{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T23:10:07Z","timestamp":1751497807013,"version":"3.41.0"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030808464"},{"type":"electronic","value":"9783030808471"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-80847-1_12","type":"book-chapter","created":{"date-parts":[[2021,7,3]],"date-time":"2021-07-03T05:23:32Z","timestamp":1625289812000},"page":"177-192","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Development of Big Data Analytics in a Multi-site Enterprise on the Example of Supply Chain Management"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5880-8526","authenticated-orcid":false,"given":"Pawe\u0142","family":"Pyda","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1772-5740","authenticated-orcid":false,"given":"Pawe\u0142","family":"Stefaniak","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4304-6207","authenticated-orcid":false,"given":"Helena","family":"Dudycz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7050-4373","authenticated-orcid":false,"given":"Bartosz","family":"Jachnik","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,7,4]]},"reference":[{"issue":"1","key":"12_CR1","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1007\/s10550-007-0017-5","volume":"25","author":"B Azvine","year":"2007","unstructured":"Azvine, B., Cui, Z., Majeed, B., Spott, M.: Operational risk management with real-time business intelligence. BT Technol. J. 25(1), 154\u2013167 (2007)","journal-title":"BT Technol. J."},{"issue":"4","key":"12_CR2","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1080\/07421222.2015.1138364","volume":"32","author":"DQ Chen","year":"2015","unstructured":"Chen, D.Q., Preston, D.S., Swink, M.: How the use of big data analytics affects value creation in supply chain management. J. Manag. Inf. Syst. 32(4), 4\u201339 (2015). https:\/\/doi.org\/10.1080\/07421222.2015.1138364","journal-title":"J. Manag. Inf. Syst."},{"issue":"2","key":"12_CR3","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/j.autcon.2009.10.003","volume":"19","author":"JCP Cheng","year":"2010","unstructured":"Cheng, J.C.P., Law, K.H., Bjornsson, H.: A service oriented framework for construction supply chain integration. Autom. Constr. 19(2), 245\u2013260 (2010)","journal-title":"Autom. Constr."},{"unstructured":"Dama International. https:\/\/dama.org\/","key":"12_CR4"},{"doi-asserted-by":"publisher","unstructured":"Demchenko, Y., Grosso, P., de Laat, C., Membrey, P.: Addressing big data issues in scientific data infrastructure. In: 2013 International Conference on Collaboration Technologies and Systems (CTS), San Diego, CA, USA, pp. 48\u201355 (2013). https:\/\/doi.org\/10.1109\/CTS.2013.6567203","key":"12_CR5","DOI":"10.1109\/CTS.2013.6567203"},{"issue":"1","key":"12_CR6","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1287\/isre.1080.0195","volume":"20","author":"S Dong","year":"2009","unstructured":"Dong, S., Xu, S.X., Zhu, K.X.: Information technology in supply chains: the value of IT-enabled resources under competition. Inf. Syst. Res. 20(1), 18\u201332 (2009)","journal-title":"Inf. Syst. Res."},{"unstructured":"Drucker, P.F.: Comeback of the entrepreneur. Management Today, 23\u201330 April 1968","key":"12_CR7"},{"key":"12_CR8","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1007\/978-3-030-28374-2_33","volume-title":"Computational Collective Intelligence","author":"H Dudycz","year":"2019","unstructured":"Dudycz, H., Stefaniak, P., Pyda, P.: Advanced data analysis in multi-site enterprises. basic problems and challenges related to the IT infrastructure. In: Nguyen, N.T., Chbeir, R., Exposito, E., Aniort\u00e9, P., Trawi\u0144ski, B. (eds.) ICCCI 2019. LNCS (LNAI), vol. 11684, pp. 383\u2013393. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-28374-2_33"},{"doi-asserted-by":"publisher","unstructured":"Frazzon, E.M., Rodriguez, C.M.T., Pereira, M.M., Pires, M.C., Uhlmann, I.: Towards supply chain management 4.0. Braz. J. Oper. Prod. Manag. 16(2), 180\u2013191 (2019). https:\/\/doi.org\/10.14488\/BJOPM.2019.v16.n2.a2","key":"12_CR9","DOI":"10.14488\/BJOPM.2019.v16.n2.a2"},{"issue":"2","key":"12_CR10","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1016\/j.ijinfomgt.2014.10.007","volume":"35","author":"A Gandomi","year":"2015","unstructured":"Gandomi, A., Haider, M.: Beyond the hype: big data concepts, methods, and analytics. Int. J. Inf. Manag. 35(2), 137\u2013144 (2015). https:\/\/doi.org\/10.1016\/j.ijinfomgt.2014.10.007","journal-title":"Int. J. Inf. Manag."},{"doi-asserted-by":"publisher","unstructured":"Govindan, K., Cheng, T.C.E., Mishra, N., Shukla, N.: Big data analytics and application for logistics and supply chain management. Transp. Res. Part E: Logist. Transp. Rev. 114, 343\u2013349 (2018). https:\/\/doi.org\/10.1016\/j.tre.2018.03.011","key":"12_CR11","DOI":"10.1016\/j.tre.2018.03.011"},{"doi-asserted-by":"publisher","unstructured":"Koot, M., Mes, M.R.K., Iacob, M.E.: A systematic literature review of supply chain decision making supported by the internet of things and big data analytics. Comput. Ind. Eng. 154, 107076 (2020). https:\/\/doi.org\/10.1016\/j.cie.2020.107076","key":"12_CR12","DOI":"10.1016\/j.cie.2020.107076"},{"issue":"1","key":"12_CR13","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1016\/S0019-8501(99)00113-3","volume":"29","author":"DM Lambert","year":"2000","unstructured":"Lambert, D.M., Cooper, M.C.: Issues in supply chain management. Ind. Mark. Manag. 29(1), 65\u201383 (2000)","journal-title":"Ind. Mark. Manag."},{"issue":"2","key":"12_CR14","doi-asserted-by":"publisher","first-page":"676","DOI":"10.1108\/IJLM-06-2017-0153","volume":"29","author":"Y Lai","year":"2018","unstructured":"Lai, Y., Sun, H., Ren, J.: Understanding the determinants of big data analytics (BDA) adoption in logistics and supply chain management. Int. J. Logist. Manag. 29(2), 676\u2013703 (2018). https:\/\/doi.org\/10.1108\/IJLM-06-2017-0153","journal-title":"Int. J. Logist. Manag."},{"key":"12_CR15","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2020.1793011","author":"S Maheshwari","year":"2020","unstructured":"Maheshwari, S., Prerna Gautam, P., Jaggi, C.K.: Role of big data analytics in supply chain management: current trends and future perspectives. Int. J. Prod. Res. (2020). https:\/\/doi.org\/10.1080\/00207543.2020.1793011","journal-title":"Int. J. Prod. Res."},{"doi-asserted-by":"crossref","unstructured":"Power, D.: Supply chain management integration and implementation: a literature review. Supply Chain Manag. 10(4), 252\u2013263 (2005)","key":"12_CR16","DOI":"10.1108\/13598540510612721"},{"doi-asserted-by":"publisher","unstructured":"Pyda, P., Stefaniak, P., Dudycz, H.: Development assumptions of a data and service management centre at KGHM S.A. In: Mining Goes Digital: Proceedings of the 39th International Symposium \u2018Application of Computers and Operations Research in the Mineral Industry\u2019 (APCOM 2019), 4\u20136 June 2019, pp. 569\u2013577 (2019). https:\/\/doi.org\/10.1201\/9780429320774","key":"12_CR17","DOI":"10.1201\/9780429320774"},{"key":"12_CR18","series-title":"Communications in Computer and Information Science","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1007\/978-3-030-63119-2_30","volume-title":"Advances in Computational Collective Intelligence","author":"P Pyda","year":"2020","unstructured":"Pyda, P., Dudycz, H., Stefaniak, P.: A model of enterprise analytical platform for supply chain management. In: Hernes, M., Wojtkiewicz, K., Szczerbicki, E. (eds.) ICCCI 2020. CCIS, vol. 1287, pp. 363\u2013375. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-63119-2_30"},{"issue":"1","key":"12_CR19","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1108\/09685220810862733","volume":"16","author":"BS Sahay","year":"2008","unstructured":"Sahay, B.S., Ranjan, J.: Real time business intelligence in supply chain analytics. Inf. Manag. Comput. Secur. 16(1), 28\u201348 (2008)","journal-title":"Inf. Manag. Comput. Secur."},{"issue":"1","key":"12_CR20","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1111\/jbl.12082","volume":"36","author":"T Schoenherr","year":"2015","unstructured":"Schoenherr, T., Speier-Pero, C.: Data science, predictive analytics, and big data in supply chain management: current state and future potential. J. Bus. Logist. 36(1), 120\u2013132 (2015)","journal-title":"J. Bus. Logist."},{"unstructured":"Schroeck, M., Shockley, R., Smart, J., Romero-Morales, D., Tufano, P.: Analytics: The real-world use of big data. 19 Martin Berner, Enrico Graupner, Alexander Maedche The Information Panopticon in the Big Data Era (2012).http:\/\/www-935.ibm.com\/services\/us\/gbs\/thoughtleadership\/ibv-big-data-at-work.html. Accessed 10 Dec 2013","key":"12_CR21"},{"key":"12_CR22","doi-asserted-by":"publisher","first-page":"512","DOI":"10.1016\/j.ijpe.2018.12.006","volume":"208","author":"M Shafiq","year":"2019","unstructured":"Shafiq, M., Savino, M.M.: Supply chain coordination to optimize manufacturer\u2019s capacity procurement decisions through a new commitment-based model with penalty and revenue-sharing. Int. J. Prod. Econ. 208, 512\u2013528 (2019). https:\/\/doi.org\/10.1016\/j.ijpe.2018.12.006","journal-title":"Int. J. Prod. Econ."},{"doi-asserted-by":"publisher","unstructured":"Speranza, M.: Trends in transportation and logistics. Eur. J. Oper. Res. 830\u2013836 (2018). https:\/\/doi.org\/10.1016\/j.ejor.2016.08.03","key":"12_CR23","DOI":"10.1016\/j.ejor.2016.08.03"},{"issue":"9","key":"12_CR24","doi-asserted-by":"publisher","first-page":"946","DOI":"10.1108\/01443570910986238","volume":"29","author":"M Stevenson","year":"2009","unstructured":"Stevenson, M., Spring, M.: Supply chain flexibility: an inter-firm empirical study. Int. J. Oper. Prod. Manag. 29(9), 946\u2013971 (2009)","journal-title":"Int. J. Oper. Prod. Manag."},{"key":"12_CR25","volume-title":"Organization in Action","author":"J Thompson","year":"1967","unstructured":"Thompson, J.: Organization in Action. McGraw-Hill, New York (1967)"},{"key":"12_CR26","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1016\/j.cie.2017.11.017","volume":"115","author":"S Tiwari","year":"2018","unstructured":"Tiwari, S., Wee, H.M., Daryanto, Y.: Big data analytics in supply chain management between 2010 and 2016: insights to industries. Comput. Ind. Eng. 115, 319\u2013330 (2018). https:\/\/doi.org\/10.1016\/j.cie.2017.11.017","journal-title":"Comput. Ind. Eng."},{"issue":"6","key":"12_CR27","doi-asserted-by":"publisher","first-page":"587","DOI":"10.1108\/SCM-06-2015-0219","volume":"20","author":"P Trkman","year":"2015","unstructured":"Trkman, P., Budler, M., Groznik, A.: A business model approach to supply chain management. Supply Chain Manag. Int. J. 20(6), 587\u2013602 (2015). https:\/\/doi.org\/10.1108\/SCM-06-2015-0219","journal-title":"Supply Chain Manag. Int. J."},{"issue":"1","key":"12_CR28","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1016\/j.ijpe.2004.03.002","volume":"96","author":"DP Van Donk","year":"2005","unstructured":"Van Donk, D.P., Van der Vaart, T.: A case of shared resources, uncertainty and supply chain integration in the process industry. Int. J. Prod. Econ. 96(1), 97\u2013108 (2005)","journal-title":"Int. J. Prod. Econ."},{"issue":"3","key":"12_CR29","doi-asserted-by":"publisher","first-page":"454","DOI":"10.1108\/JEIM-07-2015-0070","volume":"30","author":"R Vilminko-Heikkinen","year":"2017","unstructured":"Vilminko-Heikkinen, R., Pekkola, S.: Master data management and its organizational implementation. J. Enterp. Inf. Manag. 30(3), 454\u2013475 (2017). https:\/\/doi.org\/10.1108\/JEIM-07-2015-0070","journal-title":"J. Enterp. Inf. Manag."},{"issue":"2","key":"12_CR30","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1111\/jbl.12010","volume":"34","author":"MA Waller","year":"2013","unstructured":"Waller, M.A., Fawcett, S.E.: Data science, predictive analytics, and big data: a revolution that will transform supply chain design and management. J. Bus. Logist. 34(2), 77\u201384 (2013a)","journal-title":"J. Bus. Logist."},{"issue":"4","key":"12_CR31","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1111\/jbl.12024","volume":"34","author":"MA Waller","year":"2013","unstructured":"Waller, M.A., Fawcett, S.E.: Click here for a data scientist: big data, predictive analytics, and theory development in the era of a maker movement supply chain. J. Bus. Logist. 34(4), 249\u2013252 (2013b). https:\/\/doi.org\/10.1111\/jbl.12024","journal-title":"J. Bus. Logist."},{"issue":"3","key":"12_CR32","doi-asserted-by":"publisher","first-page":"161","DOI":"10.2753\/MIS0742-1222280305","volume":"28","author":"CWY Wong","year":"2011","unstructured":"Wong, C.W.Y., Lai, K., Cheng, T.C.E.: Value of information integration to supply chain management: roles of internal and external contingencies. J. Manag. Inf. Syst. 28(3), 161\u2013200 (2011). https:\/\/doi.org\/10.2753\/MIS0742-1222280305","journal-title":"J. Manag. Inf. Syst."},{"doi-asserted-by":"publisher","unstructured":"Woo, J., Shin, S.-J., Seo, W., Meilanitasari, P.: Developing a big data analytics platform for manufacturing systems: architecture, method, and implementation. In. J. Adv. Manufact. Technol. 99(9\u201312), 2193\u20132217 (2018). https:\/\/doi.org\/10.1007\/s00170-018-2416-9","key":"12_CR33","DOI":"10.1007\/s00170-018-2416-9"}],"container-title":["IFIP Advances in Information and Communication Technology","Artificial Intelligence for Knowledge Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-80847-1_12","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T22:31:01Z","timestamp":1751495461000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-80847-1_12"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030808464","9783030808471"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-80847-1_12","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"type":"print","value":"1868-4238"},{"type":"electronic","value":"1868-422X"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"4 July 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AI4KM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Workshop on Artificial Intelligence for Knowledge Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Yokohama","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Japan","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 January 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 January 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ai4km2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ijcai20.org\/workshops\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}