{"id":"https://openalex.org/W4406458077","doi":"https://doi.org/10.1109/bigdata62323.2024.10825839","title":"Toward Improved Knowledge Retention: A Template for Describing Data Science Projects","display_name":"Toward Improved Knowledge Retention: A Template for Describing Data Science Projects","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406458077","doi":"https://doi.org/10.1109/bigdata62323.2024.10825839"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825839","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825839","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062901320","display_name":"Christian Haertel","orcid":"https://orcid.org/0009-0001-4904-5643"},"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":["Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024723011","display_name":"Daniel Staegemann","orcid":"https://orcid.org/0000-0001-9957-1003"},"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":["Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059371297","display_name":"Matthias Pohl","orcid":"https://orcid.org/0000-0002-6241-7675"},"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":["German Aerospace Center (DLR),Institute of Data Science,Jena,Germany"],"affiliations":[{"raw_affiliation_string":"German Aerospace Center (DLR),Institute of Data Science,Jena,Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038119361","display_name":"Christian Daase","orcid":"https://orcid.org/0000-0003-4662-7055"},"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":"Christian Daase","raw_affiliation_strings":["Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087109830","display_name":"Klaus Turowski","orcid":"https://orcid.org/0000-0002-4388-8914"},"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":["Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University,Faculty of Computer Science,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5062901320"],"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":0.40405391,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3124","last_page":"3133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9746000170707703,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.9451000094413757,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6638942956924438},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4345262050628662},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.39377403259277344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6638942956924438},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4345262050628662},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.39377403259277344}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825839","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825839","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"},{"id":"pmh:oai:elib.dlr.de:211461","is_oa":false,"landing_page_url":null,"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":"","raw_type":"Konferenzbeitrag"},{"id":"pmh:oai:elib.dlr.de:211461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/BigData62323.2024.10825839>.","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":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1541456620","https://openalex.org/W2104483923","https://openalex.org/W2136922540","https://openalex.org/W2141975087","https://openalex.org/W2515300481","https://openalex.org/W2620780799","https://openalex.org/W2758323673","https://openalex.org/W2800262544","https://openalex.org/W2804095534","https://openalex.org/W2888750492","https://openalex.org/W2966021491","https://openalex.org/W3089522297","https://openalex.org/W3104305579","https://openalex.org/W3119305695","https://openalex.org/W3151685851","https://openalex.org/W3172673608","https://openalex.org/W4213366078","https://openalex.org/W4233118801","https://openalex.org/W4239545511","https://openalex.org/W4285808681","https://openalex.org/W4312392015","https://openalex.org/W4385713320","https://openalex.org/W4388877351","https://openalex.org/W4390118486","https://openalex.org/W4391097769","https://openalex.org/W4391902753","https://openalex.org/W4401174351","https://openalex.org/W6795638468","https://openalex.org/W7008534820","https://openalex.org/W7052781522","https://openalex.org/W7075268949"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Data":[0],"Science":[1,100],"(DS)":[2],"aims":[3],"to":[4,18,28,33,50,70],"extract":[5],"knowledge":[6,66],"from":[7,137],"large":[8],"amounts":[9],"of":[10,37,74,92,126],"data.":[11],"Organizations":[12],"can":[13,149],"use":[14,135],"the":[15,34,89,109,127,138,147,163],"retrieved":[16],"insights":[17],"achieve":[19],"various":[20],"performance":[21],"improvements.":[22],"However,":[23],"DS":[24,52,69,93,111,134,160],"projects":[25,94,161],"often":[26],"fail":[27],"fulfill":[29],"their":[30],"objectives":[31],"due":[32],"explorative":[35],"nature":[36],"this":[38,62,83],"discipline":[39],"and":[40,77,114,120],"technical":[41],"as":[42,44,151],"well":[43],"managerial":[45],"challenges.":[46],"Consequently,":[47],"new":[48],"approaches":[49],"support":[51],"project":[53,112],"execution":[54],"are":[55,145],"sought":[56],"after.":[57],"A":[58],"viable":[59],"contribution":[60],"in":[61,68,82,122,162],"regard":[63],"is":[64,95,105,129],"improving":[65],"retention":[67],"predict":[71],"socio-technical":[72],"obstacles":[73],"an":[75],"undertaking":[76],"derive":[78],"best":[79],"practices.":[80],"Therefore,":[81],"work,":[84],"a":[85,98,152,156],"template":[86,128,148],"for":[87,143,154,159],"describing":[88],"central":[90],"characteristics":[91],"proposed":[96],"using":[97],"Design":[99],"Research":[101],"approach.":[102],"The":[103,124],"artifact":[104],"structured":[106],"based":[107,131],"on":[108,132],"common":[110],"stages":[113],"features":[115],"32":[116],"fields,":[117],"enabling":[118],"comparability":[119],"transparency":[121],"DS.":[123],"applicability":[125],"demonstrated":[130],"three":[133],"cases":[136],"literature.":[139],"While":[140],"further":[141],"steps":[142],"evaluation":[144],"pending,":[146],"serve":[150],"foundation":[153],"developing":[155],"categorization":[157],"model":[158],"future.":[164]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}