{"id":"https://openalex.org/W4400335922","doi":"https://doi.org/10.1145/3649405.3659529","title":"Curriculum Analysis for Data Systems Education","display_name":"Curriculum Analysis for Data Systems Education","publication_year":2024,"publication_date":"2024-07-04","ids":{"openalex":"https://openalex.org/W4400335922","doi":"https://doi.org/10.1145/3649405.3659529"},"language":"en","primary_location":{"id":"doi:10.1145/3649405.3659529","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649405.3659529","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 on Innovation and Technology in Computer Science Education V. 2","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://rgu-repository.worktribe.com/preview/2418870/MIEDEMA%202024%20Curriculum%20analysis%20for%20data%20%28AAM%29.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059138768","display_name":"Daphne Miedema","orcid":"https://orcid.org/0000-0003-3507-677X"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Daphne Miedema","raw_affiliation_strings":["Eindhoven University of Technology, Eindhoven, Netherlands"],"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology, Eindhoven, Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005256813","display_name":"Toni Taipalus","orcid":"https://orcid.org/0000-0003-4060-3431"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Toni Taipalus","raw_affiliation_strings":["Tampere University, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028288416","display_name":"Vangel V. Ajanovski","orcid":"https://orcid.org/0000-0002-6789-0111"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"Vangel V. Ajanovski","raw_affiliation_strings":["Ss. Cyril and Methodius University, Skopje, Macedonia"],"affiliations":[{"raw_affiliation_string":"Ss. Cyril and Methodius University, Skopje, Macedonia","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014235464","display_name":"Abdussalam Alawini","orcid":"https://orcid.org/0000-0003-1106-7190"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdussalam Alawini","raw_affiliation_strings":["University of Illinois Urbana-Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040827987","display_name":"Martin Goodfellow","orcid":"https://orcid.org/0000-0003-2151-8442"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Martin Goodfellow","raw_affiliation_strings":["University of Strathclyde, Glasgow, Scotland Uk"],"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, Scotland Uk","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017029944","display_name":"Michael Liut","orcid":"https://orcid.org/0000-0003-2965-5302"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Michael Liut","raw_affiliation_strings":["University of Toronto Mississauga, Mississauga, Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto Mississauga, Mississauga, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020667848","display_name":"Svetlana Peltsverger","orcid":"https://orcid.org/0009-0001-3026-4379"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Svetlana Peltsverger","raw_affiliation_strings":["Kennesaw State University, Marietta, GA, USA"],"affiliations":[{"raw_affiliation_string":"Kennesaw State University, Marietta, GA, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053536136","display_name":"Tiffany Young","orcid":"https://orcid.org/0000-0001-5298-9656"},"institutions":[{"id":"https://openalex.org/I522815984","display_name":"Robert Gordon University","ror":"https://ror.org/04f0qj703","country_code":"GB","type":"education","lineage":["https://openalex.org/I522815984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tiffany Young","raw_affiliation_strings":["Robert Gordon University, Aberdeen, Scotland Uk"],"affiliations":[{"raw_affiliation_string":"Robert Gordon University, Aberdeen, Scotland Uk","institution_ids":["https://openalex.org/I522815984"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5059138768"],"corresponding_institution_ids":["https://openalex.org/I83019370"],"apc_list":null,"apc_paid":null,"fwci":0.7794,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76338211,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"761","last_page":"762"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.984499990940094,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14484","display_name":"Technology and Data Analysis","score":0.984499990940094,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6956813335418701},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6485967636108398},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.37855064868927},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35230711102485657},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.1597346067428589},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.1312292218208313},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12465700507164001}],"concepts":[{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6956813335418701},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6485967636108398},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.37855064868927},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35230711102485657},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.1597346067428589},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.1312292218208313},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12465700507164001}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3649405.3659529","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649405.3659529","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 on Innovation and Technology in Computer Science Education V. 2","raw_type":"proceedings-article"},{"id":"pmh:oai:rgu-repository.worktribe.com:2403897","is_oa":true,"landing_page_url":"https://rgu-repository.worktribe.com/output/2403897","pdf_url":"https://rgu-repository.worktribe.com/preview/2418870/MIEDEMA%202024%20Curriculum%20analysis%20for%20data%20%28AAM%29.pdf","source":{"id":"https://openalex.org/S4306400814","display_name":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I522815984","host_organization_name":"Robert Gordon University","host_organization_lineage":["https://openalex.org/I522815984"],"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":"acceptedVersion"}],"best_oa_location":{"id":"pmh:oai:rgu-repository.worktribe.com:2403897","is_oa":true,"landing_page_url":"https://rgu-repository.worktribe.com/output/2403897","pdf_url":"https://rgu-repository.worktribe.com/preview/2418870/MIEDEMA%202024%20Curriculum%20analysis%20for%20data%20%28AAM%29.pdf","source":{"id":"https://openalex.org/S4306400814","display_name":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I522815984","host_organization_name":"Robert Gordon University","host_organization_lineage":["https://openalex.org/I522815984"],"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":"acceptedVersion"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6399999856948853,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400335922.pdf","grobid_xml":"https://content.openalex.org/works/W4400335922.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2132032354","https://openalex.org/W2584736212","https://openalex.org/W2885090162","https://openalex.org/W2972574632","https://openalex.org/W2985721773","https://openalex.org/W2998794022","https://openalex.org/W3141706753","https://openalex.org/W4288890098","https://openalex.org/W4304141655","https://openalex.org/W4312927344","https://openalex.org/W4391849320"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"The":[0],"field":[1],"of":[2,13,70,109,148],"data":[3,14,39,58,71,92,95,110,139],"systems":[4,59,72,111,140],"has":[5],"seen":[6],"quick":[7],"advances":[8],"due":[9],"to":[10,43,54,101,105,115,133,142,145,153],"the":[11,107,131,146],"popularization":[12],"science,":[15],"machine":[16],"learning,":[17],"and":[18,31,38,74,79,94,114,119,126,150],"real-time":[19],"analytics.":[20],"In":[21],"industry":[22,127],"contexts,":[23],"system":[24],"features":[25],"such":[26,88],"as":[27,89],"recommendation":[28],"systems,":[29],"chatbots":[30],"reverse":[32],"image":[33],"search":[34],"require":[35],"efficient":[36],"infrastructure":[37],"management":[40],"solutions.":[41],"Due":[42],"recent":[44],"advances,":[45],"it":[46],"remains":[47],"unclear":[48],"(i)":[49],"which":[50,65,81],"topics":[51,66],"are":[52,67,77,84],"recommended":[53],"be":[55,134],"included":[56],"in":[57,61,136],"studies":[60],"higher":[62],"education,":[63],"(ii)":[64],"a":[68],"part":[69],"courses":[73,141],"how":[75],"they":[76],"taught,":[78],"(iii)":[80],"data-related":[82],"skills":[83],"valued":[85],"for":[86,151],"roles":[87],"software":[90],"developers,":[91],"engineers,":[93],"scientists.":[96],"This":[97],"working":[98],"group":[99],"aims":[100],"answer":[102],"these":[103],"points":[104],"explain":[106],"state":[108],"education":[112],"today":[113],"uncover":[116],"knowledge":[117],"gaps":[118],"possible":[120],"discrepancies":[121],"between":[122],"recommendations,":[123],"course":[124],"implementations,":[125],"needs.":[128],"We":[129],"expect":[130],"results":[132],"applicable":[135],"tailoring":[137],"various":[138],"better":[143],"cater":[144],"needs":[147],"industry,":[149],"teachers":[152],"share":[154],"best":[155],"practices.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}