{"id":"https://openalex.org/W3134437806","doi":"https://doi.org/10.1145/3408877.3432443","title":"Data Science Curriculum Design: A Case Study","display_name":"Data Science Curriculum Design: A Case Study","publication_year":2021,"publication_date":"2021-03-03","ids":{"openalex":"https://openalex.org/W3134437806","doi":"https://doi.org/10.1145/3408877.3432443","mag":"3134437806"},"language":"en","primary_location":{"id":"doi:10.1145/3408877.3432443","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3408877.3432443","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 52nd ACM Technical Symposium on Computer Science Education","raw_type":"proceedings-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/A5042763946","display_name":"Ismail Bile Hassan","orcid":"https://orcid.org/0000-0001-8790-240X"},"institutions":[{"id":"https://openalex.org/I99069390","display_name":"Metropolitan State University","ror":"https://ror.org/056rp9e47","country_code":"US","type":"education","lineage":["https://openalex.org/I91221267","https://openalex.org/I99069390"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ismail Bile Hassan","raw_affiliation_strings":["Metropolitan State University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan State University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I99069390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073977219","display_name":"Thanaa M. Ghanem","orcid":"https://orcid.org/0009-0002-3673-1756"},"institutions":[{"id":"https://openalex.org/I99069390","display_name":"Metropolitan State University","ror":"https://ror.org/056rp9e47","country_code":"US","type":"education","lineage":["https://openalex.org/I91221267","https://openalex.org/I99069390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thanaa Ghanem","raw_affiliation_strings":["Metropolitan State University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan State University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I99069390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045393924","display_name":"David Jacobson","orcid":"https://orcid.org/0000-0001-7463-7125"},"institutions":[{"id":"https://openalex.org/I99069390","display_name":"Metropolitan State University","ror":"https://ror.org/056rp9e47","country_code":"US","type":"education","lineage":["https://openalex.org/I91221267","https://openalex.org/I99069390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Jacobson","raw_affiliation_strings":["Metropolitan State University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan State University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I99069390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035951004","display_name":"Simon Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I99069390","display_name":"Metropolitan State University","ror":"https://ror.org/056rp9e47","country_code":"US","type":"education","lineage":["https://openalex.org/I91221267","https://openalex.org/I99069390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Simon Jin","raw_affiliation_strings":["Metropolitan State University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan State University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I99069390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109009608","display_name":"Katherine G. Johnson","orcid":null},"institutions":[{"id":"https://openalex.org/I99069390","display_name":"Metropolitan State University","ror":"https://ror.org/056rp9e47","country_code":"US","type":"education","lineage":["https://openalex.org/I91221267","https://openalex.org/I99069390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Katherine Johnson","raw_affiliation_strings":["Metropolitan State University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan State University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I99069390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090425280","display_name":"Dalia Sulieman","orcid":null},"institutions":[{"id":"https://openalex.org/I99069390","display_name":"Metropolitan State University","ror":"https://ror.org/056rp9e47","country_code":"US","type":"education","lineage":["https://openalex.org/I91221267","https://openalex.org/I99069390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dalia Sulieman","raw_affiliation_strings":["Metropolitan State University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan State University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I99069390"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108063613","display_name":"Wei Wei","orcid":"https://orcid.org/0009-0005-8905-6151"},"institutions":[{"id":"https://openalex.org/I99069390","display_name":"Metropolitan State University","ror":"https://ror.org/056rp9e47","country_code":"US","type":"education","lineage":["https://openalex.org/I91221267","https://openalex.org/I99069390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wei Wei","raw_affiliation_strings":["Metropolitan State University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Metropolitan State University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I99069390"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5042763946"],"corresponding_institution_ids":["https://openalex.org/I99069390"],"apc_list":null,"apc_paid":null,"fwci":2.7875,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.91021247,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"529","last_page":"534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9969000220298767,"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":0.9969000220298767,"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/T11875","display_name":"Statistics Education and Methodologies","score":0.9957000017166138,"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/T13197","display_name":"Spreadsheets and End-User Computing","score":0.9502000212669373,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/capstone","display_name":"Capstone","score":0.694409966468811},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6863759756088257},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.6024791598320007},{"id":"https://openalex.org/keywords/business-statistics","display_name":"Business statistics","score":0.5993481874465942},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.5698977708816528},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4975147545337677},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.42264753580093384},{"id":"https://openalex.org/keywords/statistics-education","display_name":"Statistics education","score":0.4105241000652313},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3465944528579712},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.30290234088897705},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24066755175590515},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16658124327659607},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.13543382287025452},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13133329153060913},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11678624153137207}],"concepts":[{"id":"https://openalex.org/C2778293151","wikidata":"https://www.wikidata.org/wiki/Q5036367","display_name":"Capstone","level":2,"score":0.694409966468811},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6863759756088257},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.6024791598320007},{"id":"https://openalex.org/C111281333","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Business statistics","level":2,"score":0.5993481874465942},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5698977708816528},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4975147545337677},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.42264753580093384},{"id":"https://openalex.org/C182109673","wikidata":"https://www.wikidata.org/wiki/Q7604437","display_name":"Statistics education","level":2,"score":0.4105241000652313},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3465944528579712},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.30290234088897705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24066755175590515},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16658124327659607},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.13543382287025452},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13133329153060913},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11678624153137207},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3408877.3432443","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3408877.3432443","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 52nd ACM Technical Symposium on Computer Science Education","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5899999737739563}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1977341090","https://openalex.org/W2078252443","https://openalex.org/W2204594403","https://openalex.org/W2562598153","https://openalex.org/W2606384742","https://openalex.org/W2791699391","https://openalex.org/W2907447951","https://openalex.org/W2917146538","https://openalex.org/W2930219108","https://openalex.org/W3007963984","https://openalex.org/W3100401445","https://openalex.org/W3209185026"],"related_works":["https://openalex.org/W4200123786","https://openalex.org/W2339865129","https://openalex.org/W3007576868","https://openalex.org/W1995151976","https://openalex.org/W2059393518","https://openalex.org/W3218596","https://openalex.org/W2795649857","https://openalex.org/W2153660331","https://openalex.org/W2081787022","https://openalex.org/W2161704272"],"abstract_inverted_index":{"There":[0],"is":[1],"an":[2,36,204],"increasing":[3],"demand":[4],"for":[5,215],"data":[6,145,152,156,163],"scientists":[7],"in":[8,27,54,84],"the":[9,28,85,173,184,187,209],"current":[10],"job":[11],"market.":[12],"Hence,":[13],"many":[14],"two-year":[15],"and":[16,19,46,87,92,116,130,143,147,158,165,168,180,213],"four-year":[17],"colleges":[18,214],"universities":[20],"started":[21],"to":[22,61],"offer":[23],"Data":[24,38,72,81,97,108],"Science":[25,39,73,82,98,109],"degrees":[26],"recent":[29],"decade.":[30],"In":[31],"this":[32,59,216],"paper,":[33],"we":[34,93,103,190],"describe":[35],"undergraduate":[37,74,80,107],"curriculum":[40,99],"that":[41,111],"focuses":[42],"on":[43],"computational":[44],"skills":[45],"mathematical":[47],"foundations,":[48],"with":[49],"inclusion":[50],"of":[51,113,128,186],"a":[52,67,192,195,199],"domain":[53,175],"business":[55,174,177],"analytics.":[56,182],"We":[57,76,206],"expect":[58],"paper":[60],"be":[62],"used":[63],"by":[64],"institutions":[65],"as":[66],"guideline":[68],"while":[69],"planning":[70],"their":[71,89],"degree.":[75],"reviewed":[77,95],"around":[78],"100":[79],"programs":[83],"U.S.":[86],"summarized":[88],"common":[90],"approaches":[91],"also":[94,207],"several":[96],"development":[100],"guidelines.":[101],"Then,":[102],"developed":[104],"our":[105],"interdisciplinary":[106],"program":[110],"consists":[112],"(1)":[114],"mathematics":[115],"statistics":[117],"foundation":[118,135],"courses":[119,136,154,171],"covering":[120,137,155,176],"discrete":[121],"mathematics,":[122],"linear":[123],"algebra,":[124],"introductory":[125],"statistics,":[126],"analysis":[127],"variance,":[129],"regression,":[131],"(2)":[132],"computer":[133],"science":[134,153,157],"two":[138],"programming":[139],"languages":[140],"(namely":[141],"Python":[142],"Java),":[144],"structures,":[146],"database":[148],"management,":[149],"(3)":[150],"core":[151],"visualization,":[159],"statistical":[160,200],"machine":[161,166],"learning,":[162,167],"mining,":[164],"finally":[169],"(4)":[170],"from":[172],"intelligence":[178],"analytics":[179],"predictive":[181],"At":[183],"end":[185],"degree":[188],"program,":[189],"include":[191],"choice":[193],"among":[194],"senior":[196],"capstone":[197],"course,":[198,202],"consulting":[201],"or":[203],"internship.":[205],"discuss":[208],"collaboration":[210],"between":[211],"departments":[212],"program.":[217]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
