{"id":"https://openalex.org/W2271074062","doi":"https://doi.org/10.3233/efi-160977","title":"Data science programs in U.S. higher education: An exploratory content analysis of program description, curriculum structure, and course focus","display_name":"Data science programs in U.S. higher education: An exploratory content analysis of program description, curriculum structure, and course focus","publication_year":2016,"publication_date":"2016-07-28","ids":{"openalex":"https://openalex.org/W2271074062","doi":"https://doi.org/10.3233/efi-160977","mag":"2271074062"},"language":"en","primary_location":{"id":"doi:10.3233/efi-160977","is_oa":false,"landing_page_url":"https://doi.org/10.3233/efi-160977","pdf_url":null,"source":{"id":"https://openalex.org/S2764383307","display_name":"Education for Information","issn_l":"0167-8329","issn":["0167-8329","1875-8649"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education for Information","raw_type":"journal-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/A5004917238","display_name":"Rong Tang","orcid":"https://orcid.org/0000-0001-9841-6562"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rong Tang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5004986596","display_name":"Watinee Sae-Lim","orcid":"https://orcid.org/0000-0003-3740-4044"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Watinee Sae-Lim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5004917238"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.8003,"has_fulltext":false,"cited_by_count":77,"citation_normalized_percentile":{"value":0.9698025,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"32","issue":"3","first_page":"269","last_page":"290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9976000189781189,"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/T13398","display_name":"Data Analysis with R","score":0.9817000031471252,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.7085754871368408},{"id":"https://openalex.org/keywords/practicum","display_name":"Practicum","score":0.663651704788208},{"id":"https://openalex.org/keywords/capstone","display_name":"Capstone","score":0.5461278557777405},{"id":"https://openalex.org/keywords/content-analysis","display_name":"Content analysis","score":0.5340444445610046},{"id":"https://openalex.org/keywords/discipline","display_name":"Discipline","score":0.4435208737850189},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4382420778274536},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4223652780056},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38769373297691345},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.35359060764312744},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.3384780287742615},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.11725673079490662}],"concepts":[{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.7085754871368408},{"id":"https://openalex.org/C2776342725","wikidata":"https://www.wikidata.org/wiki/Q2620772","display_name":"Practicum","level":2,"score":0.663651704788208},{"id":"https://openalex.org/C2778293151","wikidata":"https://www.wikidata.org/wiki/Q5036367","display_name":"Capstone","level":2,"score":0.5461278557777405},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.5340444445610046},{"id":"https://openalex.org/C8795937","wikidata":"https://www.wikidata.org/wiki/Q11862829","display_name":"Discipline","level":2,"score":0.4435208737850189},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4382420778274536},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4223652780056},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38769373297691345},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35359060764312744},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.3384780287742615},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.11725673079490662},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/efi-160977","is_oa":false,"landing_page_url":"https://doi.org/10.3233/efi-160977","pdf_url":null,"source":{"id":"https://openalex.org/S2764383307","display_name":"Education for Information","issn_l":"0167-8329","issn":["0167-8329","1875-8649"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education for Information","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8899999856948853,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1505837402","https://openalex.org/W1572259574","https://openalex.org/W1963707713","https://openalex.org/W2019880039","https://openalex.org/W2034383240","https://openalex.org/W2062596735","https://openalex.org/W2101468243","https://openalex.org/W2133229226","https://openalex.org/W2141975087","https://openalex.org/W2796533004","https://openalex.org/W3121177474","https://openalex.org/W3125260114","https://openalex.org/W6639204186"],"related_works":["https://openalex.org/W3000157940","https://openalex.org/W2109618883","https://openalex.org/W1493099947","https://openalex.org/W2176256790","https://openalex.org/W3200640759","https://openalex.org/W2479706446","https://openalex.org/W2036856919","https://openalex.org/W3211085577","https://openalex.org/W2079051030","https://openalex.org/W2304321029"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"an":[3],"exploratory":[4],"content":[5],"analysis":[6,30],"of":[7,35,59,80,94],"30":[8],"randomly":[9],"selected":[10],"Data":[11],"Science":[12],"(DS)":[13],"programs":[14,76],"from":[15],"eight":[16,105],"disciplines":[17,106,120],"revealed":[18],"significant":[19],"gaps":[20],"in":[21,25,64,104,131,142,147,170],"current":[22],"DS":[23,41,75,88,168],"education":[24,169],"the":[26,91],"United":[27],"States.":[28],"The":[29,53,134],"centers":[31],"on":[32,137],"linguistic":[33],"patterns":[34],"program":[36,66],"descriptions,":[37,67],"curriculum":[38],"requirements,":[39],"and":[40,50,85,114,151,172],"cours":[42],"e":[43],"focus":[44],"as":[45],"pertaining":[46],"to":[47],"key":[48],"skills":[49,99,109,123],"domain":[51],"knowledge.":[52],"results":[54],"show":[55],"that":[56],"a":[57],"range":[58],"unique":[60],"terms":[61,70],"was":[62,139],"used":[63],"individual":[65],"with":[68],"common":[69],"being":[71],"shared":[72],"across":[73,173],"disciplines.":[74,175],"required":[77],"varying":[78],"numbers":[79],"credit":[81],"hours,":[82],"including":[83],"practicum":[84],"capstone.":[86],"Most":[87],"courses":[89,146,156],"covered":[90,121],"basic":[92],"level":[93],"analytical":[95],"skills,":[96,153],"but":[97],"upper-level":[98],"were":[100],"inadequately":[101],"addressed.":[102],"Programs":[103],"delivered":[107],"information":[108],"through":[110,124],"their":[111,125,154],"core":[112,126,145],"courses,":[113,127],"four":[115],"addressed":[116],"communication":[117,150],"skills.":[118,161],"Six":[119],"visualization":[122,152],"yet":[128],"just":[129],"three":[130],"elective":[132],"courses.":[133],"course":[135],"offering":[136],"mathematics/statistics":[138],"rather":[140],"weak":[141],"iSchools.":[143],"While":[144],"iSchools":[148,171],"provided":[149],"electives":[155],"did":[157],"not":[158],"address":[159],"such":[160],"These":[162],"findings":[163],"have":[164],"implications":[165],"for":[166],"improving":[167],"other":[174]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":2}],"updated_date":"2026-07-01T08:55:40.977307","created_date":"2025-10-10T00:00:00"}
