{"id":"https://openalex.org/W4392564868","doi":"https://doi.org/10.1145/3626252.3630874","title":"Implications of ChatGPT for Data Science Education","display_name":"Implications of ChatGPT for Data Science Education","publication_year":2024,"publication_date":"2024-03-07","ids":{"openalex":"https://openalex.org/W4392564868","doi":"https://doi.org/10.1145/3626252.3630874"},"language":"en","primary_location":{"id":"doi:10.1145/3626252.3630874","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3626252.3630874","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3626252.3630874","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 55th ACM Technical Symposium on Computer Science Education V. 1","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/10.1145/3626252.3630874","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026051129","display_name":"Yixian Shen","orcid":"https://orcid.org/0009-0001-1950-7819"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yiyin Shen","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, USA"],"raw_orcid":"https://orcid.org/0009-0001-1950-7819","affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094092664","display_name":"Xinyi Ai","orcid":"https://orcid.org/0009-0000-0047-3885"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xinyi Ai","raw_affiliation_strings":["University of California, San Diego, San Diego, CA, USA"],"raw_orcid":"https://orcid.org/0009-0000-0047-3885","affiliations":[{"raw_affiliation_string":"University of California, San Diego, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016629484","display_name":"Adalbert Gerald Soosai Raj","orcid":"https://orcid.org/0000-0002-6848-2208"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adalbert Gerald Soosai Raj","raw_affiliation_strings":["University of California, San Diego, San Diego, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-6848-2208","affiliations":[{"raw_affiliation_string":"University of California, San Diego, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037754466","display_name":"Rogers Jeffrey Leo John","orcid":"https://orcid.org/0009-0008-1642-8286"},"institutions":[{"id":"https://openalex.org/I4210090273","display_name":"Madison Group (United States)","ror":"https://ror.org/00aw4mh72","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rogers Jeffrey Leo John","raw_affiliation_strings":["Independent Researcher, Madison, USA"],"raw_orcid":"https://orcid.org/0009-0008-1642-8286","affiliations":[{"raw_affiliation_string":"Independent Researcher, Madison, USA","institution_ids":["https://openalex.org/I4210090273"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073192681","display_name":"Meenakshi Syamkumar","orcid":"https://orcid.org/0000-0002-7925-9183"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Meenakshi Syamkumar","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, USA"],"raw_orcid":"https://orcid.org/0000-0002-7925-9183","affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026051129"],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":null,"apc_paid":null,"fwci":16.412,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.99034442,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1230","last_page":"1236"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.992900013923645,"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/T10260","display_name":"Software Engineering Research","score":0.992900013923645,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9901999831199646,"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/T10533","display_name":"Teaching and Learning Programming","score":0.982200026512146,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.819449782371521},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.5452646613121033},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5027835369110107},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.46036234498023987},{"id":"https://openalex.org/keywords/science-and-engineering","display_name":"Science and engineering","score":0.44654184579849243},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.41836804151535034},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40556761622428894},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3714424967765808},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3437764048576355}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.819449782371521},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5452646613121033},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5027835369110107},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.46036234498023987},{"id":"https://openalex.org/C2993955422","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Science and engineering","level":2,"score":0.44654184579849243},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.41836804151535034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40556761622428894},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3714424967765808},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3437764048576355},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3626252.3630874","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3626252.3630874","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3626252.3630874","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 55th ACM Technical Symposium on Computer Science Education V. 1","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3626252.3630874","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3626252.3630874","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3626252.3630874","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 55th ACM Technical Symposium on Computer Science Education V. 1","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8899999856948853,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392564868.pdf","grobid_xml":"https://content.openalex.org/works/W4392564868.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W4211263275","https://openalex.org/W4283705032","https://openalex.org/W4306317681","https://openalex.org/W4323033692","https://openalex.org/W4323033785","https://openalex.org/W4323033814","https://openalex.org/W4323037544","https://openalex.org/W4367672983"],"related_works":["https://openalex.org/W2348562106","https://openalex.org/W2370820329","https://openalex.org/W2370554813","https://openalex.org/W4362576712","https://openalex.org/W2387560707","https://openalex.org/W2363525455","https://openalex.org/W4312355418","https://openalex.org/W2314810092","https://openalex.org/W2384329035","https://openalex.org/W2373380871"],"abstract_inverted_index":{"ChatGPT":[0,61,86,115],"is":[1,40],"a":[2,16],"conversational":[3],"AI":[4,24],"platform":[5],"that":[6,28,85,121],"can":[7],"produce":[8],"code":[9],"to":[10,80,154,171],"solve":[11],"problems":[12],"when":[13],"provided":[14,79],"with":[15,68,91],"natural":[17],"language":[18],"prompt.":[19],"Prior":[20],"work":[21],"on":[22,32,48,62,89,110],"similar":[23],"models":[25],"has":[26],"shown":[27],"they":[29],"perform":[30,107],"well":[31,88],"typical":[33],"intro-level":[34],"Computer":[35],"Science":[36,50],"problems.":[37,52],"However,":[38],"little":[39],"known":[41],"about":[42],"the":[43,58,75,81,100,111,122,146],"performance":[44,59],"of":[45,60,145,174],"such":[46],"tools":[47],"Data":[49],"(DS)":[51],"In":[53],"this":[54],"work,":[55],"we":[56,73,106,163],"assess":[57],"assignments":[63,90,112],"from":[64],"three":[65],"DS":[66,175],"courses":[67],"varying":[69],"difficulty":[70],"levels.":[71],"First,":[72],"apply":[74],"raw":[76],"assignment":[77],"prompts":[78],"students":[82],"and":[83,94,158],"find":[84,120],"performs":[87],"dataset(s)":[92],"descriptions":[93,144],"progressive":[95],"question":[96],"prompts,":[97,142],"which":[98,114],"divide":[99],"programming":[101],"requirements":[102],"into":[103,135,140],"sub-problems.":[104],"Then,":[105],"prompt":[108,124],"engineering":[109,125],"for":[113],"had":[116],"low":[117],"performance.":[118],"We":[119],"following":[123],"techniques":[126],"significantly":[127],"increased":[128],"ChatGPT's":[129],"performance:":[130],"breaking":[131,137],"down":[132,138],"abstract":[133],"questions":[134],"steps,":[136],"steps":[139],"multiple":[141],"providing":[143],"dataset(s),":[147],"including":[148],"algorithmic":[149],"details,":[150],"adding":[151],"specific":[152,156],"instructions":[153],"entice":[155],"actions,":[157],"removing":[159],"extraneous":[160],"information.":[161],"Finally,":[162],"discuss":[164],"how":[165],"our":[166],"findings":[167],"suggest":[168],"potential":[169],"changes":[170],"curriculum":[172],"design":[173],"courses.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}