{"id":"https://openalex.org/W4407761308","doi":"https://doi.org/10.1145/3641554.3701859","title":"Unlocking Potential with Generative AI Instruction: Investigating Mid-level Software Development Student Perceptions, Behavior, and Adoption","display_name":"Unlocking Potential with Generative AI Instruction: Investigating Mid-level Software Development Student Perceptions, Behavior, and Adoption","publication_year":2025,"publication_date":"2025-02-12","ids":{"openalex":"https://openalex.org/W4407761308","doi":"https://doi.org/10.1145/3641554.3701859"},"language":"en","primary_location":{"id":"doi:10.1145/3641554.3701859","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3641554.3701859","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 56th 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://doi.org/10.1145/3641554.3701859","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5099497353","display_name":"Jamie Gorson Benario","orcid":"https://orcid.org/0000-0002-0385-4357"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jamie Gorson Benario","raw_affiliation_strings":["Google, Chicago, Illinois, USA"],"affiliations":[{"raw_affiliation_string":"Google, Chicago, Illinois, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006028728","display_name":"Jenn Marroquin","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenn Marroquin","raw_affiliation_strings":["Google, Austin, Texas, USA"],"affiliations":[{"raw_affiliation_string":"Google, Austin, Texas, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007091061","display_name":"Monica Chan","orcid":"https://orcid.org/0000-0003-4111-9369"},"institutions":[{"id":"https://openalex.org/I4210110951","display_name":"Gorgias Press (United States)","ror":"https://ror.org/01p5xff03","country_code":"US","type":"company","lineage":["https://openalex.org/I4210110951"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Monica M. Chan","raw_affiliation_strings":["Trilyon, Piscataway, New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Trilyon, Piscataway, New Jersey, USA","institution_ids":["https://openalex.org/I4210110951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060159951","display_name":"Ernest Holmes","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ernest D.V. Holmes","raw_affiliation_strings":["Google, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Google, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034189117","display_name":"Daniel Mejia","orcid":null},"institutions":[{"id":"https://openalex.org/I164936912","display_name":"The University of Texas at El Paso","ror":"https://ror.org/04d5vba33","country_code":"US","type":"education","lineage":["https://openalex.org/I164936912"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Mejia","raw_affiliation_strings":["The University of Texas at El Paso, El Paso, TX, USA"],"affiliations":[{"raw_affiliation_string":"The University of Texas at El Paso, El Paso, TX, USA","institution_ids":["https://openalex.org/I164936912"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5099497353"],"corresponding_institution_ids":["https://openalex.org/I1291425158"],"apc_list":null,"apc_paid":null,"fwci":5.4691,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95197929,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"395","last_page":"401"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.9922999739646912,"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/T10533","display_name":"Teaching and Learning Programming","score":0.9922999739646912,"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/T11122","display_name":"Online Learning and Analytics","score":0.9882000088691711,"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/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.965499997138977,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6651865243911743},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.593513548374176},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5531682372093201},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.4786030948162079},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.45810627937316895},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3658261001110077},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3208003342151642},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20314860343933105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2017405927181244},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10891252756118774}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6651865243911743},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.593513548374176},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5531682372093201},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.4786030948162079},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.45810627937316895},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3658261001110077},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3208003342151642},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20314860343933105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2017405927181244},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10891252756118774},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3641554.3701859","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3641554.3701859","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 56th ACM Technical Symposium on Computer Science Education V. 1","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3641554.3701859","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3641554.3701859","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 56th ACM Technical Symposium on Computer Science Education V. 1","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2992252352","https://openalex.org/W4211263275","https://openalex.org/W4283775237","https://openalex.org/W4321162272","https://openalex.org/W4323033785","https://openalex.org/W4362659486","https://openalex.org/W4366489368","https://openalex.org/W4382652859","https://openalex.org/W4383498485","https://openalex.org/W4385474366","https://openalex.org/W4387129749","https://openalex.org/W4390315357","https://openalex.org/W4392564650","https://openalex.org/W4392564868","https://openalex.org/W4400267629","https://openalex.org/W4400267690","https://openalex.org/W4400268469"],"related_works":["https://openalex.org/W2380075625","https://openalex.org/W4390718435","https://openalex.org/W4390549206","https://openalex.org/W3137171911","https://openalex.org/W4379540039","https://openalex.org/W4237784285","https://openalex.org/W2374712251","https://openalex.org/W4383031710","https://openalex.org/W3211753092","https://openalex.org/W2386000789"],"abstract_inverted_index":{"Generative":[0],"AI":[1,76,97,115,143,160,169,177],"tools":[2,29,44,61,77,98,116,170,178],"are":[3,62,162],"rapidly":[4],"evolving":[5],"and":[6,46,120,136,172],"impacting":[7],"many":[8],"domains,":[9],"including":[10],"programming.":[11],"Computer":[12],"Science":[13],"(CS)":[14],"instructors":[15],"must":[16],"address":[17],"student":[18,57,93],"access":[19],"to":[20,26,100,132,134,151,179],"these":[21,60],"tools.":[22,144],"While":[23],"some":[24],"advocate":[25],"ban":[27],"the":[28,39,43,68,101,165],"entirely,":[30],"others":[31],"suggest":[32],"embracing":[33],"them":[34],"so":[35],"that":[36,148,167],"students":[37,85,110],"develop":[38],"skills":[40,139],"for":[41,117],"utilizing":[42],"safely":[45],"responsibly.":[47],"Studies":[48],"indicate":[49],"positive":[50,127],"impacts,":[51],"as":[52,54],"well":[53],"cautions,":[55],"on":[56,73,129],"outcomes":[58],"when":[59,155],"integrated":[63],"into":[64,78],"courses.":[65],"We":[66],"studied":[67],"impact":[69],"of":[70,92,175],"incorporating":[71],"instruction":[72],"industry-standard":[74],"generative":[75,96,114,142,159,168,176],"a":[79],"mid-level":[80],"software":[81],"development":[82],"course":[83,102],"with":[84,158],"from":[86],"16":[87],"Minority":[88],"Serving":[89],"Institutions.":[90],"89%":[91],"participants":[94],"used":[95,113],"prior":[99],"without":[103],"any":[104],"formal":[105,108],"instruction.":[106],"After":[107],"instruction,":[109],"most":[111],"frequently":[112],"explaining":[118],"concepts":[119],"learning":[121],"new":[122],"things.":[123],"Students":[124],"generally":[125],"reported":[126,150],"viewpoints":[128],"their":[130,153],"ability":[131],"learn":[133,137],"program":[135],"problem-solving":[138],"while":[140],"using":[141],"Finally,":[145],"we":[146],"found":[147],"students:":[149],"understand":[152],"code":[154],"they":[156],"work":[157],"tools,":[161],"critical":[163],"about":[164],"outputs":[166,174],"provide,":[171],"check":[173],"ensure":[180],"accuracy.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
