{"id":"https://openalex.org/W2805013579","doi":"https://doi.org/10.1016/j.procir.2018.02.031","title":"Analytics Canvas \u2013 A Framework for the Design and Specification of Data Analytics Projects","display_name":"Analytics Canvas \u2013 A Framework for the Design and Specification of Data Analytics Projects","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2805013579","doi":"https://doi.org/10.1016/j.procir.2018.02.031","mag":"2805013579"},"language":"en","primary_location":{"id":"doi:10.1016/j.procir.2018.02.031","doi":"https://doi.org/10.1016/j.procir.2018.02.031","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procir.2018.02.031","pdf_url":"https://www.sciencedirect.com/science/article/pii/S2212827118301549/pdf","source":{"id":"https://openalex.org/S2898565713","display_name":"Procedia CIRP","issn_l":"2212-8271","issn":["2212-8271"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"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":"Procedia CIRP","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.sciencedirect.com/science/article/pii/S2212827118301549/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002411623","display_name":"Arno K\u00fchn","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210093498","display_name":"Fraunhofer Institute for Mechatronic Systems Design","ror":"https://ror.org/004nttc42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210093498","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Arno K\u00fchn","raw_affiliation_strings":["Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany","institution_ids":["https://openalex.org/I4210093498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055080050","display_name":"Robert Joppen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210093498","display_name":"Fraunhofer Institute for Mechatronic Systems Design","ror":"https://ror.org/004nttc42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210093498","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robert Joppen","raw_affiliation_strings":["Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany","institution_ids":["https://openalex.org/I4210093498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029267161","display_name":"Felix Reinhart","orcid":"https://orcid.org/0000-0003-3305-1157","observed_orcids":["https://orcid.org/0000-0003-3305-1157"]},"institutions":[{"id":"https://openalex.org/I4210093498","display_name":"Fraunhofer Institute for Mechatronic Systems Design","ror":"https://ror.org/004nttc42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210093498","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Reinhart","raw_affiliation_strings":["Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany","institution_ids":["https://openalex.org/I4210093498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000775802","display_name":"Daniel R\u00f6ltgen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210093498","display_name":"Fraunhofer Institute for Mechatronic Systems Design","ror":"https://ror.org/004nttc42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210093498","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel R\u00f6ltgen","raw_affiliation_strings":["Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany","institution_ids":["https://openalex.org/I4210093498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027808222","display_name":"Sebastian von Enzberg","orcid":"https://orcid.org/0000-0003-2427-6725","observed_orcids":["https://orcid.org/0000-0003-2427-6725"]},"institutions":[{"id":"https://openalex.org/I4210093498","display_name":"Fraunhofer Institute for Mechatronic Systems Design","ror":"https://ror.org/004nttc42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210093498","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian von Enzberg","raw_affiliation_strings":["Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Mechatronic Systems Design, Zukunftsmeile 1, 33102 Paderborn, Germany","institution_ids":["https://openalex.org/I4210093498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035227069","display_name":"Roman Dumitrescu","orcid":"https://orcid.org/0009-0009-6877-740X","observed_orcids":["https://orcid.org/0009-0009-6877-740X"]},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Roman Dumitrescu","raw_affiliation_strings":["Chair Advanced Systems Engineering, University of Paderborn Zukunftsmeile 1, 33102 Paderborn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair Advanced Systems Engineering, University of Paderborn Zukunftsmeile 1, 33102 Paderborn, Germany","institution_ids":["https://openalex.org/I206945453"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5002411623"],"corresponding_institution_ids":["https://openalex.org/I4210093498"],"apc_list":null,"apc_paid":null,"fwci":6.4166,"has_fulltext":true,"cited_by_count":54,"citation_normalized_percentile":{"value":0.95938182,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"70","issue":null,"first_page":"162","last_page":"167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9945999979972839,"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":0.9945999979972839,"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/T11572","display_name":"Information Technology Governance and Strategy","score":0.000699999975040555,"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/T10763","display_name":"Digital Transformation in Industry","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stakeholder-communication","display_name":"stakeholder communication","score":0.6159999966621399},{"id":"https://openalex.org/keywords/conceptual-design","display_name":"conceptual design","score":0.5109999775886536},{"id":"https://openalex.org/keywords/semi-formal-specification","display_name":"semi-formal specification","score":0.8159999847412109},{"id":"https://openalex.org/keywords/data-infrastructure","display_name":"data infrastructure","score":0.9409999847412109},{"id":"https://openalex.org/keywords/visual-modeling","display_name":"visual modeling","score":0.6800000071525574},{"id":"https://openalex.org/keywords/interdisciplinary-communication","display_name":"interdisciplinary communication","score":0.8059999942779541},{"id":"https://openalex.org/keywords/system-architecture","display_name":"system architecture","score":0.5699999928474426},{"id":"https://openalex.org/keywords/requirements-modeling","display_name":"requirements modeling","score":0.5139999985694885}],"concepts":[{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7670060992240906},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6769222021102905},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6430386304855347},{"id":"https://openalex.org/C2779308522","wikidata":"https://www.wikidata.org/wiki/Q843958","display_name":"Digitization","level":2,"score":0.526740550994873},{"id":"https://openalex.org/C545860419","wikidata":"https://www.wikidata.org/wiki/Q5193251","display_name":"Cultural analytics","level":5,"score":0.5131569504737854},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.47122183442115784},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.4624955654144287},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.459492027759552},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4559744596481323},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.4263155460357666},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.37062376737594604},{"id":"https://openalex.org/C148792806","wikidata":"https://www.wikidata.org/wiki/Q7449046","display_name":"Semantic analytics","level":4,"score":0.3019511103630066},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2505066692829132},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2494945526123047},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12442067265510559},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.09963968396186829},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.09484335780143738},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.0},{"id":"https://openalex.org/C162005631","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Data Web","level":3,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.procir.2018.02.031","doi":"https://doi.org/10.1016/j.procir.2018.02.031","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procir.2018.02.031","pdf_url":"https://www.sciencedirect.com/science/article/pii/S2212827118301549/pdf","source":{"id":"https://openalex.org/S2898565713","display_name":"Procedia CIRP","issn_l":"2212-8271","issn":["2212-8271"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"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":"Procedia CIRP","raw_type":"journal-article"},{"id":"pmh:oai:fraunhofer.de:N-520774","doi":null,"is_oa":true,"landing_page_url":"http://publica.fraunhofer.de/documents/N-520774.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400801","display_name":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer IEM","raw_type":"Conference Paper"},{"id":"pmh:oai:publica.fraunhofer.de:publica/256055","doi":null,"is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/256055","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1016/j.procir.2018.02.031","doi":"https://doi.org/10.1016/j.procir.2018.02.031","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procir.2018.02.031","pdf_url":"https://www.sciencedirect.com/science/article/pii/S2212827118301549/pdf","source":{"id":"https://openalex.org/S2898565713","display_name":"Procedia CIRP","issn_l":"2212-8271","issn":["2212-8271"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"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":"Procedia CIRP","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"display_name":"Industry, innovation and infrastructure","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2805013579.pdf","grobid_xml":"https://content.openalex.org/works/W2805013579.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W2397693813","https://openalex.org/W2496917169"],"related_works":["https://openalex.org/W4400725246","https://openalex.org/W2914587112","https://openalex.org/W4312345259","https://openalex.org/W4414150256","https://openalex.org/W4394764772","https://openalex.org/W4293101432","https://openalex.org/W4285115019","https://openalex.org/W3126355924","https://openalex.org/W2783694092","https://openalex.org/W4297880681"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"and":[2,22,47,101,110,128,158,177,187],"data":[3,45,64,104],"analytics":[4,98,114,137,185,204],"are":[5,67],"key":[6],"technologies":[7],"in":[8,135,183,202],"current":[9],"digitization":[10],"efforts.":[11],"However,":[12],"companies":[13],"still":[14],"have":[15],"huge":[16],"problems":[17],"to":[18,36],"identify":[19],"their":[20,25,142],"benefit":[21],"use":[23,99,195],"within":[24],"production":[26],"system.":[27],"One":[28],"of":[29,63,78,112,130,133,144,175],"the":[30,34,57,60,76,86,102,107,122,131,160,199,208],"main":[31],"reasons":[32],"is":[33,90],"need":[35],"involve":[37],"many":[38],"different":[39,54],"stakeholders":[40,134],"like":[41],"IT":[42],"specialists,":[43],"engineers,":[44],"scientists":[46],"management.":[48],"This":[49],"requires":[50],"a":[51,91,117,125,152,164],"communication":[52,157],"across":[53],"domains.":[55],"Within":[56],"scientific":[58],"community,":[59],"conceptual":[61,165],"design":[62],"science":[65],"projects":[66,205],"generally":[68],"not":[69],"looked":[70],"at.":[71],"Current":[72],"methods":[73],"focus":[74],"on":[75,163,193],"implementation":[77],"such":[79],"projects.":[80],"In":[81],"this":[82],"paper,":[83],"we":[84,197],"propose":[85],"Analytics":[87,168],"Canvas.":[88,209],"It":[89,146],"semi-formal":[92],"specification":[93,111],"technique":[94],"for":[95,119,154],"describing":[96],"an":[97,113,136,171,184],"case":[100],"necessary":[103],"infrastructure":[105],"during":[106],"early":[108],"planning":[109],"project.":[115],"As":[116],"method":[118],"system":[120],"architects,":[121],"Canvas":[123,169],"allows":[124],"clear":[126],"description":[127],"differentiation":[129],"roles":[132],"project":[138],"as":[139,141,151],"well":[140],"points":[143],"contact.":[145],"thus":[147],"can":[148],"be":[149],"used":[150],"basis":[153],"transparent":[155],"interdisciplinary":[156],"structuring":[159],"stakeholders\u2019":[161],"tasks":[162],"level.":[166],"The":[167],"uses":[170],"intuitive,":[172],"visual":[173],"representation":[174],"existing":[176],"future":[178],"requirements":[179],"along":[180],"five":[181],"layers":[182],"project,":[186],"provides":[188],"concrete":[189],"modeling":[190],"rules.":[191],"Based":[192],"specific":[194],"cases,":[196],"illustrate":[198],"typical":[200],"approach":[201],"defining":[203],"by":[206],"using":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2018-06-01T00:00:00"}