{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,10]],"date-time":"2025-12-10T12:48:01Z","timestamp":1765370881802,"version":"3.46.0"},"reference-count":64,"publisher":"Elsevier BV","issue":"4","license":[{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,5,6]],"date-time":"2025-05-06T00:00:00Z","timestamp":1746489600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100019899","name":"Ministry of Finance of Republic of Indonesia","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100019899","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Data and Information Management"],"published-print":{"date-parts":[[2025,12]]},"DOI":"10.1016\/j.dim.2025.100103","type":"journal-article","created":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T16:25:59Z","timestamp":1747153559000},"page":"100103","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"title":["Unsupervised topic labeling and opportunity model of social media data for enhancing automotive product design processes"],"prefix":"10.1016","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3478-6200","authenticated-orcid":false,"given":"Broto Widya","family":"Hartanto","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1072-6166","authenticated-orcid":false,"family":"Subagyo","sequence":"additional","affiliation":[]},{"given":"I.G.B.","family":"Budi Dharma","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.dim.2025.100103_bib1","doi-asserted-by":"crossref","DOI":"10.3389\/frai.2020.00042","article-title":"Using topic modeling methods for short-text data: A comparative analysis","volume":"3","author":"Albalawi","year":"2020","journal-title":"Frontiers in Artificial Intelligence"},{"key":"10.1016\/j.dim.2025.100103_bib2","series-title":"Proceedings of the 43rd international ACM SIGIR conference on research and development in information retrieval","first-page":"1965","article-title":"Automatic generation of topic labels","author":"Alokaili","year":"2020"},{"key":"10.1016\/j.dim.2025.100103_bib3","series-title":"2022 2nd international conference on computing and information technology (ICCIT)","first-page":"26","article-title":"A comparison of topic modeling algorithms on visual social media networks","author":"Alotaibi","year":"2022"},{"key":"10.1016\/j.dim.2025.100103_bib4","series-title":"2019 3rd international conference on trends in electronics and informatics (ICOEI)","first-page":"704","article-title":"Performance evaluation of topic modeling algorithms for text classification","author":"Anantharaman","year":"2019"},{"author":"Angelov","key":"10.1016\/j.dim.2025.100103_bib5"},{"year":"2017","series-title":"Automotive product development: A systems engineering implementation","author":"Bhise","key":"10.1016\/j.dim.2025.100103_bib6"},{"key":"10.1016\/j.dim.2025.100103_bib7","first-page":"993","article-title":"Latent dirichlet allocation","volume":"3","author":"Blei","year":"2003","journal-title":"Journal of Machine Learning Research"},{"key":"10.1016\/j.dim.2025.100103_bib8","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2023.122676","article-title":"Top2Label: Explainable zero shot topic labelling using knowledge graphs","volume":"242","author":"Chaudhary","year":"2024","journal-title":"Expert Systems with Applications"},{"issue":"1","key":"10.1016\/j.dim.2025.100103_bib9","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1108\/DTA-05-2018-0048","article-title":"Applying big data analytics to support Kansei engineering for hotel service development","volume":"53","author":"Chen","year":"2019","journal-title":"Data Technologies and Applications"},{"issue":"1","key":"10.1016\/j.dim.2025.100103_bib10","doi-asserted-by":"crossref","first-page":"268","DOI":"10.3390\/su13010268","article-title":"Using a text mining approach to hear voices of customers from social media toward the fast-food restaurant industry","volume":"13","author":"Chen","year":"2020","journal-title":"Sustainability"},{"key":"10.1016\/j.dim.2025.100103_bib11","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.knosys.2018.08.011","article-title":"Experimental explorations on short text topic mining between LDA and NMF based Schemes","volume":"163","author":"Chen","year":"2019","journal-title":"Knowledge-Based Systems"},{"issue":"2","key":"10.1016\/j.dim.2025.100103_bib12","first-page":"183","article-title":"Harnessing the predictive value of online word-of-mouth for identifying market success of new automobiles: Input versus output word-of-mouth perspectives","volume":"25","author":"Choi","year":"2022","journal-title":"EaM: Ekonomie a Management"},{"key":"10.1016\/j.dim.2025.100103_bib13","doi-asserted-by":"crossref","DOI":"10.1016\/j.techfore.2020.120045","article-title":"Identification of time-evolving product opportunities via social media mining","volume":"156","author":"Choi","year":"2020","journal-title":"Technological Forecasting and Social Change"},{"issue":"6","key":"10.1016\/j.dim.2025.100103_bib15","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1002\/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9","article-title":"Indexing by latent semantic analysis","volume":"41","author":"Deerwester","year":"1990","journal-title":"Journal of the American Society for Information Science"},{"author":"Devlin","key":"10.1016\/j.dim.2025.100103_bib16"},{"key":"10.1016\/j.dim.2025.100103_bib17","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1016\/j.jbusres.2018.05.008","article-title":"How to evaluate innovative ideas and concepts at the front-end?: A front-end perspective of the automotive innovation process","volume":"110","author":"Dziallas","year":"2020","journal-title":"Journal of Business Research"},{"key":"10.1016\/j.dim.2025.100103_bib18","doi-asserted-by":"crossref","DOI":"10.3389\/fsoc.2022.886498","article-title":"A topic modeling comparison between LDA, NMF, Top2Vec, and BERTopic to demystify twitter posts","volume":"7","author":"Egger","year":"2022","journal-title":"Frontiers in Sociology"},{"year":"2004","series-title":"Guidelines on the assessment of horizontal mergers under the council regulation on the control of concentrations between undertakings (pp. 0005\u20130018)","key":"10.1016\/j.dim.2025.100103_bib19"},{"key":"10.1016\/j.dim.2025.100103_bib20","series-title":"Proceedings of the 2023 CHI conference on human factors in computing systems","first-page":"1","article-title":"Towards a reflection in creative experience questionnaire","author":"Ford","year":"2023"},{"key":"10.1016\/j.dim.2025.100103_bib21","series-title":"Automobile Industry Data","article-title":"Indonesian automobile industry data","author":"Gaikindo","year":"2023"},{"issue":"1","key":"10.1016\/j.dim.2025.100103_bib22","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1017\/pan.2016.7","article-title":"Exploring the political agenda of the European parliament using a dynamic topic modeling approach","volume":"25","author":"Greene","year":"2017","journal-title":"Political Analysis"},{"issue":"1","key":"10.1016\/j.dim.2025.100103_bib23","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1287\/mksc.12.1.1","article-title":"The voice of the customer","volume":"12","author":"Griffin","year":"1993","journal-title":"Marketing Science"},{"author":"Grootendorst","key":"10.1016\/j.dim.2025.100103_bib24"},{"key":"10.1016\/j.dim.2025.100103_bib25","doi-asserted-by":"crossref","first-page":"596","DOI":"10.1016\/j.neucom.2021.08.078","article-title":"Automatic topic labeling using graph-based pre-trained neural embedding","volume":"463","author":"He","year":"2021","journal-title":"Neurocomputing"},{"issue":"6","key":"10.1016\/j.dim.2025.100103_bib26","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3578521","article-title":"GEO: A computational design framework for automotive exterior facelift","volume":"17","author":"Huang","year":"2023","journal-title":"ACM Transactions on Knowledge Discovery from Data"},{"key":"10.1016\/j.dim.2025.100103_bib27","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/j.aei.2018.06.005","article-title":"Balancing homogeneity and heterogeneity in design exploration by synthesizing novel design alternatives based on genetic algorithm and strategic styling decision","volume":"38","author":"Hyun","year":"2018","journal-title":"Advanced Engineering Informatics"},{"key":"10.1016\/j.dim.2025.100103_bib28","series-title":"2021 16th Iberian conference on information systems and technologies (CISTI)","first-page":"1","article-title":"A multilingual lexicon-based approach for sentiment analysis in social and cultural information system data","author":"Jardim","year":"2021"},{"issue":"11","key":"10.1016\/j.dim.2025.100103_bib29","doi-asserted-by":"crossref","first-page":"15169","DOI":"10.1007\/s11042-018-6894-4","article-title":"Latent Dirichlet allocation (LDA) and topic modeling: Models, applications, a survey","volume":"78","author":"Jelodar","year":"2019","journal-title":"Multimedia Tools and Applications"},{"issue":"April 2017","key":"10.1016\/j.dim.2025.100103_bib30","doi-asserted-by":"crossref","first-page":"280","DOI":"10.1016\/j.ijinfomgt.2017.09.009","article-title":"Social media mining for product planning: A product opportunity mining approach based on topic modeling and sentiment analysis","volume":"48","author":"Jeong","year":"2019","journal-title":"International Journal of Information Management"},{"issue":"1","key":"10.1016\/j.dim.2025.100103_bib31","doi-asserted-by":"crossref","DOI":"10.1115\/1.4041087","article-title":"Review on recent advances in information mining from big consumer opinion data for product design","volume":"19","author":"Jin","year":"2019","journal-title":"Journal of Computing and Information Science in Engineering"},{"key":"10.1016\/j.dim.2025.100103_bib32","doi-asserted-by":"crossref","DOI":"10.1016\/j.ijinfomgt.2022.102479","article-title":"Integrating human knowledge into artificial intelligence for complex and ill-structured problems: Informed artificial intelligence","volume":"64","author":"Johnson","year":"2022","journal-title":"International Journal of Information Management"},{"key":"10.1016\/j.dim.2025.100103_bib33","article-title":"Demand prediction in the automobile industry independent of big data","author":"Kato","year":"2020","journal-title":"Annals of Data Science"},{"key":"10.1016\/j.dim.2025.100103_bib34","series-title":"Proceedings of the 2021 ACM southeast conference","first-page":"229","article-title":"Language agnostic model: Detecting islamophobic content on social media","author":"Khan","year":"2021"},{"key":"10.1016\/j.dim.2025.100103_bib35","doi-asserted-by":"crossref","first-page":"98787","DOI":"10.1109\/ACCESS.2023.3312764","article-title":"Identifying hot topic trends in streaming text data using news sequential evolution model based on distributed representations","volume":"11","author":"Khan","year":"2023","journal-title":"IEEE Access"},{"issue":"2","key":"10.1016\/j.dim.2025.100103_bib36","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1016\/j.ijresmar.2019.09.003","article-title":"The interactive effects of product and brand portfolio strategies on brand performance: Longitudinal evidence from the U.S. automotive industry","volume":"37","author":"Kirca","year":"2020","journal-title":"International Journal of Research in Marketing"},{"key":"10.1016\/j.dim.2025.100103_bib37","first-page":"110","article-title":"Explicit semantic analysis as a means for topic labelling","author":"Kriukova","year":"2018","journal-title":"Artificial Intelligence and Natural Language"},{"issue":"6755","key":"10.1016\/j.dim.2025.100103_bib38","doi-asserted-by":"crossref","first-page":"788","DOI":"10.1038\/44565","article-title":"Learning the parts of objects by non-negative matrix factorization","volume":"401","author":"Lee","year":"1999","journal-title":"Nature"},{"key":"10.1016\/j.dim.2025.100103_bib39","series-title":"Communications in computer and information science","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1007\/978-3-319-60447-3_2","article-title":"Towards the automatic sentiment analysis of German news and forum documents","author":"Lommatzsch","year":"2017"},{"key":"10.1016\/j.dim.2025.100103_bib40","first-page":"99","article-title":"Unsupervised topic labeling of text based on wikipedia categorization","volume":"Vol. 1","author":"Loskutova","year":"2019"},{"key":"10.1016\/j.dim.2025.100103_bib41","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2023.121078","article-title":"Fighting fire with fire: The impact of radical automotive facelift decision on sales","volume":"234","author":"Luo","year":"2023","journal-title":"Expert Systems with Applications"},{"key":"10.1016\/j.dim.2025.100103_bib42","doi-asserted-by":"crossref","DOI":"10.1016\/j.ijinfomgt.2020.102073","article-title":"Semi-autonomous methodology to validate and update customer needs database through text data analytics","volume":"52","author":"Mart\u00ed Bigorra","year":"2020","journal-title":"International Journal of Information Management"},{"key":"10.1016\/j.dim.2025.100103_bib43","series-title":"1st international conference on learning representations, ICLR 2013 - workshop track proceedings","first-page":"1","article-title":"Efficient estimation of word representations in vector space","author":"Mikolov","year":"2013"},{"year":"1994","series-title":"Usability engineering","author":"Nielsen","key":"10.1016\/j.dim.2025.100103_bib44"},{"issue":"3","key":"10.1016\/j.dim.2025.100103_bib45","doi-asserted-by":"crossref","DOI":"10.1016\/j.joitmc.2023.100093","article-title":"Online data-driven concurrent product-process-supply chain design in the early stage of new product development","volume":"9","author":"Purnama","year":"2023","journal-title":"Journal of Open Innovation: Technology, Market, and Complexity"},{"issue":"2","key":"10.1016\/j.dim.2025.100103_bib46","doi-asserted-by":"crossref","first-page":"268","DOI":"10.1287\/mksc.1050.0116","article-title":"Research note\u2014user design of customized products","volume":"26","author":"Randall","year":"2007","journal-title":"Marketing Science"},{"issue":"11","key":"10.1016\/j.dim.2025.100103_bib47","doi-asserted-by":"crossref","first-page":"979","DOI":"10.1080\/08839514.2019.1661576","article-title":"Review and implementation of topic modeling in Hindi","volume":"33","author":"Ray","year":"2019","journal-title":"Applied Artificial Intelligence"},{"issue":"1","key":"10.1016\/j.dim.2025.100103_bib48","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1504\/IJATM.2015.067089","article-title":"Customer integration and voice-of-customer methods in the German automotive industry","volume":"15","author":"Rese","year":"2015","journal-title":"International Journal of Automotive Technology and Management"},{"issue":"4","key":"10.1016\/j.dim.2025.100103_bib49","doi-asserted-by":"crossref","first-page":"1295","DOI":"10.18421\/TEM84-27","article-title":"Shortening of life cycle and complexity impact on the automotive industry","volume":"8","author":"Sabadka","year":"2019","journal-title":"TEM Journal"},{"key":"10.1016\/j.dim.2025.100103_bib51","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1016\/j.cirpj.2021.07.001","article-title":"Product design change propagation in automotive supply chain considering product life cycle","volume":"35","author":"Shivankar","year":"2021","journal-title":"CIRP Journal of Manufacturing Science and Technology"},{"issue":"2","key":"10.1016\/j.dim.2025.100103_bib54","doi-asserted-by":"crossref","DOI":"10.1016\/j.dim.2023.100061","article-title":"Digital transformation research: A bird's eye image of core knowledge and global trends","volume":"8","author":"Talafidaryani","year":"2024","journal-title":"Data and Information Management"},{"key":"10.1016\/j.dim.2025.100103_bib55","article-title":"Technological topic analysis of standard-essential patents based on the improved Latent Dirichlet Allocation (LDA) model","author":"Tian","year":"2022","journal-title":"Technology Analysis & Strategic Management"},{"issue":"1","key":"10.1016\/j.dim.2025.100103_bib56","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1287\/mksc.2018.1123","article-title":"Identifying customer needs from user-generated content","volume":"38","author":"Timoshenko","year":"2019","journal-title":"Marketing Science"},{"key":"10.1016\/j.dim.2025.100103_bib57","series-title":"Proceedings of the 40th annual meeting on association for computational linguistics - ACL \u201902, 417","article-title":"Thumbs up or thumbs down?: Semantic orientation applied to unsupervised classification of reviews","author":"Turney","year":"2001"},{"key":"10.1016\/j.dim.2025.100103_bib58","first-page":"91","article-title":"Turn customer input into innovation","author":"Ulwick","year":"2002","journal-title":"Harvard Business Review"},{"year":"2009","series-title":"What is outcome-driven Innovation\u00ae(ODI)?","author":"Ulwick","key":"10.1016\/j.dim.2025.100103_bib59"},{"issue":"4","key":"10.1016\/j.dim.2025.100103_bib60","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1287\/mnsc.36.4.401","article-title":"Prelaunch Forecasting of new automobiles","volume":"36","author":"Urban","year":"1990","journal-title":"Management Science"},{"issue":"7","key":"10.1016\/j.dim.2025.100103_bib62","doi-asserted-by":"crossref","first-page":"1632","DOI":"10.1108\/TQM-11-2021-0323","article-title":"Analysis of the integrating sustainable value creation process: Evidence from Iran's automotive industry","volume":"35","author":"Valiyan","year":"2023","journal-title":"The TQM Journal"},{"issue":"4","key":"10.1016\/j.dim.2025.100103_bib63","doi-asserted-by":"crossref","first-page":"1622","DOI":"10.1109\/TEM.2020.3021698","article-title":"Bridging the semantic gap between customer needs and design specifications using user-generated content","volume":"69","author":"Wang","year":"2022","journal-title":"IEEE Transactions on Engineering Management"},{"key":"10.1016\/j.dim.2025.100103_bib65","series-title":"Proceedings of the 1st conference of the Asia-Pacific chapter of the association for computational linguistics and the 10th international joint conference on Natural Language Processing","article-title":"IndoNLU: Benchmark and resources for evaluating Indonesian Natural Language understanding","author":"Wilie","year":"2020"},{"issue":"3","key":"10.1016\/j.dim.2025.100103_bib66","doi-asserted-by":"crossref","DOI":"10.1115\/1.4045687","article-title":"Data-driven dynamic network modeling for analyzing the evolution of product competitions","volume":"142","author":"Xie","year":"2020","journal-title":"Journal of Mechanical Design"},{"key":"10.1016\/j.dim.2025.100103_bib67","series-title":"Proceedings of the 22nd international conference on world wide web","first-page":"1445","article-title":"A biterm topic model for short texts","author":"Yan","year":"2013"},{"key":"10.1016\/j.dim.2025.100103_bib68","doi-asserted-by":"crossref","DOI":"10.1016\/j.aei.2023.101996","article-title":"UNISON framework for user requirement elicitation and classification of smart product-service system","volume":"57","author":"Zhang","year":"2023","journal-title":"Advanced Engineering Informatics"},{"issue":"2","key":"10.1016\/j.dim.2025.100103_bib69","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1287\/mksc.2019.1215","article-title":"Frontiers: In-Consumption social listening with moment-to-moment unstructured data: The case of movie appreciation and live comments","volume":"39","author":"Zhang","year":"2020","journal-title":"Marketing Science"},{"issue":"2","key":"10.1016\/j.dim.2025.100103_bib70","doi-asserted-by":"crossref","DOI":"10.1016\/j.dim.2023.100038","article-title":"The impact of big data on research methods in information science","volume":"7","author":"Zhang","year":"2023","journal-title":"Data and Information Management"}],"container-title":["Data and Information Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2543925125000117?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2543925125000117?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,12,10]],"date-time":"2025-12-10T08:07:53Z","timestamp":1765354073000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2543925125000117"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12]]},"references-count":64,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2025,12]]}},"alternative-id":["S2543925125000117"],"URL":"https:\/\/doi.org\/10.1016\/j.dim.2025.100103","relation":{},"ISSN":["2543-9251"],"issn-type":[{"type":"print","value":"2543-9251"}],"subject":[],"published":{"date-parts":[[2025,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Unsupervised topic labeling and opportunity model of social media data for enhancing automotive product design processes","name":"articletitle","label":"Article Title"},{"value":"Data and Information Management","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.dim.2025.100103","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 The Authors. Published by Elsevier Ltd on behalf of School of Information Management Wuhan University.","name":"copyright","label":"Copyright"}],"article-number":"100103"}}