{"id":"https://openalex.org/W2971953488","doi":"https://doi.org/10.1109/access.2019.2939196","title":"Curriculum Reform in Big Data Education at Applied Technical Colleges and Universities in China","display_name":"Curriculum Reform in Big Data Education at Applied Technical Colleges and Universities in China","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2971953488","doi":"https://doi.org/10.1109/access.2019.2939196","mag":"2971953488"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2939196","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2939196","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08822937.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08822937.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100772160","display_name":"Xin Li","orcid":"https://orcid.org/0000-0001-7600-6562"},"institutions":[{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Li","raw_affiliation_strings":["School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-7600-6562","affiliations":[{"raw_affiliation_string":"School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024785057","display_name":"Xiaoping Fan","orcid":"https://orcid.org/0000-0003-0172-4070"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoping Fan","raw_affiliation_strings":["Big Data Institute of Finance and Economics, Hunan University of Finance and Economics, Changsha, China","School of Computer Science and Engineering, Central South University, Changsha, China","School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Institute of Finance and Economics, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101824644","display_name":"Xilong Qu","orcid":"https://orcid.org/0000-0001-5945-470X"},"institutions":[{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xilong Qu","raw_affiliation_strings":["School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029635614","display_name":"Guang Sun","orcid":"https://orcid.org/0000-0002-2207-1681"},"institutions":[{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guang Sun","raw_affiliation_strings":["Big Data Institute of Finance and Economics, Hunan University of Finance and Economics, Changsha, China","School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-2207-1681","affiliations":[{"raw_affiliation_string":"Big Data Institute of Finance and Economics, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]},{"raw_affiliation_string":"School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101771826","display_name":"Yang Chen","orcid":"https://orcid.org/0000-0001-9024-3900"},"institutions":[{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Yang","raw_affiliation_strings":["School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113879841","display_name":"Biao Zuo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Zuo","raw_affiliation_strings":["School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Management, Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039343813","display_name":"Zhifang Liao","orcid":"https://orcid.org/0000-0002-5525-904X"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifang Liao","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-5525-904X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":10.18,"has_fulltext":true,"cited_by_count":53,"citation_normalized_percentile":{"value":0.98215119,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"125511","last_page":"125521"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.9212999939918518,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.9212999939918518,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T13034","display_name":"Information Systems Education and Curriculum Development","score":0.9142000079154968,"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/china","display_name":"China","score":0.7119930386543274},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.7015140056610107},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5094190239906311},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.5077705979347229},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44908589124679565},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.34994202852249146},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.22733479738235474},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.17416077852249146},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1605992317199707},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.05917125940322876}],"concepts":[{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.7119930386543274},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.7015140056610107},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5094190239906311},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5077705979347229},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44908589124679565},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.34994202852249146},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.22733479738235474},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.17416077852249146},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1605992317199707},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.05917125940322876},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2939196","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2939196","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08822937.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:df29a57369874e35942c9d384d01cb9a","is_oa":true,"landing_page_url":"https://doaj.org/article/df29a57369874e35942c9d384d01cb9a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 125511-125521 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2939196","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2939196","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08822937.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4786923594","display_name":null,"funder_award_id":"18C0975","funder_id":"https://openalex.org/F4320311213","funder_display_name":"Education Department of Hunan Province"}],"funders":[{"id":"https://openalex.org/F4320311213","display_name":"Education Department of Hunan Province","ror":"https://ror.org/05ckg3w11"},{"id":"https://openalex.org/F4320322191","display_name":"Hunan University","ror":"https://ror.org/05htk5m33"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2971953488.pdf","grobid_xml":"https://content.openalex.org/works/W2971953488.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W1974415838","https://openalex.org/W2034383240","https://openalex.org/W2560261162","https://openalex.org/W2562598153","https://openalex.org/W2751672855","https://openalex.org/W3100401445","https://openalex.org/W6643992234"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W4394895745","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497"],"abstract_inverted_index":{"With":[0],"the":[1,39,48,62,67,113,129,137,153,156,169],"boom":[2],"in":[3,20,27,104,140,168],"data":[4,7,33,44,56,96,131,142,160,173],"science,":[5],"big":[6,32,43,95,130,141,159,172],"education":[8,97,143],"has":[9],"received":[10],"increasing":[11],"attention":[12],"from":[13],"all":[14],"kinds":[15,54],"of":[16,24,42,55,155,171],"colleges":[17,101,116],"and":[18,22,47,77,102,117,150,162],"universities":[19,103],"China,":[21],"many":[23],"them":[25],"are":[26,134],"a":[28,90,120],"rush":[29],"to":[30,82],"offer":[31],"education.":[34,174],"This":[35],"paper":[36,88],"first":[37],"analyzes":[38],"major":[40],"areas":[41],"capability":[45],"training":[46],"Chinese":[49],"market":[50],"needs":[51,133],"for":[52,66,94],"various":[53],"science":[57],"talent.":[58],"Then,":[59],"it":[60],"discusses":[61],"curriculum":[63,139],"design":[64],"process":[65],"\u201cData":[68],"Science":[69],"&":[70],"Big":[71],"Data":[72],"Technology\u201d":[73],"bachelor's":[74],"degree":[75],"program,":[76],"summarizes":[78],"some":[79],"detailed":[80],"approaches":[81],"improving":[83],"teaching":[84,154],"experiments.":[85],"Finally,":[86],"this":[87],"proposes":[89],"graduating":[91,122],"student":[92,123],"profile":[93],"at":[98,112],"applied":[99,114],"technical":[100,115],"China.":[105],"The":[106],"authors'":[107],"main":[108],"ideas":[109],"include":[110],"that,":[111],"universities,":[118],"a)":[119],"suitable":[121],"orientation":[124],"should":[125,144,164],"be":[126,165],"determined":[127],"as":[128],"talent":[132],"hierarchical;":[135],"b)":[136],"redesigned":[138],"provide":[145],"students":[146],"more":[147],"practical":[148],"capabilities":[149],"knowledge;":[151],"c)":[152],"existing":[157],"mainstream":[158],"technologies":[161],"tools":[163],"significant":[166],"components":[167],"syllabi":[170]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}