{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T04:06:06Z","timestamp":1748664366980,"version":"3.41.0"},"publisher-location":"Singapore","reference-count":81,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819617463","type":"print"},{"value":"9789819617470","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[[2025]]},"DOI":"10.1007\/978-981-96-1747-0_23","type":"book-chapter","created":{"date-parts":[[2025,5,30]],"date-time":"2025-05-30T07:23:39Z","timestamp":1748589819000},"page":"279-300","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Deep Analysis of the Integration of Big Data Analytics in Small and Medium-Sized Enterprises (SMEs) for Sustainable Development"],"prefix":"10.1007","author":[{"given":"Papa Issa","family":"Diouf","sequence":"first","affiliation":[]},{"given":"Ousmane","family":"Diallo","sequence":"additional","affiliation":[]},{"given":"Lamine","family":"Faty","sequence":"additional","affiliation":[]},{"given":"El Hadji M.","family":"Ndoye","sequence":"additional","affiliation":[]},{"given":"Joel J. P. C.","family":"Rodrigues","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,5,31]]},"reference":[{"key":"23_CR1","doi-asserted-by":"crossref","unstructured":"Mpofu O, Sibindi B (2022) Informal finance: a boon or bane for African SMEs? Risk Financ Manage 1270:15","DOI":"10.3390\/jrfm15060270"},{"key":"23_CR2","unstructured":"Muriithi SM (2017) African small and medium enterprises (SMES) contributions, challenges and solutions. Eur J Res Reflect Manage Sci 5(11):14"},{"key":"23_CR3","unstructured":"African Financial Inclusion Policy Initiative (AfPI) Expert Group (2020) SME finance working group, scoping and assessment report MSME access to finance ecosystem in Africa"},{"key":"23_CR4","doi-asserted-by":"crossref","unstructured":"Swatdikun T, Pathak S, Surbakti LP (2024) Sustainable small and medium enterprises (SMEs) in the times of COVID-19. Prog Disaster Sci 8","DOI":"10.1016\/j.pdisas.2024.100327"},{"key":"23_CR5","doi-asserted-by":"crossref","unstructured":"Gamage SKN, Ekanayake E, Abeyrathne G, Prasanna R, Jayasundara J, Rajapakshe P (2020) A review of global challenges and survival strategies of small and medium enterprises (SMEs). Economies 8(179):24","DOI":"10.3390\/economies8040079"},{"key":"23_CR6","doi-asserted-by":"crossref","unstructured":"Zide O, Osden J (2021) Factors affecting the adoption of data management as a service (DMaaS) in small and medium entreprises (SMEs). Procedia Comput Sci","DOI":"10.1016\/j.procs.2021.12.022"},{"key":"23_CR7","unstructured":"European Commission (2023) SME performance review. Luxembourg"},{"key":"23_CR8","doi-asserted-by":"crossref","unstructured":"Gomes de Carvalho GD, Resende LMMD, Pontes J, Gomes de Carvalho H, Betim LM (2021) Innovation and management in MSMEs: a literature review of highly cited papers. SAGE Open 1(122):22","DOI":"10.1177\/21582440211052555"},{"key":"23_CR9","doi-asserted-by":"crossref","unstructured":"Fatoki O (2018) The impact of entrepreneurial resilience on the success of small and medium enterprises in South Africa. Sustainability 12","DOI":"10.3390\/su10072527"},{"key":"23_CR10","doi-asserted-by":"crossref","unstructured":"Karadag H (2016) The role of SMEs and entrepreneurship on economic growth in emerging economies within the post-crisis era: an analysis from Turkey. J Small Bus Entrep Dev 4(11):22\u201331","DOI":"10.15640\/jsbed.v4n1a3"},{"key":"23_CR11","doi-asserted-by":"crossref","unstructured":"Mabenge BK, Ngorora-Madzimure GPK, Makanyeza C (2020) Dimensions of innovation and their effects on the performance of small and medium enterprises: the moderating role of firm\u2019s age and size. J Small Bus Entrep 26","DOI":"10.1080\/08276331.2020.1725727"},{"key":"23_CR12","unstructured":"Agence Nationale de la Statistique et de la D\u00e9mongraphie (2017) Rapport global du Recensement des entreprises. Dakar"},{"key":"23_CR13","doi-asserted-by":"crossref","unstructured":"Nomo TS, Ndao S (2022) D\u00e9finition et caract\u00e9risation socio\u00e9conomique des PME au S\u00e9n\u00e9gal. Rev Organ Territ 31(13)","DOI":"10.1522\/revueot.v31n3.1521"},{"key":"23_CR14","doi-asserted-by":"crossref","unstructured":"Gherghina\u0218C, Botezatu MA, Hosszu A, Simionescu LN (2020) Small and medium-sized enterprises (SMEs): the engine of economic growth through investments and innovation. Sustainability 12(1347):22","DOI":"10.3390\/su12010347"},{"key":"23_CR15","doi-asserted-by":"crossref","unstructured":"Rotar LJ, Pami\u0107 RK, Bojnec \u0160 (2019) Contributions of small and medium enterprises to employment in the European Union countries. Econ Res-Ekonomska Istra\u017eivanja 32(11):14","DOI":"10.1080\/1331677X.2019.1658532"},{"key":"23_CR16","doi-asserted-by":"crossref","unstructured":"Adam NA, Alarifi G (2021) Innovation practices for survival of small and medium enterprises (SMEs) in the COVID-19 times: the role of external support. J Innov Entrep","DOI":"10.1186\/s13731-021-00156-6"},{"key":"23_CR17","unstructured":"Moeuf A, Eburdy R, Lamouri S, Tamayo S (2017) Industry 4.0 and the SME: a technology-focused review of the empirical literature. In: chez IESM Conference. Saarbr\u00fccken"},{"key":"23_CR18","unstructured":"Maow BA (2021) The impact of small and medium enterprises (SMEs) on economic growth and job creation in Somalia. J Econ Policy Res 8(11):13"},{"key":"23_CR19","unstructured":"Nkwabi JM, Mboya LB (2019) A review of factors affecting the growth of small and medium enterprises (SMEs) in Tanzania. Eur J Bus Manage 11(133):9"},{"key":"23_CR20","doi-asserted-by":"crossref","unstructured":"Amoah SK, Amoah AK (2018) The role of small and medium enterprises (SMEs) to employment in Ghana. Int J Bus Econ Res 7(15):151\u2013157","DOI":"10.11648\/j.ijber.20180705.14"},{"key":"23_CR21","unstructured":"Okundaye K, Fan SK, Dwyer RJ (2018) Impact of information and communication technology in Nigeria small and medium-sized enterprises. Impact Inf 18"},{"key":"23_CR22","unstructured":"R\u00e9gnier-P\u00e9castaing F, Gabassi M, Finet J (2008) MDM Enjeux et m\u00e9thodes de la gestion de donn\u00e9es. Paris, DUNOD"},{"key":"23_CR23","unstructured":"Kalambe YS, Pratiba D, Shah P (2017) Big data mining tools for unstructured data : a review. Int J Innov Technol Res"},{"key":"23_CR24","unstructured":"Khan MS, Subbarao G, Reddy V (2016) Hace theorem based data mining using big data. Int J Eng Sci 83\u201387"},{"key":"23_CR25","unstructured":"Barot DMP, Prajapati MG, Patel RR (2019) Review paper for types of data in big data and text mining. Int J Eng Res Technol"},{"key":"23_CR26","unstructured":"Eglendy N, Elragal A (2014) Big data analytics: a litterature review paper. chez Springer International Publishing Switzerland"},{"key":"23_CR27","unstructured":"Albaour AS, Aburawe YA (2021) Big data: review paper. Int J Adv Res Innov Ideas Educ (IJARIIE)"},{"key":"23_CR28","unstructured":"Maheshwari H, Verma L, Chandra U (2019) Overview of big data and its issues. Int J Res Electron Comput Eng"},{"key":"23_CR29","unstructured":"Enders T, Satzger G, Fassnacht M, Wolff C (2022) Why should I share? Exploring benefits of open data for private sector organizations. In: chez Pacific Asia conference on information systems"},{"key":"23_CR30","doi-asserted-by":"crossref","unstructured":"Ali M, Alexopoulos C, Charalabidis Y (2022) A comprehensive review of open data platforms, prevalent technologies, and functionalities. In: chez 15th international conference on theory and practice of electronic governance","DOI":"10.1145\/3560107.3560142"},{"key":"23_CR31","doi-asserted-by":"crossref","unstructured":"Omri N, Masry ZA, Giampiccolo S, Mairot N, Zerhouni N (2019) Data management requirements for PHM implementation in SMEs. In: chez 2019 prognostics and system health management conference (PHM-Paris), Paris","DOI":"10.1109\/PHM-Paris.2019.00046"},{"key":"23_CR32","doi-asserted-by":"crossref","unstructured":"Noonpakdee W, Phothichai A, Khunkornsiri T (2018) Big data implementation for small and medium enterprises. In: chez The 27th wireless and optical communications conference (WOCC2018)","DOI":"10.1109\/WOCC.2018.8372725"},{"key":"23_CR33","doi-asserted-by":"crossref","unstructured":"Di\u00e8ne B, Rodrigues JJ, Diallo O, Ndoye EHM, Korotaev VV (2020) Data management techniques for internet of things. Mech Syst Signal Process","DOI":"10.1016\/j.ymssp.2019.106564"},{"key":"23_CR34","doi-asserted-by":"crossref","unstructured":"Vitale G, Cupertino S, Riccaboni A (2020) Big data and management control systems change: the case of an agricultural SME. J Manage Control 30","DOI":"10.1007\/s00187-020-00298-w"},{"key":"23_CR35","doi-asserted-by":"crossref","unstructured":"Willetts M, Atkins AS (2024) Evaluation of a software positioning tool to support SMEs in adoption of big data analytics. J Electron Sci Technol 11","DOI":"10.1016\/j.jnlest.2023.100229"},{"key":"23_CR36","doi-asserted-by":"crossref","unstructured":"Willets M, Atkins AS, Stanier C (2020) Barriers to SMEs adoption of big data analytics for competitive advantage. IEEE","DOI":"10.1109\/ICDS50568.2020.9268687"},{"key":"23_CR37","doi-asserted-by":"crossref","unstructured":"Mohamed M, Weber P (2020) Trends of digitalization and adoption of big data & analytics among UK SMEs: analysis and lessons drawn from a case study of 53 SMEs trends of digitalization and adoption of big data & analytics among UK SMEs: analysis and lessons. In: chez IEEE International conference on engineering, technology and innovation (ICE\/ITMC)","DOI":"10.1109\/ICE\/ITMC49519.2020.9198545"},{"key":"23_CR38","doi-asserted-by":"crossref","unstructured":"Maroufkhani P, Ismail WKW, Ghobakhloo M (2020) Big data analytics adoption model for small and medium enterprises. J Sci Technol 30","DOI":"10.1108\/JSTPM-02-2020-0018"},{"key":"23_CR39","doi-asserted-by":"crossref","unstructured":"Jhaa AK, Agib MA, Ngai EW (2020) A note on big data analytics capability development in supply chain. Decis Support Syst 9","DOI":"10.1016\/j.dss.2020.113382"},{"key":"23_CR40","doi-asserted-by":"crossref","unstructured":"Radicic D, Petkovic S (2023) Impact of digitalization on technological innovations in small and medium-sized enterprises (SMES). Technol Forecast Soc Chang 16","DOI":"10.1016\/j.techfore.2023.122474"},{"key":"23_CR41","doi-asserted-by":"crossref","unstructured":"Sivarajah U, Kamal MM, Irani Z, Weerakkody V (2017) Critical analysis of big data challenges and analytical methods. J Bus Res 263\u2013286","DOI":"10.1016\/j.jbusres.2016.08.001"},{"key":"23_CR42","doi-asserted-by":"crossref","unstructured":"Janbi N, Katib I, Mehmood R (2023) Distributed artificial intelligence : taxonomy, review, framework and reference architecture. Intell Syst Appl 18:43","DOI":"10.1016\/j.iswa.2023.200231"},{"key":"23_CR43","doi-asserted-by":"crossref","unstructured":"Lada S, Chekima B, Karim MRA, Fabeil NF, Ayub MS, Amirul SM, Ansar R, Bouteraa M, Fook LM, Zaki HO (2023) Determining factors related to artificial intelligence (AI) adoption among Malaysia\u2019s small and medium-sized business. J Open Innov: Technol Mark Complex 9:9","DOI":"10.1016\/j.joitmc.2023.100144"},{"key":"23_CR44","doi-asserted-by":"crossref","unstructured":"Yang J, Blount Y, Amrollahi A (2024) Artificial intelligence adoption in a professional service industry: a multiple case study. Technol Forecast Soc Chang 18","DOI":"10.1016\/j.techfore.2024.123251"},{"key":"23_CR45","doi-asserted-by":"crossref","unstructured":"Haleem A, Javaid M, Qadri MA, Singh RP, Suman R (2022) Artificial intelligence (AI) applications for marketing: a Litterature-based study. Int J Intell Netw 3:119\u2013132","DOI":"10.1016\/j.ijin.2022.08.005"},{"key":"23_CR46","doi-asserted-by":"crossref","unstructured":"Gupta R, Nair K, Mishra M, Ibrahim B, Bhardwaj S (2024) Adoption and impacts of generative artificial intelligence: theoretical underpinnings and research agenda. Int J Inf Manage Data Insights 4:15","DOI":"10.1016\/j.jjimei.2024.100232"},{"key":"23_CR47","doi-asserted-by":"crossref","unstructured":"Rajabion L (2018) Application and adoption of big data technologies in SMEs. In: chez International conference on computational science and computational intelligence (CSCI)","DOI":"10.1109\/CSCI46756.2018.00219"},{"key":"23_CR48","unstructured":"Madhuri J, Indiramma M (2019) Role of big data in agriculture. Int J Innov Technol Explor Eng (IJITEE) 9(12):3811\u20133921"},{"key":"23_CR49","doi-asserted-by":"crossref","unstructured":"Evstatiev BI, Gabrovska-Evstatieva KG (2020) A review on the methods for big data analysis in agriculture. In: chez IOP Conference series: materials science and engineering","DOI":"10.1088\/1757-899X\/1032\/1\/012053"},{"key":"23_CR50","doi-asserted-by":"crossref","unstructured":"Norton T, Chen C, Larsen MLV, Berckmans D (2019) Review: precision livestock farming: building \u2018digital representations\u2019 to bring the animals closer to the farmer. Animal 3009\u20133017","DOI":"10.1017\/S175173111900199X"},{"key":"23_CR51","doi-asserted-by":"crossref","unstructured":"Neethirajan S, Kemp B (2021) Digital livestock farming. Sens Bio-Sens Res 132","DOI":"10.20944\/preprints202101.0620.v1"},{"key":"23_CR52","doi-asserted-by":"crossref","unstructured":"Wang C, Li Z, Wang T, Xu X, Zhang X (2021) Intelligent fish farm\u2014the future of aquaculture. Aquac Int 2681\u20132711","DOI":"10.1007\/s10499-021-00773-8"},{"key":"23_CR53","doi-asserted-by":"crossref","unstructured":"Iqbal U, Li D, Akhter M (2022) Intelligent diagnosis of fish behavior using deep learning method. Fishes 1\u20139","DOI":"10.3390\/fishes7040201"},{"key":"23_CR54","doi-asserted-by":"crossref","unstructured":"O\u2019Donncha F, Grant J (2019) Precision aquaculture. IEEE Internet Things Mag","DOI":"10.1109\/IOTM.0001.1900033"},{"key":"23_CR55","doi-asserted-by":"crossref","unstructured":"Tao Q, Ding H, Wang H, Cui X (2021) Application research: big data in food industry. Foods 10","DOI":"10.3390\/foods10092203"},{"key":"23_CR56","doi-asserted-by":"crossref","unstructured":"Sadiku MNO, Ashaolu TJ, Ajayi-Majebi A, Musa SM (2020) Big data in food industry. Int J Sci Adv 1(13):148\u2013152","DOI":"10.51542\/ijscia.v1i3.5"},{"key":"23_CR57","doi-asserted-by":"crossref","unstructured":"Marquesone RFP, Carvalho TCMB (2022) Examining the nexus between the vs of big data and the sustainable challenges in the textile industry. Sustainability 14(14638):1\u201317","DOI":"10.3390\/su14084638"},{"key":"23_CR58","doi-asserted-by":"crossref","unstructured":"Jain S, Bruniaux J, Zeng X, Bruniaux P (2017) Big data in fashion industry. In: chez Materials science and engineering","DOI":"10.1088\/1757-899X\/254\/15\/152005"},{"key":"23_CR59","doi-asserted-by":"crossref","unstructured":"Sadiku MNO, Ashaolu TJ, Ajayi-Majebi A, Musa SM (2021) Big data in manufacturing. Int J Sci Adv II(11):63\u201366","DOI":"10.51542\/ijscia.v2i1.11"},{"key":"23_CR60","doi-asserted-by":"crossref","unstructured":"Zhang Y, Zhang R, Wang Y, Guo H, Zhong RY, Qu T, Li Z (2019) Big data driven decision-making for batch-based production systems. In: chez 11th CIRP conference on industrial product-service systems","DOI":"10.1016\/j.procir.2019.05.023"},{"key":"23_CR61","doi-asserted-by":"crossref","unstructured":"Qi Q, Tao F (2018) Digital twin and big data towards smart manufacturing and industry 4.0: 360 degree comparison. Inst Electr Electron Eng VI:3585\u20133593","DOI":"10.1109\/ACCESS.2018.2793265"},{"key":"23_CR62","doi-asserted-by":"crossref","unstructured":"Munawar HS, Ullah F, Qayyum S, Shahzad D (2022) Big data in construction: current applications and future opportunities. Big Data Cogn Comput VI(118)","DOI":"10.3390\/bdcc6010018"},{"key":"23_CR63","doi-asserted-by":"crossref","unstructured":"Garyaev N, Garyaeva V (2019) Big data technology in construction. In: chez E3S Web of conferences, vol 97","DOI":"10.1051\/e3sconf\/20199701032"},{"key":"23_CR64","unstructured":"Baghchesaraei OR, Baghchesaraei A (2016) Smart buildings: design and construction process. J Eng Appl Sci XI(14):783\u2013787"},{"key":"23_CR65","doi-asserted-by":"crossref","unstructured":"Alrumiah SS, Hadwan M (2021) Implementing big data analytics in e-commerce: vendor and customer view. Inst Electr Electron Eng IX:37281\u201337286","DOI":"10.1109\/ACCESS.2021.3063615"},{"key":"23_CR66","doi-asserted-by":"crossref","unstructured":"Seetharaman A, Niranjan I, Tandon V, Saravanan AS (2016) Impact of big data on the retail industry. Corp Ownership Control XIV(11)","DOI":"10.22495\/cocv14i1c3p11"},{"key":"23_CR67","doi-asserted-by":"crossref","unstructured":"Fisher M, Raman A (2018) Using data and big data in retailing. Prod Oper Manage","DOI":"10.1111\/poms.12846"},{"key":"23_CR68","doi-asserted-by":"crossref","unstructured":"Dang S, Shi J, Li Y (2019) Big data management in transport & logistics industry: a literature review. J Bus Sch 2(13):56\u201362","DOI":"10.26677\/TR1010.2019.78"},{"key":"23_CR69","unstructured":"Welch TF, Widita A (2018) Big data in public transportation: a review of sources and methods. Transp Rev"},{"key":"23_CR70","doi-asserted-by":"crossref","unstructured":"Selod H, Soumahoro S (2020) Big data in transportation: an economics perspective. Policy Research Working Paper","DOI":"10.1596\/1813-9450-9308"},{"key":"23_CR71","doi-asserted-by":"crossref","unstructured":"Zahid H, Mahmood T, Morshed A, Sellis T.(2021) Big data analytics in telecommunications: literature review and architecture recommendations. IEEE\/CAA J Autom SINICA","DOI":"10.1109\/JAS.2019.1911795"},{"key":"23_CR72","doi-asserted-by":"crossref","unstructured":"Xu L, Cao Y, Yang H, Sun C, Zhang T, Wen B, Cheng X, Song C, He X (2019) Research on telecom big data platform of LTE\/5G mobile networks. In: chez IEEE international conferences on ubiquitous computing & communications (IUCC) and data science and computational intelligence (DSCI) and smart computing, networking and services (SmartCNS)","DOI":"10.1109\/IUCC\/DSCI\/SmartCNS.2019.00155"},{"key":"23_CR73","doi-asserted-by":"crossref","unstructured":"Shao G, Chen W, Cheng X, Xu L, Zhang T, Cheng C (2018) Telecom big data based user analysis application in telecom industry. ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, p 99\u2013109","DOI":"10.1007\/978-3-319-72823-0_11"},{"key":"23_CR74","unstructured":"Cetinkaya O, \u00c7\u00f6p S, Bayraktar G (2020) Analyzing hotel customer experience through big data method: samples from hotels in Antalya and Istanbul. Int J Exp Learn Case Stud 001\u2013013"},{"key":"23_CR75","doi-asserted-by":"crossref","unstructured":"Mariani MM, Baggio R (2021) Big data and analytics in hospitality and tourism: a systematic literature review. Int J Contemp Hosp Manage","DOI":"10.1108\/IJCHM-03-2021-0301"},{"key":"23_CR76","doi-asserted-by":"crossref","unstructured":"Mattera DM (2018) SMEs transformation through usage and understanding of big data case study: Spanish restaurant industry. In: chez IEEE 3rd international conference on big data analysis","DOI":"10.1109\/ICBDA.2018.8367674"},{"key":"23_CR77","doi-asserted-by":"crossref","unstructured":"Holland CP, Guti\u00e9rrez-Leefmans M (2018) A taxonomy of SME e-commerce platforms derived from a market-level analysis. Int J Electron Commer 161\u2013201","DOI":"10.1080\/10864415.2017.1364114"},{"key":"23_CR78","doi-asserted-by":"crossref","unstructured":"Cerchione R, Esposito E (2017) Using knowledge management systems: a taxonomy of SME strategies. Int J Inf Manage 1551\u20131562","DOI":"10.1016\/j.ijinfomgt.2016.10.007"},{"key":"23_CR79","unstructured":"Kitchenham B, Charters SM (2007) Guidelines for performing systematic literature reviews in software engineering"},{"key":"23_CR80","doi-asserted-by":"crossref","unstructured":"Naghib A, Navimipour NJ, Hosseinzadeh M, Sharifi A (2023) A comprehensive and systematic literature review on the big data management techniques in the internet of things. Wirel Netw 29:1085\u20131144","DOI":"10.1007\/s11276-022-03177-5"},{"key":"23_CR81","unstructured":"Centre du Commerce International (2022) Comp\u00e9titivit\u00e9 des PME en Afrique francophone 2022 Promouvoir la transformation num\u00e9rique"}],"container-title":["Lecture Notes in Networks and Systems","Information Systems for Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-1747-0_23","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,30]],"date-time":"2025-05-30T07:24:27Z","timestamp":1748589867000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-1747-0_23"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9789819617463","9789819617470"],"references-count":81,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-1747-0_23","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"31 May 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISBM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"World Conference on Information Systems for Business Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bangkok","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Thailand","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":"12 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"13 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"isbm12024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/isbm.ict4sd.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}