{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T15:22:14Z","timestamp":1777735334822,"version":"3.51.4"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,7,25]],"date-time":"2024-07-25T00:00:00Z","timestamp":1721865600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,7,25]],"date-time":"2024-07-25T00:00:00Z","timestamp":1721865600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["72201209"],"award-info":[{"award-number":["72201209"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Northwestern Polytechnical University Doctoral Dissertation Innovation Fund","award":["CX2023072"],"award-info":[{"award-number":["CX2023072"]}]},{"DOI":"10.13039\/501100017611","name":"Social Science Foundation of Shaanxi Province","doi-asserted-by":"publisher","award":["2022R015"],"award-info":[{"award-number":["2022R015"]}],"id":[{"id":"10.13039\/501100017611","id-type":"DOI","asserted-by":"publisher"}]},{"name":"China Scholarship Council (CSC) scholarship","award":["202206290121"],"award-info":[{"award-number":["202206290121"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Oper Res"],"published-print":{"date-parts":[[2026,1]]},"DOI":"10.1007\/s10479-024-06169-0","type":"journal-article","created":{"date-parts":[[2024,7,26]],"date-time":"2024-07-26T13:01:33Z","timestamp":1721998893000},"page":"383-409","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["A hybrid approach for risk-informed decision-making in supply chain projects"],"prefix":"10.1007","volume":"356","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1497-858X","authenticated-orcid":false,"given":"Xu","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3533-7095","authenticated-orcid":false,"given":"Sijun","family":"Bai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6648-3306","authenticated-orcid":false,"given":"Abroon","family":"Qazi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3620-7658","authenticated-orcid":false,"given":"Mark","family":"Goh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,7,25]]},"reference":[{"key":"6169_CR1","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1016\/j.eswa.2018.04.015","volume":"107","author":"H Aboutorab","year":"2018","unstructured":"Aboutorab, H., Saberi, M., Asadabadi, M. R., Hussain, O., & Chang, E. (2018). ZBWM: The Z-number extension of best worst method and its application for supplier development. Expert Systems with Applications, 107, 115\u2013125.","journal-title":"Expert Systems with Applications"},{"issue":"1","key":"6169_CR2","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1177\/8756972819866577","volume":"51","author":"A Ahmadi-Javid","year":"2019","unstructured":"Ahmadi-Javid, A., Fateminia, S. H., & Gem\u00fcnden, H. G. (2019). A method for risk response planning in project portfolio management. Project Management Journal, 51(1), 77\u201395.","journal-title":"Project Management Journal"},{"issue":"18","key":"6169_CR3","doi-asserted-by":"publisher","first-page":"5640","DOI":"10.1080\/00207543.2015.1047975","volume":"53","author":"F Aqlan","year":"2015","unstructured":"Aqlan, F., & Lam, S. S. (2015). Supply chain risk modelling and mitigation. International Journal of Production Research, 53(18), 5640\u20135656.","journal-title":"International Journal of Production Research"},{"key":"6169_CR4","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1016\/j.knosys.2018.07.002","volume":"162","author":"MR Asadabadi","year":"2018","unstructured":"Asadabadi, M. R. (2018). The stratified multi-criteria decision-making method. Knowledge-Based Systems, 162, 115\u2013123.","journal-title":"Knowledge-Based Systems"},{"key":"6169_CR5","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1007\/s10479-022-04878-y","volume":"322","author":"MR Asadabadi","year":"2023","unstructured":"Asadabadi, M. R., Ahmadi, H. B., Gupta, H., & Liou, J. J. H. (2023). Supplier selection to support environmental sustainability: The stratified BWM TOPSIS method. Annals of Operations Research, 322, 321\u2013344.","journal-title":"Annals of Operations Research"},{"issue":"2","key":"6169_CR6","doi-asserted-by":"publisher","first-page":"482","DOI":"10.1016\/j.ejor.2019.11.018","volume":"291","author":"MR Asadabadi","year":"2021","unstructured":"Asadabadi, M. R., & Zwikael, O. (2021). Integrating risk into estimations of project activities\u2019 time and cost: A stratified approach. European Journal of Operational Research, 291(2), 482\u2013490.","journal-title":"European Journal of Operational Research"},{"issue":"7","key":"6169_CR7","doi-asserted-by":"publisher","first-page":"1596","DOI":"10.1080\/01605682.2021.1915193","volume":"73","author":"L Bai","year":"2021","unstructured":"Bai, L., Sun, Y., Shi, H., Shi, C., Bai, J., & Han, X. (2021). Dynamic assessment modelling for project portfolio benefits. Journal of the Operational Research Society, 73(7), 1596\u20131619.","journal-title":"Journal of the Operational Research Society"},{"issue":"1","key":"6169_CR8","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1057\/palgrave.jors.2601029","volume":"52","author":"I Ben-David","year":"2001","unstructured":"Ben-David, I., & Raz, T. (2001). An integrated approach for risk response development in project planning. Journal of the Operational Research Society, 52(1), 14\u201325.","journal-title":"Journal of the Operational Research Society"},{"issue":"6","key":"6169_CR9","doi-asserted-by":"publisher","first-page":"830","DOI":"10.1016\/j.ijproman.2012.11.006","volume":"31","author":"C Beringer","year":"2013","unstructured":"Beringer, C., Jonas, D., & Kock, A. (2013). Behavior of internal stakeholders in project portfolio management and its impact on success. International Journal of Project Management, 31(6), 830\u2013846.","journal-title":"International Journal of Project Management"},{"issue":"2","key":"6169_CR10","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1111\/poms.12234","volume":"24","author":"A Brinkhoff","year":"2014","unstructured":"Brinkhoff, A., \u00d6zer, \u00d6., & Sargut, G. (2014). All you need is trust? An examination of inter-organizational supply chain projects. Production and Operations Management, 24(2), 181\u2013200.","journal-title":"Production and Operations Management"},{"key":"6169_CR11","doi-asserted-by":"publisher","DOI":"10.1108\/ECAM-12-2022-1158","author":"B Deng","year":"2023","unstructured":"Deng, B., Lv, X., Du, Y., Li, X., & Yin, Y. (2023). Critical risk factors for construction supply chain in China: A fuzzy synthetic evaluation analysis. Engineering, Construction and Architectural Management. https:\/\/doi.org\/10.1108\/ECAM-12-2022-1158","journal-title":"Engineering, Construction and Architectural Management."},{"key":"6169_CR12","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2022.103694","volume":"141","author":"I Dikmen","year":"2022","unstructured":"Dikmen, I., Atasoy, G., Erol, H., Kaya, H. D., & Birgonul, M. T. (2022). A decision-support tool for risk and complexity assessment and visualization in construction projects. Computers in Industry, 141, 103694.","journal-title":"Computers in Industry"},{"key":"6169_CR13","doi-asserted-by":"publisher","first-page":"1130","DOI":"10.1109\/TEM.2022.3151491","volume":"71","author":"F Ecer","year":"2024","unstructured":"Ecer, F., & Torkayesh, A. (2024). A stratified fuzzy decision-making approach for sustainable circular supplier selection. IEEE Transactions on Engineering Management, 71, 1130\u20131144.","journal-title":"IEEE Transactions on Engineering Management"},{"issue":"6","key":"6169_CR14","doi-asserted-by":"publisher","first-page":"2870","DOI":"10.1016\/j.eswa.2014.11.034","volume":"42","author":"ZP Fan","year":"2015","unstructured":"Fan, Z. P., Li, Y. H., & Zhang, Y. (2015). Generating project risk response strategies based on CBR: A case study. Expert Systems with Applications, 42(6), 2870\u20132883.","journal-title":"Expert Systems with Applications"},{"issue":"3","key":"6169_CR15","doi-asserted-by":"publisher","first-page":"627","DOI":"10.1109\/TEM.2013.2242078","volume":"60","author":"C Fang","year":"2013","unstructured":"Fang, C., Marle, F., Xie, M., & Zio, E. (2013). An integrated framework for risk response planning under resource constraints in large engineering projects. IEEE Transactions on Engineering Management, 60(3), 627\u2013639.","journal-title":"IEEE Transactions on Engineering Management"},{"key":"6169_CR16","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2021.107657","volume":"161","author":"X Guan","year":"2021","unstructured":"Guan, X., Servranckx, T., & Vanhoucke, M. (2021). An analytical model for budget allocation in risk prevention and risk protection. Computers & Industrial Engineering, 161, 107657.","journal-title":"Computers & Industrial Engineering"},{"key":"6169_CR17","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1007\/s10479-022-05155-8","volume":"337","author":"X Guan","year":"2023","unstructured":"Guan, X., Servranckx, T., & Vanhoucke, M. (2023). Risk response budget allocation based on fault tree analysis and optimization. Annals of Operations Research, 337, 523\u2013564.","journal-title":"Annals of Operations Research"},{"issue":"5","key":"6169_CR18","doi-asserted-by":"publisher","first-page":"587","DOI":"10.1177\/8756972819870357","volume":"50","author":"A Kock","year":"2019","unstructured":"Kock, A., & Gem\u00fcnden, H. G. (2019). Project lineage management and project portfolio success. Project Management Journal, 50(5), 587\u2013601.","journal-title":"Project Management Journal"},{"key":"6169_CR19","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2022.103013","volume":"170","author":"X Lai","year":"2023","unstructured":"Lai, X., Chen, Z., Wang, X., & Chiu, C.-H. (2023). Risk propagation and mitigation mechanisms of disruption and trade risks for a global production network. Transportation Research Part E: Logistics and Transportation Review, 170, 103013.","journal-title":"Transportation Research Part E: Logistics and Transportation Review"},{"issue":"3","key":"6169_CR20","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1061\/(ASCE)CO.1943-7862.0001249","volume":"143","author":"Y Li","year":"2017","unstructured":"Li, Y., Wang, X. Y., & Wang, Y. H. (2017). Using bargaining game theory for risk allocation of public-private partnership projects: Insights from different alternating offer sequences of participants. Journal of Construction Engineering and Management, 143(3), 13.","journal-title":"Journal of Construction Engineering and Management"},{"issue":"6","key":"6169_CR21","doi-asserted-by":"publisher","first-page":"03122002","DOI":"10.1061\/(ASCE)ME.1943-5479.0001092","volume":"38","author":"T Narbaev","year":"2022","unstructured":"Narbaev, T., Haz\u0131r, \u00d6., & Agi, M. (2022). A review of the use of game theory in project management. Journal of Management in Engineering, 38(6), 03122002.","journal-title":"Journal of Management in Engineering"},{"issue":"5","key":"6169_CR22","doi-asserted-by":"publisher","first-page":"1449","DOI":"10.1109\/TEM.2019.2907787","volume":"68","author":"A Qazi","year":"2021","unstructured":"Qazi, A., & Dikmen, I. (2021). From risk matrices to risk networks in construction projects. IEEE Transactions on Engineering Management, 68(5), 1449\u20131460.","journal-title":"IEEE Transactions on Engineering Management"},{"issue":"1","key":"6169_CR23","doi-asserted-by":"publisher","first-page":"189","DOI":"10.1016\/j.ejor.2016.10.023","volume":"259","author":"A Qazi","year":"2017","unstructured":"Qazi, A., Quigley, J., Dickson, A., & Ekici, \u015e\u00d6. (2017). Exploring dependency based probabilistic supply chain risk measures for prioritising interdependent risks and strategies. European Journal of Operational Research, 259(1), 189\u2013204.","journal-title":"European Journal of Operational Research"},{"key":"6169_CR24","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2022.108766","volume":"174","author":"L Shen","year":"2022","unstructured":"Shen, L., Li, J., & Suo, W. (2022). Risk response for critical infrastructures with multiple interdependent risks: A scenario-based extended CBR approach. Computers & Industrial Engineering, 174, 108766.","journal-title":"Computers & Industrial Engineering"},{"issue":"2","key":"6169_CR25","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1287\/msom.2019.0840","volume":"23","author":"JM Song","year":"2021","unstructured":"Song, J. M., Zhao, Y., & Xu, X. (2021). Incentives and gaming in collaborative projects under risk-sharing partnerships. M&som-Manufacturing & Service Operations Management, 23(2), 453\u2013470.","journal-title":"M&som-Manufacturing & Service Operations Management"},{"issue":"1","key":"6169_CR26","doi-asserted-by":"publisher","first-page":"04020101","DOI":"10.1061\/(ASCE)ME.1943-5479.0000853","volume":"37","author":"G Su","year":"2021","unstructured":"Su, G., Hastak, M., Deng, X., & Khallaf, R. (2021). Risk sharing strategies for IPD Projects: Interactional analysis of participants\u2019 decision-making. Journal of Management in Engineering, 37(1), 04020101.","journal-title":"Journal of Management in Engineering"},{"issue":"7","key":"6169_CR27","doi-asserted-by":"publisher","first-page":"1328","DOI":"10.1016\/j.ijproman.2015.10.012","volume":"34","author":"AMT Thom\u00e9","year":"2016","unstructured":"Thom\u00e9, A. M. T., Scavarda, L. F., Scavarda, A., & Thom\u00e9, F. ESd. S. (2016). Similarities and contrasts of complexity, uncertainty, risks, and resilience in supply chains and temporary multi-organization projects. International Journal of Project Management, 34(7), 1328\u20131346.","journal-title":"International Journal of Project Management"},{"key":"6169_CR28","doi-asserted-by":"publisher","DOI":"10.1016\/j.omega.2022.102803","volume":"116","author":"A Vafadarnikjoo","year":"2023","unstructured":"Vafadarnikjoo, A., Chalvatzis, K., Botelho, T., & Bamford, D. (2023). A stratified decision-making model for long-term planning: Application in flood risk management in Scotland. Omega, 116, 102803.","journal-title":"Omega"},{"key":"6169_CR29","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2019.05.002","volume":"122","author":"L Wang","year":"2019","unstructured":"Wang, L., Goh, M., Ding, R., & Pretorius, L. (2019). Improved simulated annealing based risk interaction network model for project risk response decisions. Decision Support Systems, 122, 113062.","journal-title":"Decision Support Systems"},{"key":"6169_CR30","doi-asserted-by":"publisher","first-page":"2418","DOI":"10.1109\/TEM.2022.3174006","volume":"71","author":"L Wang","year":"2022","unstructured":"Wang, L., Qian, C., & Goh, M. (2022). Integrated approach for project risk assessment and evaluation under risk interactions. IEEE Transactions on Engineering Management, 71, 2418\u20132429.","journal-title":"IEEE Transactions on Engineering Management"},{"key":"6169_CR31","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1016\/j.ssci.2018.03.003","volume":"106","author":"F Yu","year":"2018","unstructured":"Yu, F., Li, X.-Y., & Han, X.-S. (2018). Risk response for urban water supply network using case-based reasoning during a natural disaster. Safety Science, 106, 121\u2013139.","journal-title":"Safety Science"},{"issue":"14","key":"6169_CR32","doi-asserted-by":"publisher","first-page":"2923","DOI":"10.1016\/j.ins.2011.02.022","volume":"181","author":"LA Zadeh","year":"2011","unstructured":"Zadeh, L. A. (2011). A note on Z-Numbers. Information Sciences, 181(14), 2923\u20132932.","journal-title":"Information Sciences"},{"key":"6169_CR33","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1016\/j.ins.2016.02.047","volume":"354","author":"LA Zadeh","year":"2016","unstructured":"Zadeh, L. A. (2016). Stratification, target set reachability and incremental enlargement principle. Information Sciences, 354, 131\u2013139.","journal-title":"Information Sciences"},{"issue":"7","key":"6169_CR34","doi-asserted-by":"publisher","first-page":"2217","DOI":"10.1108\/K-09-2022-1344","volume":"53","author":"X Zhang","year":"2023","unstructured":"Zhang, X., Goh, M., Bai, S., & Wang, Z. (2023a). Risk response decisions for projects in project portfolios considering objective adjustments and project interdependencies. Kybernetes (ahead-of-Print), 53(7), 2217\u20132246.","journal-title":"Kybernetes (ahead-of-Print)"},{"key":"6169_CR35","doi-asserted-by":"publisher","first-page":"7364","DOI":"10.1109\/TEM.2023.3271991","volume":"71","author":"X Zhang","year":"2023","unstructured":"Zhang, X., Goh, M., Bai, S., Wang, Z., & Wang, Q. (2023b). Project risk response decision making under uncertain project interdependencies. IEEE Transactions on Engineering Management, 71, 7364\u20137378.","journal-title":"IEEE Transactions on Engineering Management"},{"issue":"5","key":"6169_CR36","doi-asserted-by":"publisher","first-page":"819","DOI":"10.1016\/j.ijproman.2016.03.001","volume":"34","author":"Y Zhang","year":"2016","unstructured":"Zhang, Y. (2016). Selecting risk response strategies considering project risk interdependence. International Journal of Project Management, 34(5), 819\u2013830.","journal-title":"International Journal of Project Management"},{"issue":"3","key":"6169_CR37","doi-asserted-by":"publisher","first-page":"04018009","DOI":"10.1061\/(ASCE)ME.1943-5479.0000603","volume":"34","author":"Y Zhang","year":"2018","unstructured":"Zhang, Y., & Guan, X. (2018). Selecting project risk preventive and protective strategies based on bow-tie analysis. Journal of Management in Engineering, 34(3), 04018009.","journal-title":"Journal of Management in Engineering"},{"issue":"12","key":"6169_CR38","doi-asserted-by":"publisher","first-page":"4152","DOI":"10.1080\/00207543.2018.1430905","volume":"56","author":"Y Zhang","year":"2018","unstructured":"Zhang, Y., Zhao, C., & Pang, B. (2018). Budget allocation in coping with supply chain disruption risks. International Journal of Production Research, 56(12), 4152\u20134167.","journal-title":"International Journal of Production Research"},{"key":"6169_CR39","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2019.123578","volume":"545","author":"Y Zhang","year":"2020","unstructured":"Zhang, Y., Zuo, F., & Guan, X. (2020). Integrating case-based analysis and fuzzy optimization for selecting project risk response actions. Physica a: Statistical Mechanics and Its Applications, 545, 123578.","journal-title":"Physica a: Statistical Mechanics and Its Applications"},{"issue":"8","key":"6169_CR40","doi-asserted-by":"publisher","first-page":"1439","DOI":"10.1111\/j.1937-5956.2012.01376.x","volume":"23","author":"MS Zschocke","year":"2014","unstructured":"Zschocke, M. S., Mantin, B., & Jewkes, E. M. (2014). The effect of competition on R&D portfolio investments. Production and Operations Management, 23(8), 1439\u20131449.","journal-title":"Production and Operations Management"},{"issue":"2","key":"6169_CR41","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1016\/j.ijproman.2017.11.002","volume":"36","author":"F Zuo","year":"2018","unstructured":"Zuo, F., & Zhang, K. L. (2018). Selection of risk response actions with consideration of secondary risks. International Journal of Project Management, 36(2), 241\u2013254.","journal-title":"International Journal of Project Management"}],"container-title":["Annals of Operations Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-024-06169-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10479-024-06169-0","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-024-06169-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T14:43:41Z","timestamp":1768229021000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10479-024-06169-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,25]]},"references-count":41,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,1]]}},"alternative-id":["6169"],"URL":"https:\/\/doi.org\/10.1007\/s10479-024-06169-0","relation":{},"ISSN":["0254-5330","1572-9338"],"issn-type":[{"value":"0254-5330","type":"print"},{"value":"1572-9338","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,7,25]]},"assertion":[{"value":"1 November 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 July 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 July 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no conflicts of interest to declare.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of interest"}},{"value":"This article does not contain any studies with human participants performed by any of the authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}]}}