract failure of public-private partnership projects.” J. Constr. Eng. Manage. 147 (8): 04021089. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002124.
Woodley, C. 2019. “Will digitalisation end construction disputes?” Constr. Res. Innova. 10 (1): 15–17. https://doi.org/10.1080/20450249.2019.1589140.
Xu, C., J. Bao, C. Wang, and P. Liu. 2018. “Association rule analysis of factors contributing to extraordinarily severe traffic crashes in China.” J. Saf. Res. 67 (1): 65–75. https://doi.org/10.1016/j.jsr.2018.09.013.
Yang, Y., Y. Wang, S. Wang, and Q. Wang. 2020. “Promoting healthy and sustainable development of PPP in China.” In Annual report on the development of PPP in China, 1–23. Singapore: Springer.
Ye, Y., B. Xu, L. Ma, J. Zhu, H. Shi, and X. Cai. 2019. “Research on treatment and medication rule of insomnia treated by TCM based on data mining.” In Proc., 2019 IEEE Int. Conf. on Bioinformatics and Biomedicine (BIBM), 2503–2508. New York: IEEE.
Yin, R. K. 2018. Case study research and applications: Design and methods. Thousand Oaks, CA: SAGE.
Zhang, J., W. Tao, and Z. Limao. 2021. “Legal risk assessment framework for international PPP projects based on metanetwork.” J. Constr. Eng. Manage. 147 (8): 04021090. https://doi.org/10.1061/(ASCE)CO.1943-7862.0002110.
Zhang, X., and T. Salman. 2020. “Failure mechanisms in international water PPP projects: A public sector perspective.” J. Constr. Eng. Manage. 146 (6): 04020055. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001837.
Zheng, S., and R. L. Tiong. 2010. “First public-private-partnership application in Taiwan’s wastewater treatment sector: Case study of the Nanzih BOT wastewater treatment project.” J. Constr. Eng. Manage. 136 (8): 913–922. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000196.

Information & Authors

Information

Published In

Go to Journal of Infrastructure Systems
Journal of Infrastructure Systems
Volume 30Issue 1March 2024

History

Received: Mar 21, 2023
Accepted: Sep 13, 2023
Published online: Nov 2, 2023
Published in print: Mar 1, 2024
Discussion open until: Apr 2, 2024

Permissions

Request permissions for this article.

ASCE Technical Topics:

Authors

Affiliations

Mohamad Abdul Nabi, Aff.M.ASCE [email protected]
Project Control Analyst, Anser Advisory LLC, 311 W Monroe St., Suite 301-302, Chicago, IL 60607; formerly, Ph.D. Candidate, Dept. of Civil, Architectural, and Environmental Engineering, Missouri Univ. of Science and Technology, Rolla, MO 65409. Email: [email protected]
Rayan H. Assaad, A.M.ASCE [email protected]
Assistant Professor of Construction and Civil Infrastructure and Founding Director of the Smart Construction and Intelligent Infrastructure Systems Lab, John A. Reif, Jr. Dept. of Civil and Environmental Engineering, New Jersey Institute of Technology, Newark, NJ 07102. Email: [email protected]
Hurst-McCarthy Professor of Construction Engineering and Management, Professor of Civil Engineering, and Founding Director of Missouri Consortium for Construction Innovation, Dept. of Civil, Architectural, and Environmental Engineering and Dept. of Engineering Management and Systems Engineering, Missouri Univ. of Science and Technology, Rolla, MO 65409 (corresponding author). ORCID: https://orcid.org/0000-0002-7306-6380. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share