{"id":"https://openalex.org/W7147122712","doi":"https://doi.org/10.1109/icaiic68212.2026.11454249","title":"Examining Software Engineering Practices in the Pre-AI and Post-AI ERA","display_name":"Examining Software Engineering Practices in the Pre-AI and Post-AI ERA","publication_year":2026,"publication_date":"2026-02-24","ids":{"openalex":"https://openalex.org/W7147122712","doi":"https://doi.org/10.1109/icaiic68212.2026.11454249"},"language":null,"primary_location":{"id":"doi:10.1109/icaiic68212.2026.11454249","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454249","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5132582140","display_name":"Oluwatito Ebiwonjumi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158012","display_name":"Tennessee Clinical Research Center","ror":"https://ror.org/05jsaxg97","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210158012"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Oluwatito Ebiwonjumi","raw_affiliation_strings":["Independent Researcher,Nashville,Tennessee,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Independent Researcher,Nashville,Tennessee,USA","institution_ids":["https://openalex.org/I4210158012"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018695820","display_name":"Love Allen Chijioke Ahakonye","orcid":"https://orcid.org/0000-0003-2840-1693"},"institutions":[{"id":"https://openalex.org/I113409471","display_name":"Kumoh National Institute of Technology","ror":"https://ror.org/05dkjfz60","country_code":"KR","type":"education","lineage":["https://openalex.org/I113409471"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Love Allen Chijioke Ahakonye","raw_affiliation_strings":["Kumoh National Institute of Technology,ICT-Convergence Research Center,Gumi,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kumoh National Institute of Technology,ICT-Convergence Research Center,Gumi,South Korea","institution_ids":["https://openalex.org/I113409471"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102829948","display_name":"Dong\u2010Seong Kim","orcid":"https://orcid.org/0000-0002-2977-5964"},"institutions":[{"id":"https://openalex.org/I113409471","display_name":"Kumoh National Institute of Technology","ror":"https://ror.org/05dkjfz60","country_code":"KR","type":"education","lineage":["https://openalex.org/I113409471"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dong-Seong Kim","raw_affiliation_strings":["Kumoh National Institute of Technology,IT Convergence Engineering,Gumi,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kumoh National Institute of Technology,IT Convergence Engineering,Gumi,South Korea","institution_ids":["https://openalex.org/I113409471"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29939223,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"651","last_page":"656"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.44449999928474426,"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":0.44449999928474426,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.17659999430179596,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.08150000125169754,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.5076000094413757},{"id":"https://openalex.org/keywords/static-program-analysis","display_name":"Static program analysis","score":0.5062999725341797},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5022000074386597},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.45910000801086426},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4584999978542328},{"id":"https://openalex.org/keywords/javascript","display_name":"JavaScript","score":0.44020000100135803},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.41449999809265137},{"id":"https://openalex.org/keywords/code-review","display_name":"Code review","score":0.39629998803138733},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.3840999901294708}],"concepts":[{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.671999990940094},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5479999780654907},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.5076000094413757},{"id":"https://openalex.org/C137287247","wikidata":"https://www.wikidata.org/wiki/Q1329550","display_name":"Static program analysis","level":4,"score":0.5062999725341797},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5022000074386597},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.45910000801086426},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4584999978542328},{"id":"https://openalex.org/C544833334","wikidata":"https://www.wikidata.org/wiki/Q2005","display_name":"JavaScript","level":2,"score":0.44020000100135803},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.41449999809265137},{"id":"https://openalex.org/C150292731","wikidata":"https://www.wikidata.org/wiki/Q1342704","display_name":"Code review","level":5,"score":0.39629998803138733},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3840999901294708},{"id":"https://openalex.org/C74579156","wikidata":"https://www.wikidata.org/wiki/Q7554342","display_name":"Software peer review","level":5,"score":0.374099999666214},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3686000108718872},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.3652999997138977},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3573000133037567},{"id":"https://openalex.org/C39890963","wikidata":"https://www.wikidata.org/wiki/Q1702721","display_name":"Personal software process","level":5,"score":0.350600004196167},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.3463999927043915},{"id":"https://openalex.org/C133237599","wikidata":"https://www.wikidata.org/wiki/Q2295111","display_name":"Code smell","level":5,"score":0.3425999879837036},{"id":"https://openalex.org/C2984328558","wikidata":"https://www.wikidata.org/wiki/Q188522","display_name":"Software testing","level":3,"score":0.33970001339912415},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.32910001277923584},{"id":"https://openalex.org/C182500959","wikidata":"https://www.wikidata.org/wiki/Q7551380","display_name":"Social software engineering","level":5,"score":0.3012999892234802},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.29510000348091125},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.290800005197525},{"id":"https://openalex.org/C509989072","wikidata":"https://www.wikidata.org/wiki/Q15188241","display_name":"Model-driven architecture","level":4,"score":0.28459998965263367},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.2831999957561493},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27090001106262207},{"id":"https://openalex.org/C202105479","wikidata":"https://www.wikidata.org/wiki/Q265013","display_name":"Software evolution","level":5,"score":0.2705000042915344},{"id":"https://openalex.org/C188329197","wikidata":"https://www.wikidata.org/wiki/Q6554613","display_name":"Software quality analyst","level":5,"score":0.2694000005722046},{"id":"https://openalex.org/C139143892","wikidata":"https://www.wikidata.org/wiki/Q7441615","display_name":"Search-based software engineering","level":5,"score":0.26809999346733093},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.25850000977516174},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic68212.2026.11454249","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454249","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.415933758020401,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G3853905594","display_name":null,"funder_award_id":"2018R1A6A1A03024003,30%","funder_id":"https://openalex.org/F4320322349","funder_display_name":"Ministry of Education, Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320322349","display_name":"Ministry of Education, Science and Technology","ror":"https://ror.org/01p262204"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W3014832129","https://openalex.org/W3021832040","https://openalex.org/W3047856396","https://openalex.org/W3132784570","https://openalex.org/W4206904750","https://openalex.org/W4214844639","https://openalex.org/W4235786747","https://openalex.org/W4281669078","https://openalex.org/W4312438588","https://openalex.org/W4386929207","https://openalex.org/W4390404384","https://openalex.org/W4394803545","https://openalex.org/W4398766258","https://openalex.org/W4399204378","https://openalex.org/W4406117925","https://openalex.org/W4406602186","https://openalex.org/W4406911631","https://openalex.org/W4411523132","https://openalex.org/W4412591853"],"related_works":[],"abstract_inverted_index":{"The":[0],"rise":[1],"of":[2,34,134],"generative":[3,135],"artificial":[4],"intelligence":[5],"(AI)":[6],"coding":[7],"tools":[8,137],"such":[9],"as":[10],"GitHub":[11,63],"Copilot":[12],"and":[13,37,44,52,58,75,115,122],"ChatGPT":[14],"has":[15],"reshaped":[16],"software":[17,24,105,139],"development,":[18],"yet":[19],"their":[20],"impact":[21],"on":[22,112],"open-source":[23],"quality":[25],"remains":[26],"unclear.":[27],"This":[28],"study":[29],"conducts":[30],"a":[31,84,129],"longitudinal":[32],"analysis":[33],"code":[35,114,123],"review":[36,73,88],"bug-fix":[38,80,98],"patterns":[39],"across":[40],"six":[41],"major":[42],"Python":[43],"JavaScript":[45],"repositories,":[46],"pandas,":[47],"scikit-learn,":[48],"TensorFlow,":[49],"Django,":[50],"React,":[51],"Node.js,":[53],"comparing":[54],"the":[55],"pre-AI":[56],"(2018-2021)":[57],"post-AI":[59],"(2022-2025)":[60],"periods.":[61],"Using":[62],"pull":[64],"request":[65],"data,":[66],"we":[67],"examine":[68],"changes":[69],"in":[70,87,104,138],"reviewer":[71],"participation,":[72],"duration,":[74],"comment":[76],"density,":[77],"alongside":[78,94],"post-merge":[79],"frequencies.":[81],"Results":[82],"show":[83],"mild":[85],"decline":[86],"intensity":[89],"after":[90],"widespread":[91],"AI":[92,136],"adoption,":[93],"stagnant":[95],"or":[96],"increased":[97],"activity,":[99],"suggesting":[100],"no":[101],"corresponding":[102],"improvement":[103],"quality.":[106],"These":[107],"findings":[108],"suggest":[109],"potential":[110],"overreliance":[111],"AI-generated":[113],"highlight":[116],"critical":[117],"trade-offs":[118],"between":[119],"development":[120],"speed":[121],"robustness,":[124],"offering":[125],"empirical":[126],"evidence":[127],"for":[128],"more":[130],"cautious,":[131],"evidence-based":[132],"integration":[133],"engineering":[140],"practice.":[141]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-04-02T00:00:00"}
