{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,28]],"date-time":"2026-02-28T17:54:27Z","timestamp":1772301267175,"version":"3.50.1"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031716324","type":"print"},{"value":"9783031716331","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-3-031-71633-1_3","type":"book-chapter","created":{"date-parts":[[2024,9,6]],"date-time":"2024-09-06T01:02:16Z","timestamp":1725584536000},"page":"32-47","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Fuzzy Maturity Model for\u00a0Transformative Procurement Readiness: Procurement 4.0 Perspective"],"prefix":"10.1007","author":[{"given":"Areej","family":"Althabatah","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1048-9877","authenticated-orcid":false,"given":"Mohammed","family":"Yaqot","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9448-6950","authenticated-orcid":false,"given":"Regina","family":"Padmanabhan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4715-8879","authenticated-orcid":false,"given":"Laoucine","family":"Kerbache","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,9,7]]},"reference":[{"key":"3_CR1","doi-asserted-by":"crossref","unstructured":"Al-Banna, A., Rana, Z.A., Yaqot, M., Menezes, B.C.: Supply chain resilience, industry 4.0, and investment interplays: a review. Prod. Manuf. Res. 11(1), 2227881 (2023)","DOI":"10.1080\/21693277.2023.2227881"},{"issue":"1","key":"3_CR2","first-page":"2194943","volume":"11","author":"A Al-Banna","year":"2023","unstructured":"Al-Banna, A., Yaqot, M., Menezes, B.: Roadmap to digital supply chain resilience under investment constraints. Prod. Manuf. Res. 11(1), 2194943 (2023)","journal-title":"Prod. Manuf. Res."},{"key":"3_CR3","doi-asserted-by":"crossref","unstructured":"Al-Banna, A., Yaqot, M., Menezes, B.C.: Investment strategies in industry 4.0 for enhanced supply chain resilience: an empirical analysis. Cogent Bus. Manage. 11(1), 2298187 (2024)","DOI":"10.1080\/23311975.2023.2298187"},{"key":"3_CR4","doi-asserted-by":"crossref","unstructured":"Altan\u00a0Koyuncu, C., Aydemir, E., Ba\u015far\u0131r, A.C.: Selection industry 4.0 maturity model using fuzzy and intuitionistic fuzzy topsis methods for a solar cell manufacturing company. Soft Comput. 25(15), 10335\u201310349 (2021)","DOI":"10.1007\/s00500-021-05807-0"},{"key":"3_CR5","doi-asserted-by":"crossref","unstructured":"Althabatah, A., Yaqot, M., Menezes, B., Kerbache, L.: Transformative procurement trends: integrating industry 4.0 technologies for enhanced procurement processes. Logistics 7(3), 63 (2023)","DOI":"10.3390\/logistics7030063"},{"key":"3_CR6","doi-asserted-by":"crossref","unstructured":"Bahameish, B., Yaqot, M., Franzoi, R., Menezes, B.: Artificial intelligence in procurement: An overview and case study of Qatar foundation. In: Proceedings of the 5th European International Conference on Industrial Engineering and Operations Management Rome, Italy, 26\u201328 July 2022, pp. 722\u2013732. IEOM Society International (2022)","DOI":"10.46254\/EU05.20220146"},{"issue":"1","key":"3_CR7","doi-asserted-by":"publisher","first-page":"1144","DOI":"10.1007\/s11227-021-03914-1","volume":"78","author":"O Bentaleb","year":"2022","unstructured":"Bentaleb, O., Belloum, A.S., Sebaa, A., El-Maouhab, A.: Containerization technologies: laxonomies, applications and challenges. J. Supercomput. 78(1), 1144\u20131181 (2022)","journal-title":"J. Supercomput."},{"key":"3_CR8","doi-asserted-by":"crossref","unstructured":"Bienhaus, F., Haddud, A.: Procurement 4.0: factors influencing the digitisation of procurement and supply chains. Bus. Process Manage. J. 24(4), 965\u2013984 (2018)","DOI":"10.1108\/BPMJ-06-2017-0139"},{"key":"3_CR9","first-page":"147","volume":"55","author":"JR Boles","year":"2020","unstructured":"Boles, J.R., Eisenstadt, L., Pacella, J.M.: Whistleblowing in the compliance era. Ga. L. Rev. 55, 147 (2020)","journal-title":"Ga. L. Rev."},{"key":"3_CR10","unstructured":"Buchm\u00c3$$1\/4$$ller, M., Eidm\u00c3$$1\/4$$ller, T., Mussmann, A., Kopia, J.: The status of modular sourcing compared to other procurement strategies. Ecoforum J. 7(1) (2018)"},{"key":"3_CR11","doi-asserted-by":"crossref","unstructured":"Caiado, R.G.G., Scavarda, L.F., Gavi\u00e3o, L.O., Ivson, P., de\u00a0Mattos\u00a0Nascimento, D.L., Garza-Reyes, J.A.: A fuzzy rule-based industry 4.0 maturity model for operations and supply chain management. Int. J. Prod. Econ. 231, 107883 (2021)","DOI":"10.1016\/j.ijpe.2020.107883"},{"key":"3_CR12","doi-asserted-by":"crossref","unstructured":"Chaturvedi, V.: Role of cognitive technology for improving human resource management experience: a multi-dimensional perspective. In: Nanda, S.J., Yadav, R.P. (eds.) Data Science and Intelligent Computing Techniques, pp. 13\u201325 (2023)","DOI":"10.56155\/978-81-955020-2-8-2"},{"key":"3_CR13","first-page":"45","volume":"1","author":"V Dubolazov","year":"2023","unstructured":"Dubolazov, V., Simakova, Z., Chua, C.: Implementation of digital tools in the operational management of material procurement at machinery enterprises. Sustain. Dev. Eng. Econ. 1, 45\u201362 (2023)","journal-title":"Sustain. Dev. Eng. Econ."},{"key":"3_CR14","doi-asserted-by":"crossref","unstructured":"Ezeji, C.L.: Artificial intelligence for detecting and preventing procurement fraud. Int. J. Bus. Ecosyst. Strategy (2687-2293) 6(1), 63\u201373 (2024)","DOI":"10.36096\/ijbes.v6i1.477"},{"issue":"3","key":"3_CR15","doi-asserted-by":"publisher","first-page":"452","DOI":"10.1108\/JFM-10-2020-0077","volume":"20","author":"HG Gunasekara","year":"2022","unstructured":"Gunasekara, H.G., Sridarran, P., Rajaratnam, D.: Effective use of blockchain technology for facilities management procurement process. J. Facil. Manag. 20(3), 452\u2013468 (2022)","journal-title":"J. Facil. Manag."},{"issue":"5","key":"3_CR16","doi-asserted-by":"publisher","first-page":"629","DOI":"10.1108\/SCM-05-2020-0201","volume":"26","author":"J Hallikas","year":"2021","unstructured":"Hallikas, J., Immonen, M., Brax, S.: Digitalizing procurement: the impact of data analytics on supply chain performance. Supply Chain Manage. Int. J. 26(5), 629\u2013646 (2021)","journal-title":"Supply Chain Manage. Int. J."},{"key":"3_CR17","doi-asserted-by":"crossref","unstructured":"Hein-Pensel, F., et al.: Maturity assessment for industry 5.0: a review of existing maturity models. J. Manuf. Syst. 66, 200\u2013210 (2023)","DOI":"10.1016\/j.jmsy.2022.12.009"},{"issue":"3","key":"3_CR18","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1111\/jscm.12304","volume":"59","author":"C Hendriksen","year":"2023","unstructured":"Hendriksen, C.: Artificial intelligence for supply chain management: disruptive innovation or innovative disruption? J. Supply Chain Manag. 59(3), 65\u201376 (2023)","journal-title":"J. Supply Chain Manag."},{"issue":"5","key":"3_CR19","doi-asserted-by":"publisher","first-page":"3343","DOI":"10.1007\/s10586-022-03568-5","volume":"25","author":"AC Ikegwu","year":"2022","unstructured":"Ikegwu, A.C., Nweke, H.F., Anikwe, C.V., Alo, U.R., Okonkwo, O.R.: Big data analytics for data-driven industry: a review of data sources, tools, challenges, solutions, and research directions. Clust. Comput. 25(5), 3343\u20133387 (2022)","journal-title":"Clust. Comput."},{"key":"3_CR20","doi-asserted-by":"publisher","first-page":"10295","DOI":"10.1109\/TEM.2023.3321086","volume":"71","author":"P Jain","year":"2023","unstructured":"Jain, P., Priyadarshini, J., Gupta, A.K.: Frameworks, linkages, benefits, challenges, and future scope in procurement 4.0: a systematic literature review from 2014 to 2023. IEEE Trans. Eng. Manag. 71, 10295\u201310313 (2023)","journal-title":"IEEE Trans. Eng. Manag."},{"key":"3_CR21","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1007\/978-3-319-40967-2_3","volume-title":"Shaping the Digital Enterprise","author":"O Kohnke","year":"2017","unstructured":"Kohnke, O.: It\u2019s not just about technology: the people side of digitization. In: Oswald, G., Kleinemeier, M. (eds.) Shaping the Digital Enterprise, pp. 69\u201391. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-40967-2_3"},{"key":"3_CR22","unstructured":"Korbel, J.J., Riar, M., Wiegmann, L., Zarnekow, R.: Augmented reality in e-procurement: opportunities and challenges (2022)"},{"key":"3_CR23","doi-asserted-by":"publisher","first-page":"63353","DOI":"10.1109\/ACCESS.2022.3182656","volume":"10","author":"M Mircea","year":"2022","unstructured":"Mircea, M., Stoica, M., Ghilic-Micu, B.: Analysis of the impact of blockchain and internet of things (BIoT) on public procurement. IEEE Access 10, 63353\u201363374 (2022)","journal-title":"IEEE Access"},{"key":"3_CR24","doi-asserted-by":"crossref","unstructured":"Modgil, S., Singh, R.K., Agrawal, S.: Developing human capabilities for supply chains: an industry 5.0 perspective. Ann. Oper. Res., 1\u201331 (2023)","DOI":"10.1007\/s10479-023-05245-1"},{"key":"3_CR25","unstructured":"Otera, G.L.: Evaluation of the impact of corporate governance practices on procurement compliance; case of Safaricom PLC. Ph.D. thesis, Strathmore University (2020)"},{"key":"3_CR26","doi-asserted-by":"crossref","unstructured":"Rafael, L.D., Jaione, G.E., Cristina, L., Ibon, S.L.: An industry 4.0 maturity model for machine tool companies. Technol. Forecast. Soc. Change 159, 120203 (2020)","DOI":"10.1016\/j.techfore.2020.120203"},{"key":"3_CR27","doi-asserted-by":"crossref","unstructured":"Sarawa, D.I., Mas\u2019\u00a0ud, A.: Strategic public procurement regulatory compliance model with mediating effect of ethical behavior. Heliyon 6(1) (2020)","DOI":"10.1016\/j.heliyon.2019.e03132"},{"issue":"1","key":"3_CR28","doi-asserted-by":"publisher","first-page":"11","DOI":"10.31387\/oscm0190142","volume":"8","author":"J Schweiger","year":"2015","unstructured":"Schweiger, J.: Development of a purchasing and supply management maturity framework. Oper. Supply Chain Manage. Int. J. 8(1), 11\u201321 (2015)","journal-title":"Oper. Supply Chain Manage. Int. J."},{"issue":"11","key":"3_CR29","doi-asserted-by":"publisher","first-page":"1685","DOI":"10.1108\/IJOPM-04-2020-0214","volume":"40","author":"Z Seyedghorban","year":"2020","unstructured":"Seyedghorban, Z., Samson, D., Tahernejad, H.: Digitalization opportunities for the procurement function: pathways to maturity. Int. J. Oper. Prod. Manage. 40(11), 1685\u20131693 (2020)","journal-title":"Int. J. Oper. Prod. Manage."},{"issue":"2","key":"3_CR30","first-page":"21","volume":"12","author":"J Siderska","year":"2020","unstructured":"Siderska, J.: Robotic process automation-a driver of digital transformation? Eng. Manage. Prod. Serv. 12(2), 21\u201331 (2020)","journal-title":"Eng. Manage. Prod. Serv."},{"issue":"2","key":"3_CR31","doi-asserted-by":"publisher","first-page":"61","DOI":"10.3390\/joitmc8020061","volume":"8","author":"PK Singh","year":"2022","unstructured":"Singh, P.K., Chan, S.W.: The impact of electronic procurement adoption on green procurement towards sustainable supply chain performance-evidence from malaysian iso organizations. J. Open Innov. Technol. Market Complex. 8(2), 61 (2022)","journal-title":"J. Open Innov. Technol. Market Complex."},{"key":"3_CR32","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1016\/j.jbusres.2021.05.009","volume":"134","author":"D Sj\u00f6din","year":"2021","unstructured":"Sj\u00f6din, D., Parida, V., Palmi\u00e9, M., Wincent, J.: How AI capabilities enable business model innovation: scaling AI through co-evolutionary processes and feedback loops. J. Bus. Res. 134, 574\u2013587 (2021)","journal-title":"J. Bus. Res."},{"key":"3_CR33","doi-asserted-by":"publisher","first-page":"127636","DOI":"10.1109\/ACCESS.2022.3226942","volume":"10","author":"M Yaqot","year":"2022","unstructured":"Yaqot, M., Franzoi, R.E., Islam, A., Menezes, B.C.: Cyber-physical system demonstration of an automated shuttle-conveyor-belt operation for inventory control of multiple stockpiles: a proof of concept. IEEE Access 10, 127636\u2013127653 (2022)","journal-title":"IEEE Access"},{"key":"3_CR34","doi-asserted-by":"crossref","unstructured":"Yaqot, M., Menezes, B.C., Al-Ansari, T.: Unmanned aerial vehicles in precision agriculture towards circular economy: a process system engineering (PSE) assessment. In: Computer Aided Chemical Engineering, vol.\u00a050, pp. 1559\u20131565. Elsevier (2021)","DOI":"10.1016\/B978-0-323-88506-5.50241-2"},{"issue":"2","key":"3_CR35","doi-asserted-by":"publisher","first-page":"528","DOI":"10.1108\/BPMJ-06-2022-0254","volume":"29","author":"X Zhang","year":"2023","unstructured":"Zhang, X., Xu, Y.Y., Ma, L.: Information technology investment and digital transformation: the roles of digital transformation strategy and top management. Bus. Process. Manag. J. 29(2), 528\u2013549 (2023)","journal-title":"Bus. Process. Manag. J."},{"issue":"1","key":"3_CR36","doi-asserted-by":"publisher","first-page":"91","DOI":"10.3390\/buildings14010091","volume":"14","author":"H Zhu","year":"2023","unstructured":"Zhu, H.: Building a digital transformation maturity evaluation model for construction enterprises based on the analytic hierarchy process and decision-making trial and evaluation laboratory method. Buildings 14(1), 91 (2023)","journal-title":"Buildings"}],"container-title":["IFIP Advances in Information and Communication Technology","Advances in Production Management Systems. Production Management Systems for Volatile, Uncertain, Complex, and Ambiguous Environments"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-71633-1_3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,6]],"date-time":"2024-09-06T01:02:59Z","timestamp":1725584579000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-71633-1_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031716324","9783031716331"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-71633-1_3","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"value":"1868-4238","type":"print"},{"value":"1868-422X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"7 September 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"APMS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Conference on Advances in Production Management Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Chemnitz","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"43","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"apms2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.apms-conference.org","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}