{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T15:45:52Z","timestamp":1774367152351,"version":"3.50.1"},"reference-count":66,"publisher":"MDPI AG","issue":"6","license":[{"start":{"date-parts":[[2025,6,16]],"date-time":"2025-06-16T00:00:00Z","timestamp":1750032000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Construction projects are becoming increasingly complex due to their dynamic nature, the integration of multiple disciplines, and the need for strategic alignment between organizational processes and project management. However, traditional project management approaches often fail to address this complexity effectively. This study presents the application of IModel, a web-based semantic model grounded in systems thinking, designed to integrate enterprise architecture and project management. Through a case study conducted in a multinational AEC company, IModel was evaluated for its ability to enhance system interoperability, optimize processes, and support strategic decision-making. The methodology combined web semantic modeling with expert interviews and organizational data analysis. Findings indicate that IModel provides a comprehensive framework for knowledge management, reduces uncertainty, and improves decision-making in dynamic project environments. However, challenges related to model adoption, including the need for training in systems thinking and ontological modeling, were identified. This study contributes to the literature on innovation in construction project management, highlighting the potential of systems thinking and semantic tools to address complex problems in dynamic and evolving environments.<\/jats:p>","DOI":"10.3390\/systems13060477","type":"journal-article","created":{"date-parts":[[2025,6,16]],"date-time":"2025-06-16T09:51:22Z","timestamp":1750067482000},"page":"477","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Ontology-Based Integration of Enterprise Architecture and Project Management: A Systems Thinking Approach for Project-Based Organizations in the Architecture, Engineering, and Construction Sector"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2679-5839","authenticated-orcid":false,"given":"Edison","family":"Atencio","sequence":"first","affiliation":[{"name":"School of Civil Engineering, Pontificia Universidad Cat\u00f3lica de Valpara\u00edso, Av. Brasil 2147, Valpara\u00edso 2340000, Chile"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6553-4586","authenticated-orcid":false,"given":"Mauro","family":"Mancini","sequence":"additional","affiliation":[{"name":"Department of Management, Economics and Industrial Engineering, Politecnico di Milano, Via Lambruschini 4b, Bovisa, 20156 Milan, Italy"}]},{"given":"Guillermo","family":"Bustos","sequence":"additional","affiliation":[{"name":"School of Industrial Engineering, Pontificia Universidad Cat\u00f3lica de Valpara\u00edso, Av. Brasil 2241, Valpara\u00edso 2340000, Chile"}]}],"member":"1968","published-online":{"date-parts":[[2025,6,16]]},"reference":[{"key":"ref_1","unstructured":"Wood, H.L., Piroozfar, P., and Farr, E.R.P. (2013, January 2\u20134). Understanding Complexity in the AEC Industry. Proceedings of the 29th Annual Association of Researchers in Construction Management Conference, ARCOM 2013, Reading, UK."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"312","DOI":"10.1016\/j.aej.2024.04.052","article-title":"Enterprise Architecture Approach for Project-Based Organizations Modeling, Design, and Analysis: An Ontology-Driven Tool Proposal","volume":"98","author":"Atencio","year":"2024","journal-title":"Alex. Eng. J."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Lankhorst, M. (2017). Enterprise Architecture at Work, Springer. [4th ed.].","DOI":"10.1007\/978-3-662-53933-0"},{"key":"ref_4","unstructured":"Favari, E., and Cartoni, F. (2022). Towards the Integration Between Construction Projects and the Organization: The Connections Between BIM and Enterprise Architecture. Complexity and Sustainability in Megaprojects\u2014MerIT, Springer."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Zykov, S.V. (2018). The Agile Way, Springer.","DOI":"10.1007\/978-3-319-77917-1_1"},{"key":"ref_6","unstructured":"PMI (2021). A Guide to the Project Management Body of Knowledge (PMBOK\u00ae Guide), Project Management Institute. [7th ed.]."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Atencio, E., Bustos, G., and Mancini, M. (2022). Enterprise Architecture Approach for Project Management and Project-Based Organizations: A Review. Sustainability, 14.","DOI":"10.3390\/su14169801"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Yun, Y. (2015, January 14\u201315). Thoughts on the Engineering Project Cost Information of the Top-Level Design. Proceedings of the 2015 8th International Conference on Intelligent Computation Technology and Automation, ICICTA 2015, Nanchang, China.","DOI":"10.1109\/ICICTA.2015.267"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1007\/s12599-014-0365-x","article-title":"Capturing Enterprise Data Integration Challenges Using a Semiotic Data Quality Framework","volume":"57","author":"Krogstie","year":"2015","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"546","DOI":"10.1002\/j.2334-5837.2020.00739.x","article-title":"Complexity, Systems Thinking and an Integrated Systems Engineering and Project Management Model","volume":"30","author":"Jonkers","year":"2020","journal-title":"INCOSE Int. Symp."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Dalla Valle, A. (2021). Change Management towards Life Cycle AE(C) Practice, Springer.","DOI":"10.1007\/978-3-030-69981-9"},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Atencio, E., Mancini, M., and Bustos, G. (2023, January 7\u20139). Enterprise Architecture Modelling for PBO: A Case Study. Proceedings of the 13th IEOM International Conference on Industrial Engineering and Operations Management, Manila, Phillippines.","DOI":"10.46254\/AN13.20230191"},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Atencio, E., Mancini, M., and Bustos, G. (2023, January 18\u201320). Developing a Tool for PBO Design and Analysis: An Integration Between Enterprise Architecture and Project Management Domains. Proceedings of the Proceedings of the 6th European Conference on Industrial Engineering and Operations Management (IEOM), Lisbon, Portugal.","DOI":"10.46254\/EU6.20230083"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Faraji, A., Rashidi, M., Perera, S., and Samali, B. (2022). Applicability-Compatibility Analysis of PMBOK Seventh Edition from the Perspective of the Construction Industry Distinctive Peculiarities. Buildings, 12.","DOI":"10.3390\/buildings12020210"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Hossain, N.U.I., Dayarathna, V.L., Nagahi, M., and Jaradat, R. (2020). Systems Thinking: A Review and Bibliometric Analysis. Systems, 8.","DOI":"10.3390\/systems8030023"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1016\/j.procs.2015.03.050","article-title":"A Definition of Systems Thinking: A Systems Approach","volume":"44","author":"Arnold","year":"2015","journal-title":"Procedia Comput. Sci."},{"key":"ref_17","first-page":"1","article-title":"Design\u2013Construction Interface Problems in Sustainable Construction Projects","volume":"31","year":"2025","journal-title":"J. Archit. Eng."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"599","DOI":"10.1108\/SASBE-07-2023-0167","article-title":"Complex Infrastructure Systems Analysis and Management: The Theory of Faults","volume":"14","author":"Yonat","year":"2023","journal-title":"Smart Sustain. Built Environ."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"196","DOI":"10.1080\/01446193.2024.2410872","article-title":"Influence of Macroeconomic Factors on Construction Costs: An Analysis of Project Cases","volume":"43","author":"Castelblanco","year":"2024","journal-title":"Constr. Manag. Econ."},{"key":"ref_20","unstructured":"Sterman, J.D. (2000). Business Dynamics: Systems Thinking and Modeling for a Complex World, McGraw-Hill Education."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"21582440241255872","DOI":"10.1177\/21582440241255872","article-title":"Systems Thinking Interplay Between Project Complexities, Stakeholder Engagement, and Social Dynamics Roles in Influencing Construction Project Outcomes","volume":"14","author":"Omotayo","year":"2024","journal-title":"SAGE Open"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Ghamarimajd, Z., Ghanbaripour, A., Tumpa, R.J., Watanabe, T., Mbachu, J., and Skitmore, M. (2024). Application of Systems Thinking and System Dynamics in Managing Risks and Stakeholders in Construction Projects: A Systematic Literature Review. Syst. Res. Behav. Sci., 1\u201315.","DOI":"10.1002\/sres.3032"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1302","DOI":"10.1002\/bse.4052","article-title":"Applying Circular Business Models in the Chilean Construction Sector: A System Dynamics Perspective","volume":"34","author":"Walters","year":"2025","journal-title":"Bus. Strateg. Environ."},{"key":"ref_24","first-page":"1166","article-title":"Wastewater Management in the Construction Sector: A Systemic Analysis of Current Practice in Victoria, Australia","volume":"24","author":"Karunsena","year":"2024","journal-title":"Int. J. Constr. Manag."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1372","DOI":"10.1177\/0734242X231154140","article-title":"Stakeholder Perceptions on Implementing Design for Disassembly and Standardisation for Heterogeneous Construction Components","volume":"41","author":"Anastasiades","year":"2023","journal-title":"Waste Manag. Res."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Redmond, A.M., and Alshawi, M. (2017, January 14\u201316). Applying System Science and System Thinking Techniques to BIM Management. Proceedings of the 2017 10th International Conference on Developments in eSystems Engineering (DeSE), Paris, France.","DOI":"10.1109\/DeSE.2017.13"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"886","DOI":"10.1016\/j.techfore.2004.11.002","article-title":"A Systems Approach to Policy Analysis and Development Planning","volume":"72","author":"Saritas","year":"2005","journal-title":"Technol. Forecast. Soc. Change"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Li, J., Yu, H., and Deng, X. (2024). A Systematic Review of the Evolution of the Concept of Resilience in the Construction Industry. Buildings, 14.","DOI":"10.3390\/buildings14092643"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1016\/j.ijproman.2017.04.018","article-title":"Change Program Management: Toward a Capability for Managing Value-Oriented, Integrated Multi-Project Change in Its Context","volume":"36","author":"Martinsuo","year":"2018","journal-title":"Int. J. Proj. Manag."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1142\/S0218843004000985","article-title":"Concepts For Modeling Enterprise Architectures","volume":"13","author":"Jonkers","year":"2004","journal-title":"Int. J. Coop. Inf. Systems."},{"key":"ref_31","unstructured":"(2011). ISO\/IEC\/IEEE Systems and Software Engineering\u2014Architecture Description (Standard No. ISO\/IEC\/IEEE\u00a9 Std. 42010:2011). ISO\/IEC\/IEEE 26515 First Edtion."},{"key":"ref_32","unstructured":"The Open Group (2018). The TOGAF Standard\u2014Version 9.2, The Open Group."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1007\/s10796-006-7970-2","article-title":"Enterprise Architecture: Man-agement Tool and Blueprint for the Organisation","volume":"8","author":"Jonkers","year":"2006","journal-title":"Inf. Syst. Front."},{"key":"ref_34","first-page":"127","article-title":"Integration of Business Process Architectures within Enterprise Architecture Approaches: A Literature Review","volume":"31","author":"Bustos","year":"2019","journal-title":"EMJ\u2014Eng. Manag. J."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1007\/s12599-023-00845-4","article-title":"The Structuring of Enterprise Architecture Functions in Organizations: Towards a Systematic Theory","volume":"66","author":"Kotusev","year":"2024","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Pancote, A., Souza, A., and Veiga, C.P. (2025). da Enterprise Architecture and Building Blocks: Steering Digital Transformation in Dynamic Environments. Kybernetes.","DOI":"10.1108\/K-02-2024-0444"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"535","DOI":"10.1007\/s10270-023-01146-w","article-title":"Toward an Ontology for EA Modeling and EA Model Quality","volume":"23","author":"Schoonderbeek","year":"2024","journal-title":"Softw. Syst. Model."},{"key":"ref_38","unstructured":"(2023, September 19). OMG The Open Group\u2014Standards Development Organization. Available online: https:\/\/www.omg.org\/."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Herrera, R.F., Mourgues, C., Alarc\u00f3n, L.F., and Pellicer, E. (2020). An Assessment of Lean Design Management Practices in Construction Projects. Sustainability, 12.","DOI":"10.3390\/su12010019"},{"key":"ref_40","first-page":"198","article-title":"Production Planning in a Construction Company as an Element of Gartner Enterprise Architecture","volume":"2913","author":"Valeev","year":"2021","journal-title":"CEUR Workshop Proc."},{"key":"ref_41","unstructured":"Le\u00f3n Gir\u00f3n, C. (2020, January 24\u201327). Modelo de Arquitectura Empresarial Orientado a La Industria de La Arquitectura, Ingenier\u00eda y Construcci\u00f3n. Proceedings of the 2020 15th Iberian Conference on Information Systems and Technologies (CISTI), Sevilla, Spain."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Underwood, J., Kuruoglu, M., Acikalin, U., and Isikdag, U. (2008). Evaluating the Integrative Function of ERP Systems Used within the Construction Industry. eWork and eBusiness in Architecture, Engineering and Construction, CRC Press.","DOI":"10.1201\/9780203883327.ch28"},{"key":"ref_43","unstructured":"Ireland, V. (2007, January 16\u201318). Some Neglected Variables in Construction Management Research Contributing to a Competitive Advantage Research Approach. Proceedings of the CME 2007 Conference\u2014Inaugural Construction Management and Economics: \u201cPast, Present and Future\u201d, Reading, UK."},{"key":"ref_44","first-page":"119","article-title":"Intelligent Enterprises for Construction: Bridging the Technology and Knowledge GAps through Innovation and Education","volume":"205","author":"Goh","year":"2006","journal-title":"IFIP Int. Fed. Inf. Process."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"170","DOI":"10.1108\/JERER-04-2024-0027","article-title":"A Multilayer Network Model for Studying Business Ecosystems: Insights from Enterprise Architectures in the Real Estate Sector","volume":"18","author":"Vigren","year":"2025","journal-title":"J. Eur. Real Estate Res."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"100625","DOI":"10.1016\/j.dibe.2025.100625","article-title":"Strategic and Operational Construction Logistics Control Tower","volume":"21","author":"StrategicHarmelink","year":"2025","journal-title":"Dev. Built Environ."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"45","DOI":"10.2753\/MIS0742-1222240302","article-title":"A Design Science Research Methodology for Information Systems Research","volume":"24","author":"Peffers","year":"2007","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"103428","DOI":"10.1016\/j.autcon.2020.103428","article-title":"Ontological Knowledge Base for Concrete Bridge Rehabilitation Project Management","volume":"121","author":"Wu","year":"2021","journal-title":"Autom. Constr."},{"key":"ref_49","unstructured":"Fern\u00e1ndez-L\u00f3pez, M., G\u00f3mez-p, A., and Juristo, N. (1997, January 24\u201325). Methontology: From Ontological Art Towards Ontological Engineering. Proceedings of the Symposium on Ontological Engineering of AAAI, Palo Alto, CA, USA."},{"key":"ref_50","unstructured":"Stanford University (2023, October 05). Prot\u00e9g\u00e9: A Free, Open-Source Ontology Editor and Framework for Building Intelligent Systems. Available online: https:\/\/protege.stanford.edu\/."},{"key":"ref_51","unstructured":"Becerra, P., Von Krogh, G., and Lenzner, A. (2023). An Integrated Model of Dynamic Capabilities and Enterprise Architecture in Project-Based Organizations, ETH."},{"key":"ref_52","unstructured":"(2023, September 22). VisualParadigm Visual Paradigm Online. Available online: https:\/\/online.visual-paradigm.com\/es\/."},{"key":"ref_53","unstructured":"Jonkers, H., Band, I., and Quartel, D. (2012). ArchiSurance Case Study, The Open Group."},{"key":"ref_54","unstructured":"The Open Group (2022, June 07). The ArchiMate\u00ae Specification. Available online: https:\/\/www.opengroup.org\/archimate-home."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"191","DOI":"10.18276\/ejsm.2018.28\/1-24","article-title":"HR Business Partner\u2014The Range of Roles and Services","volume":"28","author":"Matuska","year":"2018","journal-title":"Eur. J. Serv. Manag."},{"key":"ref_56","unstructured":"Edwards, G. (2010). Mixed-Method Approaches to Social Network Analysis, Economic and Social Research Council."},{"key":"ref_57","unstructured":"(2023, September 23). MVN Ontograf. Available online: https:\/\/mvnrepository.com\/artifact\/edu.stanford.protege\/ontograf."},{"key":"ref_58","unstructured":"Bass, J. (2007). Designing Your Organization, Wiley."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"532","DOI":"10.2307\/258557","article-title":"Building Theories from Case Study Research Published by: Academy of Management Stable","volume":"14","author":"Eisenhardt","year":"1989","journal-title":"Acad. Manag. Rev."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1177\/1094428112452151","article-title":"Seeking Qualitative Rigor in Inductive Research: Notes on the Gioia Methodology","volume":"16","author":"Gioia","year":"2013","journal-title":"Organ. Res. Methods"},{"key":"ref_61","unstructured":"Saunders, M., and Lewis, P. (2009). ThornhillAdrian Research Methods for Business Students, Pearson Prentice Hall. [5th ed.]."},{"key":"ref_62","unstructured":"Langdridge, D., and Hagger-Johnson, G. (2009). Introduction to Research Methods and Data Analysis in Psychology, Pearson Education. [2nd ed.]."},{"key":"ref_63","unstructured":"Creswell, J. (2009). Qualitative, Quantitative, and Mixed Methods Approaches. Research Design, SAGE Publications, Inc."},{"key":"ref_64","unstructured":"(2023, October 10). Converter App. Available online: https:\/\/converter.app\/audio-to-text\/."},{"key":"ref_65","unstructured":"VERBI (2023). MAXQDA 2022. VERBI Software-Consult-Sozialforschung GmbH. Available online: https:\/\/www.maxqda.com\/legalinfo."},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Krogstie, J. (2016). Quality in Business Process Modeling, Springer.","DOI":"10.1007\/978-3-319-42512-2"}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/6\/477\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T17:52:57Z","timestamp":1760032377000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/6\/477"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,16]]},"references-count":66,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2025,6]]}},"alternative-id":["systems13060477"],"URL":"https:\/\/doi.org\/10.3390\/systems13060477","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,6,16]]}}}