{"id":"https://openalex.org/W2788779322","doi":"https://doi.org/10.1145/3159450.3159465","title":"Reconciling the Promise and Pragmatics of Enhancing Computing Pedagogy with Data Science","display_name":"Reconciling the Promise and Pragmatics of Enhancing Computing Pedagogy with Data Science","publication_year":2018,"publication_date":"2018-02-21","ids":{"openalex":"https://openalex.org/W2788779322","doi":"https://doi.org/10.1145/3159450.3159465","mag":"2788779322"},"language":"en","primary_location":{"id":"doi:10.1145/3159450.3159465","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3159450.3159465","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3159450.3159465","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 49th ACM Technical Symposium on Computer Science Education","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3159450.3159465","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007917779","display_name":"Austin Cory Bart","orcid":"https://orcid.org/0000-0003-1517-329X"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Austin Cory Bart","raw_affiliation_strings":["Virginia Tech, Blacksburg, VA, USA"],"affiliations":[{"raw_affiliation_string":"Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020453711","display_name":"Dennis Kafura","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dennis Kafura","raw_affiliation_strings":["Virginia Tech, Blacksburg, VA, USA"],"affiliations":[{"raw_affiliation_string":"Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012542741","display_name":"Clifford A. Shaffer","orcid":"https://orcid.org/0000-0003-0001-0295"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Clifford A. Shaffer","raw_affiliation_strings":["Virginia Tech, Blacksburg, VA, USA"],"affiliations":[{"raw_affiliation_string":"Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013168771","display_name":"Eli Tilevich","orcid":"https://orcid.org/0000-0003-2415-6926"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eli Tilevich","raw_affiliation_strings":["Virginia Tech, Blacksburg, VA, USA"],"affiliations":[{"raw_affiliation_string":"Virginia Tech, Blacksburg, VA, USA","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007917779"],"corresponding_institution_ids":["https://openalex.org/I859038795"],"apc_list":null,"apc_paid":null,"fwci":2.6459,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.90597411,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1029","last_page":"1034"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9944999814033508,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9868999719619751,"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/popularity","display_name":"Popularity","score":0.7296281456947327},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7124958038330078},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6701037883758545},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6536625027656555},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5706031322479248},{"id":"https://openalex.org/keywords/pragmatics","display_name":"Pragmatics","score":0.5488834381103516},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3232966661453247},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17511489987373352},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08699339628219604}],"concepts":[{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.7296281456947327},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7124958038330078},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6701037883758545},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6536625027656555},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5706031322479248},{"id":"https://openalex.org/C11693617","wikidata":"https://www.wikidata.org/wiki/Q181839","display_name":"Pragmatics","level":2,"score":0.5488834381103516},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3232966661453247},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17511489987373352},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08699339628219604},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3159450.3159465","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3159450.3159465","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3159450.3159465","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 49th ACM Technical Symposium on Computer Science Education","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3159450.3159465","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3159450.3159465","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3159450.3159465","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 49th ACM Technical Symposium on Computer Science Education","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1817298628","display_name":null,"funder_award_id":"0822220","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2126718450","display_name":"A Scaffolded Data-Centric Approach to Improved Learning of Introductory Computing Concepts","funder_award_id":"1624320","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6722764725","display_name":null,"funder_award_id":"DUE 1624320, DUE 1444094, DGE 0822220.","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7197060893","display_name":null,"funder_award_id":"DUE 1444094","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7248146048","display_name":null,"funder_award_id":"DGE 0822220","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7708079444","display_name":"TUES: EAGER: Scaffolding Big Data for Authentic Learning of Computing","funder_award_id":"1444094","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2788779322.pdf","grobid_xml":"https://content.openalex.org/works/W2788779322.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W156043328","https://openalex.org/W1602469322","https://openalex.org/W1985068066","https://openalex.org/W2011019839","https://openalex.org/W2034383240","https://openalex.org/W2077099062","https://openalex.org/W2092989944","https://openalex.org/W2117772101","https://openalex.org/W2158241905","https://openalex.org/W2171065487","https://openalex.org/W2204594403","https://openalex.org/W2281134446","https://openalex.org/W2295148220","https://openalex.org/W2317137990","https://openalex.org/W2594441810","https://openalex.org/W2615328538","https://openalex.org/W2724111113","https://openalex.org/W2912758888","https://openalex.org/W3104305579","https://openalex.org/W3120740533"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W2170801710","https://openalex.org/W2952704802","https://openalex.org/W4294565801","https://openalex.org/W2142306706"],"abstract_inverted_index":{"Data":[0],"science":[1,46,72,145,177],"keeps":[2],"growing":[3],"in":[4,11,33,128,146],"popularity":[5],"as":[6,99,178],"an":[7,87,147],"introductory":[8,48,148],"computing":[9,26,49,149],"experience,":[10],"which":[12],"students":[13],"answer":[14],"real-world":[15,125],"questions":[16],"by":[17],"processing":[18],"data.":[19],"Armed":[20],"with":[21],"carefully":[22],"prepared":[23],"pedagogical":[24,92],"datasets,":[25,126],"educators":[27],"can":[28],"contextualize":[29],"assignments":[30],"and":[31,62,119],"projects":[32],"societally":[34],"meaningful":[35],"ways,":[36],"thereby":[37],"benefiting":[38],"students'":[39,75],"long-term":[40],"professional":[41],"careers.":[42],"However,":[43],"integrating":[44,143],"data":[45,71,144,176],"into":[47],"courses":[50],"requires":[51],"that":[52,109],"the":[53,67,107,114,140,173],"datasets":[54,93],"be":[55],"sufficiently":[56],"complex,":[57],"follow":[58],"appropriate":[59],"organizational":[60],"structure,":[61],"possess":[63],"ample":[64],"documentation.":[65],"Moreover,":[66],"impact":[68],"of":[69,102,124,131,142,155,175],"a":[70,100,121,129,152,179],"context":[73],"on":[74],"motivation":[76],"remains":[77],"poorly":[78],"understood.":[79],"To":[80],"address":[81],"these":[82],"issues,":[83],"we":[84,110],"have":[85,111],"created":[86],"open-sourced":[88],"manual":[89,105],"for":[90],"developing":[91],"(freely":[94],"available":[95],"at":[96],"https://think.cs.vt.edu/pragmatics).":[97],"Structured":[98],"collection":[101,123],"patterns,":[103],"this":[104,159],"shares":[106],"expertise":[108],"gained":[112],"over":[113],"last":[115],"several":[116],"years,":[117],"collecting":[118],"curating":[120],"large":[122],"used":[127],"dozen":[130],"universities":[132],"worldwide.":[133],"We":[134],"also":[135,168],"present":[136],"new":[137],"evidence":[138],"confirming":[139],"efficacy":[141],"course.":[150],"As":[151],"significant":[153],"extension":[154],"our":[156],"ongoing":[157],"work,":[158],"study":[160],"not":[161],"only":[162],"validates":[163],"existing":[164],"positive":[165],"assessment,":[166],"but":[167],"provides":[169],"fine-grained":[170],"nuance":[171],"to":[172],"potential":[174],"motivational":[180],"educational":[181],"element.":[182]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
