{"id":"https://openalex.org/W4308790861","doi":"https://doi.org/10.1007/s10257-022-00577-0","title":"Beyond descriptive taxonomies in data analytics: a systematic evaluation approach for data-driven method pipelines","display_name":"Beyond descriptive taxonomies in data analytics: a systematic evaluation approach for data-driven method pipelines","publication_year":2022,"publication_date":"2022-11-11","ids":{"openalex":"https://openalex.org/W4308790861","doi":"https://doi.org/10.1007/s10257-022-00577-0"},"language":"en","primary_location":{"id":"doi:10.1007/s10257-022-00577-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10257-022-00577-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10257-022-00577-0.pdf","source":{"id":"https://openalex.org/S56271844","display_name":"Information Systems and e-Business Management","issn_l":"1617-9846","issn":["1617-9846","1617-9854"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems and e-Business Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10257-022-00577-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045400933","display_name":"Patrick Zschech","orcid":"https://orcid.org/0000-0002-1105-8086"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Patrick Zschech","raw_affiliation_strings":["Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1105-8086","affiliations":[{"raw_affiliation_string":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5045400933"],"corresponding_institution_ids":["https://openalex.org/I181369854"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":0.7143,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.71051189,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"21","issue":"1","first_page":"193","last_page":"227"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9936000108718872,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7493575811386108},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6888313293457031},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6184287667274475},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.544823169708252},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.52473384141922},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.50203537940979},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.426209419965744},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.4129166603088379},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.4104551076889038},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14191991090774536}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7493575811386108},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6888313293457031},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6184287667274475},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.544823169708252},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.52473384141922},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.50203537940979},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.426209419965744},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.4129166603088379},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.4104551076889038},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14191991090774536},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"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/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10257-022-00577-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10257-022-00577-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10257-022-00577-0.pdf","source":{"id":"https://openalex.org/S56271844","display_name":"Information Systems and e-Business Management","issn_l":"1617-9846","issn":["1617-9846","1617-9854"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems and e-Business Management","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:infsem:v:21:y:2023:i:1:d:10.1007_s10257-022-00577-0","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10257-022-00577-0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:econstor.eu:10419/312458","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/312458","pdf_url":null,"source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1007/s10257-022-00577-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10257-022-00577-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10257-022-00577-0.pdf","source":{"id":"https://openalex.org/S56271844","display_name":"Information Systems and e-Business Management","issn_l":"1617-9846","issn":["1617-9846","1617-9854"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems and e-Business Management","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2060891907","display_name":null,"funder_award_id":"01IS22080","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320320873","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308790861.pdf","grobid_xml":"https://content.openalex.org/works/W4308790861.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W53502161","https://openalex.org/W1563526976","https://openalex.org/W1843425376","https://openalex.org/W2041785419","https://openalex.org/W2103281268","https://openalex.org/W2151020819","https://openalex.org/W2203621578","https://openalex.org/W2513477101","https://openalex.org/W2555297092","https://openalex.org/W2571724001","https://openalex.org/W2744067593","https://openalex.org/W2758488550","https://openalex.org/W2767387808","https://openalex.org/W2773549135","https://openalex.org/W2781862948","https://openalex.org/W2906815525","https://openalex.org/W2921555380","https://openalex.org/W2955440819","https://openalex.org/W2998175747","https://openalex.org/W3009803543","https://openalex.org/W3011151917","https://openalex.org/W3033620873","https://openalex.org/W3090577282","https://openalex.org/W3111802031","https://openalex.org/W3122183613","https://openalex.org/W3133897986","https://openalex.org/W3164549948","https://openalex.org/W3185303933","https://openalex.org/W4236093597","https://openalex.org/W4285543424","https://openalex.org/W6891551448","https://openalex.org/W6948214015"],"related_works":["https://openalex.org/W2508885301","https://openalex.org/W4226266853","https://openalex.org/W4239839666","https://openalex.org/W2794907032","https://openalex.org/W3092201768","https://openalex.org/W2777139086","https://openalex.org/W2413477332","https://openalex.org/W3123108850","https://openalex.org/W4385769910","https://openalex.org/W4285814174"],"abstract_inverted_index":{"Abstract":[0],"Taxonomies":[1],"can":[2,122],"serve":[3],"as":[4],"a":[5,18,41,67,87,141],"valuable":[6],"tool":[7],"to":[8,49,71,130,151,154],"capture":[9],"dimensions":[10],"and":[11,21,73,109,134,143,158],"characteristics":[12],"of":[13,29,78,92,106,126,136],"data":[14,59,137],"analytics":[15,60,138],"solutions":[16],"in":[17,58,140],"structured":[19,127],"manner":[20],"thus":[22],"create":[23],"transparency":[24],"about":[25],"different":[26,54],"design":[27],"options":[28,56],"the":[30,51,75,104,124,132],"technical":[31,76],"solution":[32],"space.":[33],"However,":[34],"previous":[35],"taxonomic":[36,68,120],"approaches":[37],"often":[38],"remain":[39],"at":[40],"purely":[42],"descriptive":[43],"level":[44],"without":[45],"leveraging":[46],"morphological":[47],"structures":[48],"investigate":[50],"mechanisms":[52],"between":[53],"combinatorial":[55],"given":[57],"pipelines.":[61],"To":[62],"this":[63,115],"end,":[64],"we":[65,85,96,117],"propose":[66],"evaluation":[69,128],"approach":[70,147],"evaluate":[72],"construct":[74],"core":[77],"analytical":[79],"information":[80],"systems":[81],"more":[82],"systematically.":[83],"Specifically,":[84],"present":[86],"rough":[88],"guidance":[89],"model":[90],"consisting":[91],"four":[93],"steps,":[94],"which":[95],"subsequently":[97],"instantiate":[98],"with":[99],"two":[100],"application":[101],"scenarios":[102],"from":[103],"fields":[105],"industrial":[107],"maintenance":[108],"predictive":[110],"business":[111],"process":[112],"monitoring.":[113],"In":[114],"way,":[116],"demonstrate":[118],"how":[119],"frameworks":[121],"guide":[123],"creation":[125],"studies":[129],"consider":[131],"construction":[133],"assessment":[135],"pipelines":[139],"multi-perspective":[142],"holistic":[144],"manner.":[145],"Our":[146],"is":[148],"sufficiently":[149],"generic":[150],"be":[152],"applied":[153],"various":[155],"domains,":[156],"scenarios,":[157],"decision":[159],"support":[160],"tasks.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}