Aligning organizational structures with digital transformation and industry 5.0 in construction: a Delphi study
DOI:
https://doi.org/10.7764/RDLC.25.1.149Keywords:
Digital transformation, organizational structure, organizational culture, construction 5.0, construction sector; inte-grated organizational innovation (IOI).Abstract
The digitalization of the AEC sector, while steadily progressing, has been largely driven by technological adoption rather than by a transformation of its organizational structures. Within construction 5.0, the AEC organizations have not been investigated in depth. For this reason, exploratory research is currently underway to examine the mutual impact between digital transformation and organizational structures, but it has not yet been fully developed. For this reason, this research examined a joint conceptual model between digital transformation and organizational structures. Based on a previous conceptual model, a panel of industry and academic experts will conduct an assessment. This assessment was conducted using the Delphi method, bringing together 40 academic experts and industry-leading professionals to provide a holistic view of digital transformation, both theoretical and practical. The experts' responses were analyzed using statistical methods, including Kendall's concordance, level of importance, consensus, and Mann-Whitney analysis. The main findings from this study show a consensus among the experts in the conceptual model, having as the most relevant variables Transformational Leadership, Data Integration and Analytics, Knowledge Management, and Integrated Organizational Innovation (IOI) are critical in a joint digital-organizational implementation, this conceptual model provides a vision to construction companies to improve their productivity and achieve their goals through digital transformation and organizational redesign in the context of construction 5.0.
Downloads
References
Adel, A. (2022). Future of industry 5.0 in society: human-centric solutions, challenges and prospective research areas. Journal of Cloud Com-puting, 11(1). https://doi.org/10.1186/s13677-022-00314-5
Aghimien, D., Aigbavboa, C., Oke, A., Thwala, W., and Moripe, P. (2022). Digitalization of construction organisations–a case for digital part-nering. International Journal of Construction Management, 22(10), 1950–1959. https://doi.org/10.1080/15623599.2020.1745134
Ahmady, G., Mehrpour, M., and Nikooravesh, A. (2016). Organizational Structure. Procedia - Social and Behavioral Sciences, May, 455–462. https://doi.org/10.1016/j.sbspro.2016.09.057
Akintoye, A., Goulding, J. S., and Zawdie, G. (2012). Construction Innovation and Process Improvement. In Construction Innovation and Pro-cess Improvement. https://doi.org/10.1002/9781118280294.ch1
Al-Hakim, L., and Lu, W. (2017). The role of collaboration and technology diffusion on business performance. International Journal of Productivity and Performance Management, 66(1), 22–50. https://doi.org/10.1108/IJPPM-08-2014-0122
Alizadehsalehi, S., and Hadavi, A. (2023). Synergies of Lean, BIM, and Extended Reality (LBX) for Project Delivery Management. Sustaina-bility (Switzerland). https://doi.org/10.3390/su15064969
Amariles-López, C. C., and Osorio-Gómez, C. C. (2023). Weighted Average Bridge Inspection Methodology (WABIM). DYNA (Colombia), 90(225), 55–63. https://doi.org/10.15446/dyna.v90n225.104694
Ariss, S. S., and Deilami, V. S. (2012). An integrated framework for the study of organizational innovation. International Journal of Innovation and Technology Management, 9(1). https://doi.org/10.1142/S0219877012500034
Aslam, F., Aimin, W., Li, M., and Rehman, K. U. (2020). Innovation in the era of IoT and industry 5.0: Absolute innovation management (AIM) framework. Information (Switzerland), 11(2). https://doi.org/10.3390/info11020124
Azhar, S. (2011). Building Information Modeling (BIM): Trends, Benefits, Risks, and Challenges for the AEC Industry. Leadership and Man-agement in Engineering, 11(3), 241–252.
Balali, A., Moehler, R. C., and Valipour, A. (2022). Ranking cost overrun factors in the mega hospital construction projects using Delphi-SWARA method: an Iranian case study. International Journal of Construction Management, 22(13), 2577–2585. https://doi.org/10.1080/15623599.2020.1811465
Barbosa, F., Woetzel, J., and Mishcke, J. (2017). Reinventing Construction: A Route To Higher Productivity. In McKinsey Global Institute (Is-sue February).
Bhandari, S., and Hallowell, M. R. (2021). Identifying and Controlling Biases in Expert-Opinion Research: Guidelines for Variations of Delphi, Nominal Group Technique, and Focus Groups. Journal of Management in Engineering, 37(3), 1–13. https://doi.org/10.1061/(asce)me.1943-5479.0000909
Bland, J. M., and Altman, D. G. (1997). Cronbach’s alpha. Statistics notes.
Bonanomi, M. M., Hall, D. M., Staub-French, S., Tucker, A., and Talamo, C. M. L. (2019). The impact of digital transformation on formal and informal organizational structures of large architecture and engineering firms. Engineering, Construction and Architectural Management, 27(4), 872–892. https://doi.org/10.1108/ECAM-03-2019-0119
Bouguerra, A., Hughes, M., Cakir, M. S., and Tatoglu, E. (2023). Linking Entrepreneurial Orientation to Environmental Collaboration: A Stake-holder Theory and Evidence from Multinational Companies in an Emerging Market. British Journal of Management, 34(1), 487–511. https://doi.org/10.1111/1467-8551.12590
Brown, K. G., and Sitzmann, T. (2010). Training and employee development for improved performance. APA Handbook of Industrial and Or-ganizational Psychology, Vol 2: Selecting and Developing Members for the Organization., 469–503. https://doi.org/10.1037/12170-016
Brubaker, D., Noble, C., Fincher, R., Kee-Young, S., and Press, S. (2014). Conflict Resolution in the Workplace: What Will the Future Bring? Conflict Resolution Quarterly, 31, 357–386. https://doi.org/10.1002/crq
Bygballe, L. E., and Ingemansson, M. (2014). The logic of innovation in construction. Industrial Marketing Management, 43(3), 512–524. https://doi.org/10.1016/j.indmarman.2013.12.019
Cai, S., Ma, Z., Skibniewski, M. J., Bao, S., and Wang, H. (2020). Construction Automation and Robotics for High-Rise Buildings: Develop-ment Priorities and Key Challenges. Journal of Construction Engineering and Management, 146(8). https://doi.org/10.1061/(asce)co.1943-7862.0001891
Catlin, T., Scanlan, J., and Willmott, P. (2015). Raising your Digital Quotient. McKinsey Quarterly, 3, 30–43.
Chomeya, R. (2010). Quality of Psychology Test Between Likert Scale 5 and 6 Points. Journal of Social Sciences, 6(3), 399–403. https://doi.org/10.3844/jssp.2010.399.403
Chung, S. W., Kwon, S. W., Moon, D. Y., Lee, K. H., and Shin, J. H. (2019). Information exchange process for AR based smart facility mainte-nance system using BIM model. Proceedings of the 36th International Symposium on Automation and Robotics in Construction, ISARC 2019, May, 595–602. https://doi.org/10.22260/isarc2019/0079
Cortés, J. M., Pellicer, E., and Catalá, J. (2012). Integration of occupational risk prevention courses in engineering degrees: Delphi study. Journal of Professional Issues in Engineering Education and Practice, 138(1), 31–36. https://doi.org/10.1061/(ASCE)EI.1943-5541.0000076
Dixit, S., Mandal, S. N., Sawhney, A., and Singh, S. (2017). RELATIONSHIP BETWEEN SKILL DEVELOPMENT AND PRODUCTIVITY IN CONSTRUCTION SECTOR: A LITERATURE REVIEW. International Journal of Civil Engineering and Technology (IJCIET), 8(8), 8–08. http://researchonline.ljmu.ac.uk/http://www.iaeme.com/IJCIET/index.asp649http://http://www.iaeme.com/ijciet/issues.asp?JType=IJCIETandVType=8andIType=8http://www.iaeme.com/IJCIET/index.asp650
Eastman, C., Liston, K., Sacks, R., and Liston, K. (2008). BIM Handbook.
El Jazzar, M., Schranz, C., Urban, H., and Nassereddine, H. (2021). Integrating Construction 4.0 Technologies: A Four-Layer Implementation Plan. Frontiers in Built Environment, 7. https://doi.org/10.3389/fbuil.2021.671408
Elghaish, F., Abrishami, S., and Hosseini, M. R. (2020). Integrated project delivery with blockchain: An automated financial system. Automa-tion in Construction, 114(November 2019), 103182. https://doi.org/10.1016/j.autcon.2020.103182
Eondinelli, D. A., and London, T. (2023). How corporations and environmental groups cooperate: Assessing cross sector alliances and collabo-rations. Academia of Management Execulive, 17(1).
Faraji, A., Ghasemi, E., Homayoon Arya, S., and Mahabadi, H. A. (2024, November). Prediction of Effects of Industry 5.0 Concepts on Con-struction 5.0. 3rd International Conference of Recent Advances in Engineering, Innovation and Technology.
Gao, Y., Gonzalez, V. A., and Yiu, T. W. (2019). The effectiveness of traditional tools and computer-aided technologies for health and safety training in the construction sector: A systematic review. Computers and Education, 138(July 2018), 101–115. https://doi.org/10.1016/j.compedu.2019.05.003
García de Soto, B., Agustí-Juan, I., Joss, S., and Hunhevicz, J. (2019). Implications of Construction 4.0 to the workforce and organizational structures. International Journal of Construction Management, 22(2), 205–217. https://doi.org/10.1080/15623599.2019.1616414
Gino, F. (2019). Cracking the Code of Sustained Collaboration. Harvard Business Review, 1–18.
Giritli, H., Öney-Yazici, E., Topçu-Oraz, G., and Acar, E. (2013). The interplay between leadership and organizational culture in the Turkish construction sector. International Journal of Project Management, 31(2), 228–238. https://doi.org/10.1016/j.ijproman.2012.06.010
Gisev, N., Bell, J. S., and Chen, T. F. (2013). Interrater agreement and interrater reliability: Key concepts, approaches, and applications. Re-search in Social and Administrative Pharmacy, 9(3), 330–338. https://doi.org/10.1016/j.sapharm.2012.04.004
González, P., González, V., Molenaar, K., and Orozco, F. (2014). Analysis of Causes of Delay and Time Performance in Construction Projects. Journal of Construction Engineering and Management, 140(1), 1–9. https://doi.org/10.1061/(asce)co.1943-7862.0000721
Grime, M. M., and Wright, G. (2016). Delphi Method. Wiley StatsRef: Statistics Reference Online, August, 1–6. https://doi.org/10.1002/9781118445112.stat07879
Gupta, S. (2018). Organizational barriers to digital transformation. Degree Project in Industrial Management, 75. http://www.diva-portal.org/smash/record.jsf?pid=diva2%3A1218220anddswid=-9455
Hallowell, M. R., and Gambatese, J. A. (2009). Construction Safety Risk Mitigation. Journal of Construction Engineering and Management, 135(12), 1316–1323. https://doi.org/10.1061/(asce)co.1943-7862.0000107
Hallowell, M. R., and Gambatese, J. A. (2010). Qualitative Research: Application of the Delphi Method to CEM Research. Journal of Construc-tion Engineering and Management, 136(1), 99–107. https://doi.org/10.1061/(asce)co.1943-7862.0000137
Hamidavi, T., Abrishami, S., and Hosseini, M. R. (2020). Towards intelligent structural design of buildings: A BIM-based solution. Journal of Building Engineering, 32(August), 101685. https://doi.org/10.1016/j.jobe.2020.101685
Hasson, F., and Keeney, S. (2011). Enhancing rigour in the Delphi technique research. Technological Forecasting and Social Change, 78(9), 1695–1704. https://doi.org/10.1016/j.techfore.2011.04.005
Hazana Abdullah, N., Shamsuddin, A., and Wahab, E. (2015). Does organizational culture mediate the relationship between transformational leadership and organizational commitment. International Journal of Organizational Leadership, 4(1), 18–32. https://doi.org/10.33844/ijol.2015.60344
Herrera, R. F., Mourgues, C., Alarcón, L. F., and Pellicer, E. (2021). Analyzing the Association between Lean Design Management Practices and BIM Uses in the Design of Construction Projects. Journal of Construction Engineering and Management, 147(4), 1–11. https://doi.org/10.1061/(asce)co.1943-7862.0002014
Hon, C. K. H., Chan, A. P. C., and Yam, M. C. H. (2012). Empirical Study to Investigate the Difficulties of Implementing Safety Practices in the Repair and Maintenance Sector in Hong Kong. Journal of Construction Engineering and Management, 138(7), 877–884. https://doi.org/10.1061/(asce)co.1943-7862.0000497
Ikudayisi, A. E., Chan, A. P. C., Darko, A., and Adedeji, Y. M. D. (2023). Integrated practices in the Architecture, Engineering, and Construction industry: Current scope and pathway towards Industry 5.0. In Journal of Building Engineering (Vol. 73). Elsevier Ltd. https://doi.org/10.1016/j.jobe.2023.106788
Ismail, M. H., Khater, M., and Zaki, M. (2017). Digital Business Transformation and Strategy: What Do We Know So Far? Manufacturer Arti-cle, January, 36. https://doi.org/10.13140/RG.2.2.36492.62086
Kane, G. C., Palmer, D., Philips Nguyen, A., Kiron, D., and Buckley, N. (2015). Strategy, Not Technology, Drives Digital Transformation. MIT Sloan Management Review and Deloitte, 57181, 27. http://sloanreview.mit.edu/projects/strategy-drives-digital-transformation/
Kaplan, R. S., Norton, D. P., and Rugelsjoen, B. (2010). Managing alliances with the balanced scorecard. Harvard Business Review, 88(1–2), 114–121.
Karmakar, A., and Delhi, V. S. K. (2021). Construction 4.0: What we know and where we are headed? Journal of Information Technology in Construction, 26(May), 526–545. https://doi.org/10.36680/j.itcon.2021.028
Keeney, S., Hasson, F., and Mckenna, H. (2011). The Delphi Technique in Nursing and Health Research. In Wiley-Blackwell (Ed.), The Delphi Technique in Nursing and Health Research.
Kim, E. J., and Park, S. (2020). Transformational leadership, knowledge sharing, organizational climate and learning: an empirical study. Lead-ership and Organization Development Journal, 41(6), 761–775. https://doi.org/10.1108/LODJ-12-2018-0455
Kjellmark, G., Hjelseth, E., Peñaloza, G. A., and Riemer-Sørensen, S. (2026). Toward Construction 5.0: Bridging AI and People through Contin-uous Learning. Journal of Construction Engineering and Management, 152(1). https://doi.org/10.1061/jcemd4.coeng-16172
Klein, M. (2020). Leadership Characteristics in the Era of Digital Transformation. Business and Management Studies: An International Jour-nal, 8(1), 883–902. https://doi.org/10.15295/bmij.v8i1.1441
Klinc, R., and Turk, Ž. (2019). Construction 4.0 – Digital Transformation of One of the Oldest Industries. Economic and Business Review, 21(3). https://doi.org/10.15458/ebr.92
Koeleman, J., Ribeirinho, M. J., Rockhill, D., Sjödin, E., and Strube, G. (2019). Decoding digital transformation in construction. McKinsey and Company, August.
Kohnke, O. (2016). It’s Not Just About Technology: The People Side of Digitization. Shaping the Digital Enterprise: Trends and Use Cases in Digital Innovation and Transformation, 69–91. https://doi.org/10.1007/978-3-319-40967-2
Koolwijk, J. S. J., van Oel, C. J., and Gaviria Moreno, J. C. (2020). No-Blame Culture and the Effectiveness of Project-Based Design Teams in the Construction Industry: The Mediating Role of Teamwork. Journal of Management in Engineering, 36(4), 1–13. https://doi.org/10.1061/(asce)me.1943-5479.0000796
Koseleva, N., and Ropaite, G. (2017). Big Data in Building Energy Efficiency: Understanding of Big Data and Main Challenges. Procedia Engi-neering, 172, 544–549. https://doi.org/10.1016/j.proeng.2017.02.064
Kosteas, V. D. (2011). Job satisfaction and promotions. Industrial Relations, 50(1), 174–194. https://doi.org/10.1111/j.1468-232X.2010.00630.x
Kotarba, M. (2018). Digital transformation of business models. Foundations of Management, 10(1), 123–142. https://doi.org/10.2478/fman-2018-0011
Lavikka, R., Kallio, J., Casey, T., and Airaksinen, M. (2018). Digital disruption of the AEC industry: technology-oriented scenarios for possible future development paths. Construction Management and Economics, 36(11), 635–650. https://doi.org/10.1080/01446193.2018.1476729
Leng, J., Sha, W., Wang, B., Zheng, P., Zhuang, C., Liu, Q., Wuest, T., Mourtzis, D., and Wang, L. (2022). Industry 5.0: Prospect and retrospect. Journal of Manufacturing Systems, 65, 279–295. https://doi.org/10.1016/j.jmsy.2022.09.017
Li, L. (2018). China’s manufacturing locus in 2025: With a comparison of “Made-in-China 2025” and “Industry 4.0.” Technological Forecast-ing and Social Change, 135(August 2017), 66–74. https://doi.org/10.1016/j.techfore.2017.05.028
Liu, H., Skibniewski, M. J., and Wang, M. (2016). Identification and hierarchical structure of critical success factors for innovation in construc-tion projects: Chinese perspective. Journal of Civil Engineering and Management, 22(3), 401–416. https://doi.org/10.3846/13923730.2014.975739
Loonam, J., Eaves, S., Kumar, V., and Parry, G. (2018). Towards digital transformation: Lessons learned from traditional organizations. Strate-gic Change. https://doi.org/DOI: 10.1002/jsc.2185
Lutfi, A., Alsyouf, A., Almaiah, M. A., Alrawad, M., Abdo, A. A. K., Al-Khasawneh, A. L., Ibrahim, N., and Saad, M. (2022). Factors Influenc-ing the Adoption of Big Data Analytics in the Digital Transformation Era: Case Study of Jordanian SMEs. Sustainability (Switzerland), 14(3). https://doi.org/10.3390/su14031802
Ma, G., Hou, J., Peng, S., Liu, Y., Shi, Z., Fan, Y., and Zhang, J. (2022). Construction of Internet +home Care Quality Supervision Indicators in China Based on the Delphi Method. Risk Management and Healthcare Policy, 15, 1325–1341. https://doi.org/10.2147/RMHP.S368592
Mansour, H., Aminudin, E., Omar, B., and Al-Sarayreh, A. (2022). Development of an impact-on-performance index (IPI) for construction pro-jects in Malaysia: a Delphi study. International Journal of Construction Management, 22(11), 2003–2012. https://doi.org/10.1080/15623599.2020.1762036
Maqsoom, A., Choudhry, R. M., Umer, M., and Mehmood, T. (2021). Influencing factors indicating time delay in construction projects: impact of firm size and experience. International Journal of Construction Management, 21(12), 1251–1262. https://doi.org/10.1080/15623599.2019.1613206
Matarneh, S., Danso-Amoako, M., Al-Bizri, S., Gaterell, M., and Matarneh, R. (2019). BIM-based facilities information: streamlining the in-formation exchange process. Journal of Engineering, Design and Technology, 17(6), 1304–1322. https://doi.org/10.1108/JEDT-02-2019-0048
McKnight, P., and Najab, J. (2010). The Mann–Whitney U Test. The Corsini Encyclopedia of Psychology, 1–1.
Mehale, K., Govender, C. M., and Mabaso, C. M. (2021). Maximising training evaluation for employee performance improvement. SA Journal of Human Resource Management. https://doi.org/10.4102/sajhrm
Nagy, O., Papp, I., and Szabó, R. Z. (2021). Construction 4.0 organisational level challenges and solutions. Sustainability (Switzerland), 13(21), 0–18. https://doi.org/10.3390/su132112321
Naji, K. K., Gunduz, M., and Naser, A. F. (2022). Construction Change Order Management Project Support System Utilizing Delphi Method. Journal of Civil Engineering and Management, 28(7), 564–589. https://doi.org/10.3846/jcem.2022.17203
Najjar, M. K., Figueiredo, K., Evangelista, A. C. J., Hammad, A. W. A., Tam, V. W. Y., and Haddad, A. (2022). Life cycle assessment method-ology integrated with BIM as a decision-making tool at early-stages of building design. International Journal of Construction Management, 22(4), 541–555. https://doi.org/10.1080/15623599.2019.1637098
Nasa, P., Jain, R., and Juneja, D. (2021). Delphi methodology in healthcare research: How to decide its appropriateness. World Journal of Methodology, 11(4), 116–129. https://doi.org/10.5662/wjm.v11.i4.116
Nda, M. M., and Fard, R. Y. (2013). The Impact of Employee Training and Development on Employee Productivity. Global Institute for Re-search and Education, 2(6), 91–93.
Oberer, B., and Erkollar, A. (2018). Leadership 4.0: Digital Leaders in the Age of Industry 4.0. International Journal of Organizational Leader-ship, 7(4), 404–412. https://doi.org/10.33844/ijol.2018.60332
Olawumi, T. O., and Chan, D. W. M. (2018). Identifying and prioritizing the benefits of integrating BIM and sustainability practices in construc-tion projects: A Delphi survey of international experts. Sustainable Cities and Society, 40, 16–27. https://doi.org/10.1016/j.scs.2018.03.033
Omura, M., Maguire, J., Levett-Jones, T., and Stone, T. E. (2016). Effectiveness of assertive communication training programs for health pro-fessionals and students: a systematic review protocol. JBI Database of Systematic Reviews and Implementation Reports, 14(10), 64–71. https://doi.org/10.11124/jbisrir-2016-003158
Oprach, S., Bolduan, T., Steuer, D., Vössing, M., and Haghsheno, S. (2019). Building the Future of the Construction Industry through Artificial Intelligence and Platform Thinking. Digitale Welt, 3(4), 40–44. https://doi.org/10.1007/s42354-019-0211-x
Ortner, T., Hautz, J., Stadler, C., and Matzler, K. (2025). Open strategy and digital transformation: A framework and future research agenda. International Journal of Management Reviews, 27(3), 324–345. https://doi.org/10.1111/ijmr.12379
Osorio-Gómez, C. C., Castro-Forero, M., Sexton, C., Zhang, J., and Zuluaga-Botero, L. V. (2022). Analysis of Gender Perception in the Con-struction Sector: Colombian Case. Construction Research Congress 2022, 1, 670–678. https://doi.org/10.1061/9780784483985.068
Osorio-Gómez, C. C., Herrera, R. F., and Pellicer, E. (2023). Exploring the interplay between Digital Transformation and Organizational Struc-tures in Construction Companies. 2023 Congreso Internacional de Innovación y Tendencias En Ingeniería (CONIITI), 1–5. https://doi.org/10.1109/CONIITI61170.2023.10324032
Osorio-Gómez, C. C., Herrera, R. F., Prieto-Osorio, J. M., and Pellicer, E. (2024). Conceptual model for implementation of digital transformation and organizational structure in the construction sector. Ain Shams Engineering Journal, 15(7). https://doi.org/10.1016/j.asej.2024.102749
Osorio-Gómez, C. C., Herrera, R. F., Tupėnaitė, L., and Pellicer, E. (2025). The digital organization transformation (DOT) model: bridging digital transformation and organizational structures in construction firms. Journal of Civil Engineering and Management, 31(8), 909–925. https://doi.org/10.3846/jcem.2025.24318
Osorio-Gómez, C. C., Moreno-Falla, M. J., Ospina-Alvarado, A. M., and Ponz-Tienda, J. L. (2020). Lean Construction and BIM in the Value Chain of a Construction Company: A Case Study. Construction Research Congress 2020, 368–378. https://doi.org/10.1061/9780784482889.039
Panteli, C., Kylili, A., Stasiuliene, L., Seduikyte, L., and Fokaides, P. A. (2018). A framework for building overhang design using Building Infor-mation Modeling and Life Cycle Assessment. Journal of Building Engineering, 20, 248–255. https://doi.org/10.1016/j.jobe.2018.07.022
Papadonikolaki, E., Krystallis, I., and Morgan, B. (2020). Digital Transformation in Construction : Systematic Literature Review of Evolving Concepts. Engineering Project Organization Conference, 1–14. https://discovery.ucl.ac.uk/id/eprint/10113245/
Pellicer, E., Yepes, V., Correa, C. L., and Alarcón, L. F. (2012). Organizational improvement through standardization of the innovation process in construction firms. EMJ - Engineering Management Journal, 24(2), 40–53. https://doi.org/10.1080/10429247.2012.11431935
Pellicer, E., Yepes, V., Correa, C. L., and Alarcón, L. F. (2014). Model for Systematic Innovation in Construction Companies. Journal of Con-struction Engineering and Management, 140(4), 1–8. https://doi.org/10.1061/(asce)co.1943-7862.0000700
Pereira, R., and dos Santos, N. (2023). Neoindustrialization—Reflections on a New Paradigmatic Approach for the Industry: A Scoping Review on Industry 5.0. Logistics, 7(3). https://doi.org/10.3390/logistics7030043
Porter, M. (2001). The value chain and competitive advantagee. In Understanding business processes (pp. 50–66).
Porter, M., and Heppelmann, J. (2014). How smart, connected products are transforming competition. Harvard Business Review, November 2014.
Pozzi, R., Rossi, T., and Secchi, R. (2023). Industry 4.0 technologies: critical success factors for implementation and improvements in manu-facturing companies. Production Planning and Control, 34(2), 139–158. https://doi.org/10.1080/09537287.2021.1891481
Raadt, A., Warrens, M., Bosker, R., and Kiers, H. (2021). A Comparison of Reliability Coefficients for Ordinal Rating Scales. Journal of Classi-fication, 38, 519–543. https://doi.org/10.1007/s00357-021-09386-5
Rodriguez, J., and Walters, K. (2017). The Importance of Training and Development in Employee Performance and Evaluation. International Journal Peer Reviewed Journal Refereed Journal Indexed Journal UGC Approved Journal Impact Factor, 3(10), 206–212. www.wwjmrd.com
Rodríguez-Mañas, L., Féart, C., Mann, G., Viña, J., Chatterji, S., Chodzko-Zajko, W., Gonzalez-Colaço Harmand, M., Bergman, H., Carcaillon, L., Nicholson, C., Scuteri, A., Sinclair, A., Pelaez, M., Van Der Cammen, T., Beland, F., Bickenbach, J., Delamarche, P., Ferrucci, L., Fried, L. P., … Vega, E. (2013). Searching for an operational definition of frailty: A delphi method based consensus statement. the frailty operative definition-consensus conference project. Journals of Gerontology - Series A Biological Sciences and Medical Sciences, 68(1), 62–67. https://doi.org/10.1093/gerona/gls119
Sawhney, A., Riley, M., Irizarry, J., and Pérez, C. T. (2020). A proposed framework for Construction 4.0 based on a review of literature. 1, 301–291. https://doi.org/10.29007/4nk3
Schreckling, E., and Steiger, C. (2017). Digitalize or Drown. Shaping the Digital Enterprise.
Sforzini, L., Worrell, C., Kose, M., Anderson, I. M., Aouizerate, B., Arolt, V., Bauer, M., Baune, B. T., Blier, P., Cleare, A. J., Cowen, P. J., Dinan, T. G., Fagiolini, A., Ferrier, I. N., Hegerl, U., Krystal, A. D., Leboyer, M., McAllister-Williams, R. H., McIntyre, R. S., … Pariante, C. M. (2022). A Del-phi-method-based consensus guideline for definition of treatment-resistant depression for clinical trials. Molecular Psychiatry, 27(3), 1286–1299. https://doi.org/10.1038/s41380-021-01381-x
Shirazi, B., Langford, D. A., and Rowlinson, S. M. (1996). Organizational structures in the construction industry. Construction Management and Economics, 14(3), 199–212. https://doi.org/10.1080/014461996373467
Succar, B. (2009). Building information modelling framework: A research and delivery foundation for industry stakeholders. Automation in Construction, 18(3), 357–375. https://doi.org/10.1016/j.autcon.2008.10.003
Sun, L., Dong, H., Hussain, F. K., Hussain, O. K., and Chang, E. (2014). Cloud service selection: State-of-the-art and future research directions. Journal of Network and Computer Applications, 45, 134–150. https://doi.org/10.1016/j.jnca.2014.07.019
Tastle, W. J., and Wierman, M. J. (2007). Consensus and dissention: A measure of ordinal dispersion. International Journal of Approximate Reasoning, 45(3), 531–545. https://doi.org/10.1016/j.ijar.2006.06.024
Tchidi, M. F., He, Z., and Li, Y. B. (2012). Process and quality improvement using Six Sigma in construction industry. Journal of Civil Engineer-ing and Management, 18(2), 158–172. https://doi.org/10.3846/13923730.2012.657411
Tunji-Olayeni, P., Aigbavboa, C., Oke, A., and Chukwu, N. (2024). Research trends in industry 5.0 and its application in the construction indus-try. Technological Sustainability, 3(1), 1–23. https://doi.org/10.1108/TECHS-07-2023-0029
Turner, C. J., Oyekan, J., Stergioulas, L., and Griffin, D. (2021). Utilizing Industry 4.0 on the Construction Site: Challenges and Opportunities. IEEE Transactions on Industrial Informatics, 17(2), 746–756. https://doi.org/10.1109/TII.2020.3002197
Umar, T. (2021). Applications of drones for safety inspection in the Gulf Cooperation Council construction. Engineering, Construction and Ar-chitectural Management, 28(9), 2337–2360. https://doi.org/10.1108/ECAM-05-2020-0369
Valdés, M. G., and Marín, M. S. (2013). Delphi method for the expert consultation in the scientific research. Revista Cubana de Salud Publica, 39(2), 253–267.
von der Gracht, H. A. (2012). Consensus measurement in Delphi studies. Review and implications for future quality assurance. Technological Forecasting and Social Change, 79(8), 1525–1536. https://doi.org/10.1016/j.techfore.2012.04.013
Westland, C. J. (2010). Lower bounds on sample size in structural equation modeling. Electronic Commerce Research and Applications, 9(6), 476–487. https://doi.org/10.1016/j.elerap.2010.07.003
Xu, X., Lu, Y., Vogel-Heuser, B., and Wang, L. (2021). Industry 4.0 and Industry 5.0—Inception, conception and perception. Journal of Manu-facturing Systems, 61, 530–535. https://doi.org/10.1016/j.jmsy.2021.10.006
Yagiz, K., Ustundag, A., and Cevikcan, E. (2017). Maturity and Readiness Model for Industry 4.0 Strategy Implementation of Industry 4.0 strategies require wide applications in companies. In Industry 4.0: Managing The Digital Transformation. https://doi.org/10.1007/978-3-319-57870-5_4
Yap, B. W., and Sim, C. H. (2011). Comparisons of various types of normality tests. Journal of Statistical Computation and Simulation, 81(12), 2141–2155. https://doi.org/10.1080/00949655.2010.520163
Yitmen, I., Almusaed, A., and Alizadehsalehi, S. (2023). Investigating the Causal Relationships among Enablers of the Construction 5.0 Para-digm: Integration of Operator 5.0 and Society 5.0 with Human-Centricity, Sustainability, and Resilience. Sustainability (Switzerland), 15(11). https://doi.org/10.3390/su15119105
Zheng, W., Yang, B., and McLean, G. N. (2010). Linking organizational culture, structure, strategy, and organizational effectiveness: Mediating role of knowledge management. Journal of Business Research, 63(7), 763–771. https://doi.org/10.1016/j.jbusres.2009.06.005
Downloads
Published
Versions
- 2026-03-16 (3)
- 2026-03-16 (2)
- 2026-03-10 (1)
How to Cite
Issue
Section
License
Copyright (c) 2026 Cristian Camilo Osorio Gómez, Rodrigo Herrera, Vicente González, Eugenio Pellicer

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.


