{"id":"https://openalex.org/W7101414080","doi":"https://doi.org/10.5220/0013841000004000","title":"Elevating Data Science Maturity: Toward a Process Model that Harnesses MLOps","display_name":"Elevating Data Science Maturity: Toward a Process Model that Harnesses MLOps","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7101414080","doi":"https://doi.org/10.5220/0013841000004000"},"language":"en","primary_location":{"id":"doi:10.5220/0013841000004000","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013841000004000","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0013841000004000","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Christian Haertel","orcid":null},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christian Haertel","raw_affiliation_strings":["Magdeburg Research and Competence Cluster VLBA, Otto-von-Guericke-University, Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"Magdeburg Research and Competence Cluster VLBA, Otto-von-Guericke-University, Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Daniel Staegemann","orcid":null},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Staegemann","raw_affiliation_strings":["Magdeburg Research and Competence Cluster VLBA, Otto-von-Guericke-University, Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"Magdeburg Research and Competence Cluster VLBA, Otto-von-Guericke-University, Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Matthias Pohl","orcid":null},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Pohl","raw_affiliation_strings":["Institute of Data Science, German Aerospace Center (DLR), Jena, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Data Science, German Aerospace Center (DLR), Jena, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"last","author":{"id":null,"display_name":"Klaus Turowski","orcid":null},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus Turowski","raw_affiliation_strings":["Magdeburg Research and Competence Cluster VLBA, Otto-von-Guericke-University, Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"Magdeburg Research and Competence Cluster VLBA, Otto-von-Guericke-University, Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I95793202"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61678097,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"550","last_page":"557"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T12837","display_name":"American Environmental and Regional History","score":0.041099999099969864,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12837","display_name":"American Environmental and Regional History","score":0.041099999099969864,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13059","display_name":"Religion, Ecology, and Ethics","score":0.025599999353289604,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11835","display_name":"Sustainability in Higher Education","score":0.016100000590085983,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.7577000260353088},{"id":"https://openalex.org/keywords/design-science-research","display_name":"Design science research","score":0.7379000186920166},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.6144999861717224},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6035000085830688},{"id":"https://openalex.org/keywords/capability-maturity-model","display_name":"Capability Maturity Model","score":0.5342000126838684},{"id":"https://openalex.org/keywords/design-science","display_name":"Design science","score":0.4772999882698059},{"id":"https://openalex.org/keywords/process-modeling","display_name":"Process modeling","score":0.47380000352859497},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4413999915122986},{"id":"https://openalex.org/keywords/business-process-management","display_name":"Business process management","score":0.39750000834465027}],"concepts":[{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.7577000260353088},{"id":"https://openalex.org/C2777655877","wikidata":"https://www.wikidata.org/wiki/Q3475740","display_name":"Design science research","level":3,"score":0.7379000186920166},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.6144999861717224},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6035000085830688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5875999927520752},{"id":"https://openalex.org/C85890633","wikidata":"https://www.wikidata.org/wiki/Q929673","display_name":"Capability Maturity Model","level":3,"score":0.5342000126838684},{"id":"https://openalex.org/C2780103759","wikidata":"https://www.wikidata.org/wiki/Q5264375","display_name":"Design science","level":2,"score":0.4772999882698059},{"id":"https://openalex.org/C76956256","wikidata":"https://www.wikidata.org/wiki/Q27610560","display_name":"Process modeling","level":3,"score":0.47380000352859497},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4413999915122986},{"id":"https://openalex.org/C80309976","wikidata":"https://www.wikidata.org/wiki/Q7007379","display_name":"Business process management","level":4,"score":0.39750000834465027},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3837999999523163},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.3781999945640564},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.36489999294281006},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.35280001163482666},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3449000120162964},{"id":"https://openalex.org/C207505557","wikidata":"https://www.wikidata.org/wiki/Q4374012","display_name":"Business process modeling","level":4,"score":0.34119999408721924},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.32010000944137573},{"id":"https://openalex.org/C101433766","wikidata":"https://www.wikidata.org/wiki/Q3543263","display_name":"Maturity (psychological)","level":2,"score":0.31279999017715454},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.30649998784065247},{"id":"https://openalex.org/C57936825","wikidata":"https://www.wikidata.org/wiki/Q1780925","display_name":"Complexity management","level":2,"score":0.30640000104904175},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29679998755455017},{"id":"https://openalex.org/C48262172","wikidata":"https://www.wikidata.org/wiki/Q16908765","display_name":"Design process","level":3,"score":0.2847999930381775},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2689000070095062},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26010000705718994},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.25780001282691956},{"id":"https://openalex.org/C93453677","wikidata":"https://www.wikidata.org/wiki/Q1017580","display_name":"Business process discovery","level":5,"score":0.2558000087738037},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25440001487731934},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.25}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0013841000004000","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013841000004000","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:elib.dlr.de:218373","is_oa":false,"landing_page_url":"https://doi.org/10.5220/0013841000004000>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.5220/0013841000004000","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0013841000004000","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Data":[0],"Science":[1,99],"(DS)":[2],"uses":[3],"advanced":[4],"analytical":[5,115],"methods,":[6],"such":[7],"as":[8],"Machine":[9],"Learning,":[10],"to":[11,16,26,72,107],"extract":[12],"value":[13],"from":[14],"data":[15,60],"improve":[17],"organizational":[18],"performance.":[19],"However,":[20],"numerous":[21],"DS":[22,43,49,69,118],"projects":[23],"fail":[24],"due":[25],"the":[27,57,65,97,109,114],"complexity":[28],"and":[29,35,59,85,102,111],"difficulty":[30],"of":[31,39,82,88,113],"handling":[32],"various":[33],"managerial":[34],"technical":[36],"challenges.":[37],"Because":[38],"shortcomings":[40],"in":[41,76,117],"existing":[42],"methodologies,":[44],"new":[45],"standardized":[46],"approaches":[47],"for":[48,67],"project":[50],"management":[51],"are":[52],"needed":[53],"that":[54],"respect":[55],"both":[56],"business":[58],"perspectives.":[61],"In":[62],"this":[63],"paper,":[64],"concept":[66],"a":[68,79,86],"process":[70,83],"model":[71],"address":[73],"common":[74],"problems":[75],"DS,":[77],"including":[78],"low":[80],"level":[81],"maturity":[84],"lack":[87],"reproducibility,":[89],"is":[90,94],"outlined.":[91],"This":[92],"artifact":[93],"developed":[95],"using":[96],"Design":[98],"Research":[100],"methodology":[101],"relies":[103],"on":[104],"MLOps":[105],"principles":[106],"support":[108],"development":[110],"operationalization":[112],"artifacts":[116],"projects.":[119]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-28T00:00:00"}
