{"id":"https://openalex.org/W4407627991","doi":"https://doi.org/10.1109/acit62805.2024.10877072","title":"A Review of AI-Assisted Impact Analysis for Software Requirements Change: Challenges and Future Directions","display_name":"A Review of AI-Assisted Impact Analysis for Software Requirements Change: Challenges and Future Directions","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4407627991","doi":"https://doi.org/10.1109/acit62805.2024.10877072"},"language":"en","primary_location":{"id":"doi:10.1109/acit62805.2024.10877072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"},"type":"review","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/A5079186383","display_name":"Ahmad Abdelhafiz Ali Samhan","orcid":"https://orcid.org/0000-0001-6766-1119"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Ahmad Samhan","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Software Engineering Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Software Engineering Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039792808","display_name":"Suhair AlHajHassan","orcid":"https://orcid.org/0000-0003-0991-4602"},"institutions":[{"id":"https://openalex.org/I146367977","display_name":"Applied Science Private University","ror":"https://ror.org/01ah6nb52","country_code":"JO","type":"education","lineage":["https://openalex.org/I146367977"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Suhair AlHajHassan","raw_affiliation_strings":["Applied Science Private University,Faculty of Information Technology,Software Engineering Department,Amman,Jordan"],"affiliations":[{"raw_affiliation_string":"Applied Science Private University,Faculty of Information Technology,Software Engineering Department,Amman,Jordan","institution_ids":["https://openalex.org/I146367977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116291802","display_name":"Sara Abu Dabaa\u2019t","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Sara Abu Dabaa't","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Software Engineering Department,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Software Engineering Department,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040109082","display_name":"Ali Elrashidi","orcid":"https://orcid.org/0000-0002-8560-1395"},"institutions":[{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ali Elrashidi","raw_affiliation_strings":["University of Business and Technology,Faculty of Engineering,Electrical Engineering Department,Jeddah,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"University of Business and Technology,Faculty of Engineering,Electrical Engineering Department,Jeddah,Saudi Arabia","institution_ids":["https://openalex.org/I4210165529"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5079186383"],"corresponding_institution_ids":["https://openalex.org/I153687341"],"apc_list":null,"apc_paid":null,"fwci":1.6284,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8920866,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.972000002861023,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.972000002861023,"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/computer-science","display_name":"Computer science","score":0.677169680595398},{"id":"https://openalex.org/keywords/change-impact-analysis","display_name":"Change impact analysis","score":0.6443347930908203},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4423254728317261},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4174567759037018},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07431602478027344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.677169680595398},{"id":"https://openalex.org/C164691408","wikidata":"https://www.wikidata.org/wiki/Q5071844","display_name":"Change impact analysis","level":3,"score":0.6443347930908203},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4423254728317261},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4174567759037018},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07431602478027344}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit62805.2024.10877072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W2290604022","https://openalex.org/W2329162963","https://openalex.org/W2398789481","https://openalex.org/W2421097601","https://openalex.org/W2531018410","https://openalex.org/W2536167803","https://openalex.org/W2575359125","https://openalex.org/W2587196983","https://openalex.org/W2595345837","https://openalex.org/W2603439645","https://openalex.org/W2766947446","https://openalex.org/W2782939041","https://openalex.org/W2792315573","https://openalex.org/W2896236534","https://openalex.org/W2913731979","https://openalex.org/W2937523352","https://openalex.org/W2954334102","https://openalex.org/W2954968581","https://openalex.org/W2963866270","https://openalex.org/W2966086338","https://openalex.org/W2969515683","https://openalex.org/W3037934766","https://openalex.org/W3042282673","https://openalex.org/W3047172142","https://openalex.org/W3116052088","https://openalex.org/W3140745842","https://openalex.org/W4245415816","https://openalex.org/W4245707598","https://openalex.org/W4379231174","https://openalex.org/W4379251738","https://openalex.org/W4388720055","https://openalex.org/W4389210056","https://openalex.org/W4389307142","https://openalex.org/W4391935447","https://openalex.org/W4396707866","https://openalex.org/W4400112922","https://openalex.org/W4400375663","https://openalex.org/W4400772700","https://openalex.org/W4402392495","https://openalex.org/W4409603727","https://openalex.org/W6743814044","https://openalex.org/W6756722767","https://openalex.org/W6760002653","https://openalex.org/W6769230810","https://openalex.org/W6783877828","https://openalex.org/W6860787110","https://openalex.org/W6864644912","https://openalex.org/W7011859730"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2149081830"],"abstract_inverted_index":{"This":[0,120],"paper":[1],"presents":[2,113,126],"a":[3,76],"review":[4,77],"study":[5,121],"that":[6,93,112,146],"explores":[7],"the":[8,30,97],"landscape":[9],"and":[10,24,38,50,61,67,73,86,104,125,161],"challenges":[11,53,72],"of":[12,22,99],"AI-assisted":[13,117],"impact":[14,47,118,151],"analysis":[15,48],"in":[16,138],"software":[17,26,166],"requirements":[18],"engineering.":[19],"The":[20],"growth":[21],"complex":[23],"change-prone":[25],"systems":[27],"has":[28],"highlighted":[29],"need":[31],"for":[32,128],"AI":[33,137,148],"techniques\u2014especially":[34],"machine":[35],"learning":[36],"(ML)":[37],"natural":[39],"language":[40],"processing":[41],"(NLP)\u2014to":[42],"be":[43],"harnessed":[44],"to":[45,65,140,157],"improve":[46],"scalability":[49,59],"efficiency.":[51],"Key":[52],"identified":[54],"include":[55,94],"data":[56,115],"quality":[57],"issues,":[58],"constraints,":[60],"ethical":[62,160],"problems":[63],"related":[64],"bias":[66],"accountability.":[68],"To":[69],"investigate":[70],"these":[71],"provide":[74],"insights,":[75],"was":[78],"conducted":[79],"across":[80],"IEEE":[81],"Xplore,":[82],"ACM":[83],"Digital":[84],"Library,":[85],"Google":[87],"Scholar,":[88],"cross":[89],"referencing":[90],"between":[91],"keywords":[92],"concepts":[95],"from":[96],"domains":[98],"\"software":[100],"requirements\",":[101],"\"impact":[102],"analysis\",":[103],"\"AI-Assisted":[105],"approaches\".":[106],"Inclusion":[107],"criteria":[108],"focused":[109],"on":[110,116],"studies":[111],"empirical":[114],"analysis.":[119,143],"highlights":[122],"research":[123],"gaps":[124],"insights":[127],"overcoming":[129],"obstacles":[130],"using":[131],"emerging":[132],"technologies":[133],"such":[134],"as":[135],"edge":[136],"order":[139],"enhance":[141],"post-impact":[142],"Findings":[144],"show":[145],"while":[147],"improves":[149],"traditional":[150],"analysis,":[152],"further":[153],"work":[154],"is":[155],"necessary":[156],"deliver":[158],"effective,":[159],"practical":[162],"implementations":[163],"within":[164],"evolving":[165],"contexts.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}