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This paper addresses a key barrier to adoption: economic uncertainty in the development and deployment of 3DCP production systems. Drawing on a case study of a commercial 3DCP facility, we develop a three-stage stochastic decision-support framework to guide scaling efforts. The first stage quantifies cost uncertainties in hardware, software, and material systems. The second stage evaluates strategic development pathways under multiple future scenarios. The third stage integrates investment costs to support full cost-benefit assessments. Anchored in the Resource-Based View (RBV), our approach identifies how firms can mobilize technological, financial, and human resources in uncertain environments. Methodologically, we combine Monte Carlo simulations with Simulation Decomposition (SimDec) to enable multivariate cost-benefit analysis. The result is a practical toolkit for managers navigating early-stage innovation in construction production. This research contributes to scholarship on technology adoption, strategic investment under uncertainty, and sustainability transitions in construction.<\/jats:p>","DOI":"10.36680\/j.itcon.2026.008","type":"journal-article","created":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T08:54:04Z","timestamp":1771491244000},"page":"180","source":"Crossref","is-referenced-by-count":0,"title":["How to scale a 3D concrete printing facility? A stochastic decision-support framework for production investment"],"prefix":"10.36680","author":[{"given":"Alexander N.","family":"Walzer","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/05a28rw58","id-type":"ROR","asserted-by":"publisher"}],"name":"ETH Zurich"}]},{"given":"Mariia","family":"Kozlova","sequence":"additional","affiliation":[{"name":"LUT University"}]},{"given":"Ashish","family":"Mohite","sequence":"additional","affiliation":[{"name":"Hyperion Robotics"}]},{"given":"Julian S.","family":"Yeomans","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/05fq50484","id-type":"ROR","asserted-by":"publisher"}],"name":"York University"}]},{"given":"Daniel M.","family":"Hall","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/02e2c7k09","id-type":"ROR","asserted-by":"publisher"}],"name":"Delft University of Technology"}]}],"member":"22655","published-online":{"date-parts":[[2026,2,19]]},"reference":[{"key":"ref0","doi-asserted-by":"crossref","unstructured":"Akintoye, A. 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Cement and Concrete Research, 161, 106948. DOI: 10.1016\/j.cemconres.2022.106948 DOI: 10.1016\/j.cemconres.2022.106948","DOI":"10.1016\/j.cemconres.2022.106948"},{"key":"ref6","doi-asserted-by":"crossref","unstructured":"Bos, F., Wolfs, R., Ahmed, Z., & Salet, T. (2016). \"Additive manufacturing of concrete in construction: potentials and challenges of 3D concrete printing.\" Architectural Engineering and Design Management, 12(6), 209-225. DOI: 10.1080\/17452759.2016.1209867 DOI: 10.1080\/17452759.2016.1209867","DOI":"10.1080\/17452759.2016.1209867"},{"key":"ref7","unstructured":"Brealey, R. A., Myers, S. C., & Allen, F. (2011). Principles of Corporate Finance (10th ed.). McGraw-Hill\/Irwin."},{"key":"ref8","doi-asserted-by":"crossref","unstructured":"Cheng, T. C. E. (1991). An economic order quantity model with demand-dependent unit production cost and imperfect production processes. IIE Transactions, 23(1), 23-28. https:\/\/doi.org\/10.1080\/07408179108963838 DOI: 10.1080\/07408179108963838","DOI":"10.1080\/07408179108963838"},{"key":"ref9","unstructured":"Chopra, S., & Meindl, P. (2001). Supply Chain Management: Strategy, Planning, and Operation."},{"key":"ref10","doi-asserted-by":"crossref","unstructured":"Curran, R., Raghunathan, S., & Price, M. (2004). Review of aerospace engineering cost modelling: The genetic causal approach. Progress in Aerospace Sciences, 40(8), 487\u2013534. https:\/\/doi.org\/10.1016\/j.paerosci.2004.10.001 DOI: 10.1016\/j.paerosci.2004.10.001","DOI":"10.1016\/j.paerosci.2004.10.001"},{"key":"ref11","doi-asserted-by":"crossref","unstructured":"De Schutter, G., Lesage, K., Mechtcherine, V., Nerella, V. N., Habert, G., & Agusti-Juan, I. (2018). Vision of 3D printing with concrete \u2014 Technical, economic, and environmental potentials. Cement and Concrete Research, 112, 25-36. https:\/\/doi.org\/10.1016\/j.cemconres.2018.06.001 DOI: 10.1016\/j.cemconres.2018.06.001","DOI":"10.1016\/j.cemconres.2018.06.001"},{"key":"ref12","doi-asserted-by":"crossref","unstructured":"De Wolf, C., Pomponi, F., & Moncaster, A. (2017). \"Measuring embodied carbon dioxide equivalent of buildings: A review and critique of current industry practice.\" Energy and Buildings, 140, 68-80. DOI: 10.1016\/j.enbuild.2017.01.075 DOI: 10.1016\/j.enbuild.2017.01.075","DOI":"10.1016\/j.enbuild.2017.01.075"},{"key":"ref13","doi-asserted-by":"crossref","unstructured":"Dmitrenko, A., Lebedyk, G., & Nesterenko, M. (2018). Product Cost Calculation Methods in Construction. International Journal of Engineering & Technology, 7(3.2), 6-11. DOI: 10.14419\/ijet.v7i3.2.14367","DOI":"10.14419\/ijet.v7i3.2.14367"},{"key":"ref14","unstructured":"Eastman, C., Teicholz, P., Sacks, R., & Liston, K. (2011). BIM handbook: A guide to building information modeling for owners, managers, designers, engineers, and contractors. John Wiley & Sons."},{"key":"ref15","doi-asserted-by":"crossref","unstructured":"Eisenhardt, K. M. (1989). Building theories from case study research. Academy of Management Review, 14(4), 532-550. DOI: 10.2307\/258557","DOI":"10.2307\/258557"},{"key":"ref16","doi-asserted-by":"crossref","unstructured":"Eisenhardt, K. M., & Graebner, M. E. (2007). Theory building from cases: Opportunities and challenges. Academy of Management Journal, 50(1), 25-32. DOI: 10.5465\/amj.2007.24160888","DOI":"10.5465\/amj.2007.24160888"},{"key":"ref17","doi-asserted-by":"crossref","unstructured":"Eisenhardt, K. M., & Martin, J. A. (2000). \"Dynamic capabilities: What are they?\" Strategic Management Journal, 21(10-11), 1105-1121. DOI: 10.1002\/1097-0266(200010\/11)21:10\/11<1105::AID-SMJ133>3.0.CO;2-E DOI: 10.1002\/1097-0266(200010\/11)21:10\/11<1105::AID-SMJ133>3.0.CO;2-E","DOI":"10.1002\/1097-0266(200010\/11)21:10\/11<1105::AID-SMJ133>3.0.CO;2-E"},{"key":"ref18","doi-asserted-by":"crossref","unstructured":"Gardan J, Hedjazi L, Attajer A (2025). Additive manufacturing in construction: state of the art and emerging trends in civil engineering, ITcon Vol. 30, Special issue Construction 5.0, pg. 92-112, https:\/\/doi.org\/10.36680\/j.itcon.2025.005 DOI: 10.36680\/j.itcon.2025.005","DOI":"10.36680\/j.itcon.2025.005"},{"key":"ref19","unstructured":"Garrison, R. H., Noreen, E. W., & Brewer, P. C. (2021). Managerial accounting. McGraw-Hill."},{"key":"ref20","doi-asserted-by":"crossref","unstructured":"Geissdoerfer, M., Morioka, S. N., de Carvalho, M. M., & Evans, S. (2018). Business models and supply chains for the circular economy. Journal of Cleaner Production, 190, 712-721. https:\/\/doi.org\/10.1016\/j.jclepro.2018.04.159 DOI: 10.1016\/j.jclepro.2018.04.159","DOI":"10.1016\/j.jclepro.2018.04.159"},{"key":"ref21","doi-asserted-by":"crossref","unstructured":"Gibb, A., & Isack, F. (2003). Re-engineering through pre-assembly: client expectations and drivers. Building Research & Information, 31(2), 146\u2013160. https:\/\/doi.org\/10.1080\/09613210302000 DOI: 10.1080\/09613210302000","DOI":"10.1080\/09613210302000"},{"key":"ref22","doi-asserted-by":"crossref","unstructured":"Graser, K., Walzer, A. N., Hunhevicz, J. J., J\u00e4hne, R., Seiler, F., W\u00fcst, R., & Hall, D. M. (2023). Qualitative technology evaluation of digital fabrication with concrete: Conceptual framework and scoreboard. Automation in Construction, 154, Article 104964. https:\/\/doi.org\/10.1016\/j.autcon.2023.104964 DOI: 10.1016\/j.autcon.2023.104964","DOI":"10.1016\/j.autcon.2023.104964"},{"key":"ref23","doi-asserted-by":"crossref","unstructured":"Hager, I., Golonka, A., & Putanowicz, R. (2016). \"3D Printing of Buildings and Building Components as the Future of Sustainable Construction?\" Procedia Engineering, 151, 292-299. DOI: 10.1016\/j.proeng.2016.07.357 DOI: 10.1016\/j.proeng.2016.07.357","DOI":"10.1016\/j.proeng.2016.07.357"},{"key":"ref24","doi-asserted-by":"crossref","unstructured":"Hargadon, A., & Douglas, Y. (2001). When innovations meet institutions: Edison and the design of the electric light. Administrative Science Quarterly, 46(3), 476-501. DOI: 10.2307\/3094872","DOI":"10.2307\/3094872"},{"key":"ref25","doi-asserted-by":"crossref","unstructured":"Hassan, H., Rodriguez-Ubinas, E., Al Tamimi, A., Trepci, E., Mansouri, A., & Almehairbi, K. (2024). Towards innovative and sustainable buildings: A comprehensive review of 3D printing in construction. Automation in Construction, 163, Article 105417. https:\/\/doi.org\/10.1016\/j.autcon.2024.105417 DOI: 10.1016\/j.autcon.2024.105417","DOI":"10.1016\/j.autcon.2024.105417"},{"key":"ref26","doi-asserted-by":"crossref","unstructured":"Horngren, C. T., Foster, G., Datar, S. M., Rajan, M., Ittner, C., & Baldwin, A. A. (2010). Cost accounting: A managerial emphasis. Issues in Accounting Education, 25(4), 789\u2013790. https:\/\/doi.org\/10.2308\/iace.2010.25.4.789 DOI: 10.2308\/iace.2010.25.4.789","DOI":"10.2308\/iace.2010.25.4.789"},{"key":"ref27","doi-asserted-by":"crossref","unstructured":"Hubbard, D. W. (2020). The failure of risk management: Why it\u2019s broken and how to fix it. John Wiley & Sons. DOI: 10.1002\/9781119521914","DOI":"10.1002\/9781119521914"},{"key":"ref28","unstructured":"Hyperion. (2024). Hyperion Robotics homepage. Retrieved from https:\/\/www.hyperionrobotics.com\/"},{"key":"ref29","doi-asserted-by":"crossref","unstructured":"Kozlova, M., & Yeomans, J. S. (2022). Monte Carlo enhancement via simulation decomposition: A \u201cmust-have\u201d inclusion for many disciplines. INFORMS Transactions on Education, 22(3), 147-159. DOI: 10.1287\/ited.2019.0240","DOI":"10.1287\/ited.2019.0240"},{"key":"ref30","doi-asserted-by":"crossref","unstructured":"Kozlova, M., & Yeomans, J. S. (2024). Sensitivity Analysis for Business, Technology, and Policymaking: Made Easy with Simulation Decomposition (SimDec). Taylor & Francis. DOI: 10.4324\/9781003453789","DOI":"10.4324\/9781003453789"},{"key":"ref31","doi-asserted-by":"crossref","unstructured":"Kozlova, M., Ahola, A., Roy, P. T., & Yeomans, J. S. (2025). Simple binning algorithm and SimDec visualization for comprehensive sensitivity analysis of complex computational models. Journal of Environmental Informatics Letters, 13(1), 38-56. https:\/\/doi.org\/10.3808\/jeil.202400149 DOI: 10.3808\/jeil.202400149","DOI":"10.3808\/jeil.202400149"},{"key":"ref32","doi-asserted-by":"crossref","unstructured":"Kozlova, M., Collan, M., & Luukka, P. (2017). Simulation decomposition: New approach for better simulation analysis of multi-variable investment projects. DOI: 10.25102\/fer.2016.02.01","DOI":"10.25102\/fer.2016.02.01"},{"key":"ref33","doi-asserted-by":"crossref","unstructured":"Kozlova, M., Lo Piano S., & Yeomans, J. S. (2024a). Methodological landscape of sensitivity analysis and the place of SimDec. In M. Kozlova & J. S. Yeomans (Eds.), Sensitivity Analysis for Business, Technology, and Policymaking Made Easy with Simulation Decomposition. Routledge. DOI: 10.4324\/9781003453789","DOI":"10.4324\/9781003453789"},{"key":"ref34","doi-asserted-by":"crossref","unstructured":"Kozlova, M., Moss, R. J., Roy, P., Alam, A., & Yeomans, J. S. (2024b). SimDec algorithm and guidelines for its usage and interpretation. In M. Kozlova & J. S. Yeomans (Eds.), Sensitivity Analysis for Business, Technology, and Policymaking Made Easy with Simulation Decomposition. Routledge. DOI: 10.4324\/9781003453789","DOI":"10.4324\/9781003453789"},{"key":"ref35","doi-asserted-by":"crossref","unstructured":"Kozlova, M., Moss, R. J., Yeomans, J. S., & Caers, J. (2024c). Uncovering heterogeneous effects in computational models for sustainable decision-making. Environmental Modelling & Software, 171, 105898. DOI: 10.1016\/j.envsoft.2023.105898","DOI":"10.1016\/j.envsoft.2023.105898"},{"key":"ref36","doi-asserted-by":"crossref","unstructured":"Kucherenko, S., Klymenko, O. V., & Shah, N. (2017). Sobol' indices for problems defined in non-rectangular domains. Reliability Engineering and System Safety, 167, 218-231. DOI: 10.1016\/j.ress.2017.06.001","DOI":"10.1016\/j.ress.2017.06.001"},{"key":"ref37","doi-asserted-by":"crossref","unstructured":"Le, T. T., Austin, S. A., Lim, S., Buswell, R. A., Law, R., Gibb, A. G. F., & Thorpe, T. (2012). Hardened properties of high-performance printing concrete. Cement and Concrete Research, 42(3), 558-566. https:\/\/doi.org\/10.1016\/j.cemconres.2011.12.003 DOI: 10.1016\/j.cemconres.2011.12.003","DOI":"10.1016\/j.cemconres.2011.12.003"},{"key":"ref38","doi-asserted-by":"crossref","unstructured":"Lim, S., Buswell, R. A., Le, T. T., Austin, S. A., Gibb, A. G., & Thorpe, T. (2012). \"Developments in construction-scale additive manufacturing processes.\" Automation in Construction, 21, 262-268. DOI: 10.1016\/j.autcon.2011.06.010 DOI: 10.1016\/j.autcon.2011.06.010","DOI":"10.1016\/j.autcon.2011.06.010"},{"key":"ref39","doi-asserted-by":"crossref","unstructured":"Mantha B R K, Kalasapudi V S, Upadhyaya A V A, Thomas A (2025). A life cycle cost analysis framework to compare fixed sensor network and on-demand robot-based data collection in indoor building environments, ITcon Vol. 30, pg. 1680-1706, https:\/\/doi.org\/10.36680\/j.itcon.2025.069 DOI: 10.36680\/j.itcon.2025.069","DOI":"10.36680\/j.itcon.2025.069"},{"key":"ref40","doi-asserted-by":"crossref","unstructured":"Marzban, S., & Lahmer, T. (2016). Conceptual implementation of the variance-based sensitivity analysis for the calculation of the first-order effects. Journal of Statistical Theory and Practice, 10, 589-611. DOI: 10.1080\/15598608.2016.1207578","DOI":"10.1080\/15598608.2016.1207578"},{"key":"ref41","unstructured":"Mun, J. (2006). Real Options Analysis: Tools and Techniques for Valuing Strategic Investments and Decisions. John Wiley & Sons"},{"key":"ref42","doi-asserted-by":"crossref","unstructured":"Myers, D. (2003). The future of construction economics as an academic discipline. Construction Management and Economics, 21(2), 103\u2013106. https:\/\/doi.org\/10.1080\/0144619032000056117 DOI: 10.1080\/0144619032000056117","DOI":"10.1080\/0144619032000056117"},{"key":"ref43","doi-asserted-by":"crossref","unstructured":"Myers, D. (2016). Construction Economics: A New Approach (4th ed.). Routledge. https:\/\/doi.org\/10.4324\/9781315645698 DOI: 10.4324\/9781315645698","DOI":"10.4324\/9781315645698"},{"key":"ref44","doi-asserted-by":"crossref","unstructured":"Nagatoishi, M. & Fruchter, R. (2023). Construction management in space: explore solution space of optimal schedule and cost estimate, ITcon Vol. 28, Special issue The future of construction in the context of digital transformation (CONVR 2022), pg. 597-621, https:\/\/doi.org\/10.36680\/j.itcon.2023.032 DOI: 10.36680\/j.itcon.2023.032","DOI":"10.36680\/j.itcon.2023.032"},{"key":"ref45","unstructured":"Needles, B. E., Powers, M., & Crosson, S. V. (2011). Principles of accounting. Cengage Learning."},{"key":"ref46","doi-asserted-by":"crossref","unstructured":"Park, J., & Simpson, T. W. (2005). Development of a production cost estimation framework to support product family design. International Journal of Production Research, 43(4), 731\u2013772. https:\/\/doi.org\/10.1080\/00207540512331311903 DOI: 10.1080\/00207540512331311903","DOI":"10.1080\/00207540512331311903"},{"key":"ref47","doi-asserted-by":"crossref","unstructured":"Pianosi, F., Beven, K., Freer, J., Hall, J. W., Rougier, J., Stephenson, D. B., & Wagener, T. (2016). Sensitivity analysis of environmental models: A systematic review with practical workflow. Environmental Modelling & Software, 79, 214-232. DOI: 10.1016\/j.envsoft.2016.02.008","DOI":"10.1016\/j.envsoft.2016.02.008"},{"key":"ref48","doi-asserted-by":"crossref","unstructured":"Ranasinghe, M. (1996). Total project cost: a simplified model for decision makers. Construction Management and Economics, 14(6), 497\u2013505. https:\/\/doi.org\/10.1080\/014461996373205 DOI: 10.1080\/014461996373205","DOI":"10.1080\/014461996373205"},{"key":"ref49","doi-asserted-by":"crossref","unstructured":"Robert, C. P., & Casella, G. (2004). Monte Carlo Statistical Methods. Springer New York. https:\/\/doi.org\/10.1007\/978-1-4757-4145-2 DOI: 10.1007\/978-1-4757-4145-2","DOI":"10.1007\/978-1-4757-4145-2"},{"key":"ref50","doi-asserted-by":"crossref","unstructured":"Roy, P. T., & Kozlova, M. (2024). Simulation Decomposition in Python. Journal of Open Source Software, 9(98), 6713. DOI: 10.21105\/joss.06713","DOI":"10.21105\/joss.06713"},{"key":"ref51","doi-asserted-by":"crossref","unstructured":"Saltelli, A., Aleksankina, K., Becker, W., Fennell, P., Ferretti, F., Holst, N., ... & Wu, Q. (2019). Why so many published sensitivity analyses are false: A systematic review of sensitivity analysis practices. Environmental modelling & software, 114, 29-39. DOI: 10.1016\/j.envsoft.2019.01.012","DOI":"10.1016\/j.envsoft.2019.01.012"},{"key":"ref52","doi-asserted-by":"crossref","unstructured":"Saltelli, A., Bammer, G., Bruno, I., Charters, E., Di Fiore, M., Didier, E., Nelson Espeland, W., Kay, J., Lo Piano, S., & Mayo, D. (2020). Five ways to ensure that models serve society: A manifesto. Nature, 582(7813), 482\u2013484. DOI: 10.1038\/d41586-020-01812-9","DOI":"10.1038\/d41586-020-01812-9"},{"key":"ref53","doi-asserted-by":"crossref","unstructured":"Saltelli, A., Ratto, M., Andres, T., Campolongo, F., Cariboni, J., Gatelli, D., Saisana, M., & Tarantola, S. (2008). Global sensitivity analysis: The primer. John Wiley & Sons. DOI: 10.1002\/9780470725184","DOI":"10.1002\/9780470725184"},{"key":"ref54","unstructured":"Savage, S. L., & Markowitz, H. M. (2009). The flaw of averages: Why we underestimate risk in the face of uncertainty. John Wiley & Sons."},{"key":"ref55","doi-asserted-by":"crossref","unstructured":"Siggelkow, N. (2007). Persuasion with case studies. Academy of Management Journal, 50(1), 20-24. DOI: 10.5465\/amj.2007.24160882","DOI":"10.5465\/amj.2007.24160882"},{"key":"ref56","doi-asserted-by":"crossref","unstructured":"Tan, T., Graser, K., Walzer, A. N., Ng, M. S., & Hall, D. M. (2025). Exploring the implementation of digital fabrication in construction: Combining system approaches and a revelatory case study from Switzerland. Journal of Construction Engineering and Management, 151(12), 05025016. https:\/\/doi.org\/10.1061\/JCEMD4.COENG-16680 DOI: 10.1061\/JCEMD4.COENG-16680","DOI":"10.1061\/JCEMD4.COENG-16680"},{"key":"ref57","doi-asserted-by":"crossref","unstructured":"Tan, T., Mills, G., Papadonikolaki, E., & Liu, Z. (2021). Combining multi-criteria decision making (MCDM) methods with building information modelling (BIM): A review. Automation in Construction, 121, 103451. https:\/\/doi.org\/10.1016\/j.autcon.2020.103451 DOI: 10.1016\/j.autcon.2020.103451","DOI":"10.1016\/j.autcon.2020.103451"},{"key":"ref58","doi-asserted-by":"crossref","unstructured":"Taylor, J. E., Dossick, C. S., & Garvin, M. (2010). Meeting the burden of proof with case-study research. Journal of Construction Engineering and Management, 137(4), 303-311. https:\/\/doi.org\/10.1061\/(ASCE)CO.1943-7862.0000283 DOI: 10.1061\/(ASCE)CO.1943-7862.0000283","DOI":"10.1061\/(ASCE)CO.1943-7862.0000283"},{"key":"ref59","unstructured":"Taylor, J., & Levitt, R. (2004). Understanding and managing systemic innovation in project-based industries. Innovations: Project Management Research, 2004, 83-99. Project Management Institute."},{"key":"ref60","doi-asserted-by":"crossref","unstructured":"Teece, D. J., Pisano, G., & Shuen, A. (1997). \"Dynamic capabilities and strategic management.\" Strategic Management Journal, 18(7), 509-533. DOI: 10.1002\/(SICI)1097-0266(199708)18:7<509::AID-SMJ882>3.0.CO;2-Z DOI: 10.1002\/(SICI)1097-0266(199708)18:7<509::AID-SMJ882>3.0.CO;2-Z","DOI":"10.1002\/(SICI)1097-0266(199708)18:7<509::AID-SMJ882>3.0.CO;2-Z"},{"key":"ref61","unstructured":"Trigeorgis, L. (1996). Real Options: Managerial Flexibility and Strategy in Resource Allocation. MIT Press."},{"key":"ref62","doi-asserted-by":"crossref","unstructured":"Trigeorgis, L., & Reuer, J. J. (2017). Real options theory in strategic management. Strategic Management Journal, 38(1), 42\u201363. https:\/\/doi.org\/10.1002\/smj.2593 DOI: 10.1002\/smj.2593","DOI":"10.1002\/smj.2593"},{"key":"ref63","unstructured":"Walzer, A. N. (2025). Assessing multi-level uncertainties in construction robotics entrepreneurship by means of methodological pluralism (Doctoral dissertation). ETH Zurich. https:\/\/doi.org\/10.3929\/ethz-b-000705101"},{"key":"ref64","doi-asserted-by":"crossref","unstructured":"Walzer A. N., Kozlova, M., & Yeomans, J. S. (2024). Printing homes: Unit cost estimation for additive manufacturing in construction. In M. Kozlova & J. S. Yeomans (Eds.), Sensitivity Analysis for Business, Technology, and Policymaking Made Easy with Simulation Decomposition. Routledge. https:\/\/doi.org\/10.4324\/9781003453789-8 DOI: 10.4324\/9781003453789","DOI":"10.4324\/9781003453789"},{"key":"ref65","unstructured":"Walzer, A.N., Kozlova, M., Mohite A., and Yeomans, J.S. (2024a). \u201cImproving a 3D Concrete Printing Factory Using Stochastic Modelling for Decision-Support\u201d. In: 4th RILEM International Conference on Concrete and Digital Fabrication, Munich, Germany, September 04-06, 2024. https:\/\/doi.org\/10.3929\/ethz-b-000692647"},{"key":"ref66","doi-asserted-by":"crossref","unstructured":"Walzer, A. N., Tan, T., Graser, K., & Hall, D. M. (2024b). Bug or feature? Institutional misalignments between construction technology and venture capital. Construction Management and Economics, 43(2), 130\u2013152. https:\/\/doi.org\/10.1080\/01446193.2024.2401818 DOI: 10.1080\/01446193.2024.2401818","DOI":"10.1080\/01446193.2024.2401818"},{"key":"ref67","doi-asserted-by":"crossref","unstructured":"Wernerfelt, B. (1984). A resource-based view of the firm. Strategic Management Journal, 5(2), 171-180. https:\/\/doi.org\/10.1002\/smj.4250050207 DOI: 10.1002\/smj.4250050207","DOI":"10.1002\/smj.4250050207"},{"key":"ref68","doi-asserted-by":"crossref","unstructured":"Wu, S., Walzer, A. N., Kahlert, A., Dillenburger, B., & Hall, D. M. (2024). Understanding stakeholders\u2019 intention to use construction robots: A fuzzy-set qualitative comparative analysis. Construction Robotics, 8(5), Article 5. https:\/\/doi.org\/10.1007\/s41693-024-00115-z DOI: 10.1007\/s41693-024-00115-z","DOI":"10.1007\/s41693-024-00115-z"},{"key":"ref69","unstructured":"Yin, R. K. (2018). Case Study Research and Applications: Design and Methods. 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