{"id":"https://openalex.org/W4408182420","doi":"https://doi.org/10.1109/access.2025.3548631","title":"A Data-Driven Recommendation System for Enhancing Non-Functional Requirements Elicitation in Scrum-Based Projects","display_name":"A Data-Driven Recommendation System for Enhancing Non-Functional Requirements Elicitation in Scrum-Based Projects","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408182420","doi":"https://doi.org/10.1109/access.2025.3548631"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3548631","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548631","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3548631","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003763485","display_name":"Felipe Ramos","orcid":"https://orcid.org/0000-0002-0937-811X"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Felipe Ramos","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-0937-811X","affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079997074","display_name":"Alexandre Costa","orcid":"https://orcid.org/0000-0002-2258-5201"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alexandre Costa","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-2258-5201","affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087237928","display_name":"Mirko Perkusich","orcid":"https://orcid.org/0000-0002-9433-4962"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Mirko Perkusich","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-9433-4962","affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021043645","display_name":"Luiz Silva","orcid":"https://orcid.org/0000-0001-5803-2636"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luiz Silva","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-5803-2636","affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002877328","display_name":"Dalton C\u00e9zane Gomes Valadares","orcid":"https://orcid.org/0000-0003-1709-0404"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Dalton Valadares","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062122014","display_name":"Ademar Fran\u00e7a de Sousa Neto","orcid":"https://orcid.org/0000-0002-1651-4159"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ademar de Sousa Neto","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-1651-4159","affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042397147","display_name":"Felipe Cunha","orcid":"https://orcid.org/0000-0001-6836-7560"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Felipe Cunha","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-6836-7560","affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012728787","display_name":"Hyggo Almeida","orcid":"https://orcid.org/0000-0002-2808-8169"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Hyggo Almeida","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012283902","display_name":"\u00c2ngelo Perkusich","orcid":"https://orcid.org/0000-0002-7377-1258"},"institutions":[{"id":"https://openalex.org/I41455075","display_name":"Universidade Federal de Campina Grande","ror":"https://ror.org/00eftnx64","country_code":"BR","type":"education","lineage":["https://openalex.org/I41455075"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Angelo Perkusich","raw_affiliation_strings":["Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-7377-1258","affiliations":[{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, Brazil","institution_ids":["https://openalex.org/I41455075"]},{"raw_affiliation_string":"Intelligent Software Engineering Group (ISE/VIRTUS), Federal University of Campina Grande, Campina Grande, PB, Brazil","institution_ids":["https://openalex.org/I41455075"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I41455075"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":5.7669,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95244011,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"44000","last_page":"44023"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9950000047683716,"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":0.9950000047683716,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9884999990463257,"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"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9510999917984009,"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/scrum","display_name":"Scrum","score":0.8061950206756592},{"id":"https://openalex.org/keywords/requirements-elicitation","display_name":"Requirements elicitation","score":0.7220537662506104},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7124176025390625},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.38435888290405273},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.37126752734184265},{"id":"https://openalex.org/keywords/requirements-analysis","display_name":"Requirements analysis","score":0.334652304649353},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.26238030195236206},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.21235400438308716},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13077032566070557},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08694082498550415}],"concepts":[{"id":"https://openalex.org/C147579259","wikidata":"https://www.wikidata.org/wiki/Q460387","display_name":"Scrum","level":4,"score":0.8061950206756592},{"id":"https://openalex.org/C45384764","wikidata":"https://www.wikidata.org/wiki/Q838667","display_name":"Requirements elicitation","level":4,"score":0.7220537662506104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7124176025390625},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38435888290405273},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.37126752734184265},{"id":"https://openalex.org/C59488412","wikidata":"https://www.wikidata.org/wiki/Q187147","display_name":"Requirements analysis","level":3,"score":0.334652304649353},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.26238030195236206},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.21235400438308716},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13077032566070557},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08694082498550415}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3548631","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548631","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:859c0484b23e4fac8f5e5219e698ca12","is_oa":true,"landing_page_url":"https://doaj.org/article/859c0484b23e4fac8f5e5219e698ca12","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 44000-44023 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3548631","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3548631","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.41999998688697815}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W119627244","https://openalex.org/W155051492","https://openalex.org/W1485884517","https://openalex.org/W1538894048","https://openalex.org/W1547400800","https://openalex.org/W1565746575","https://openalex.org/W1575874881","https://openalex.org/W1592034869","https://openalex.org/W1657011257","https://openalex.org/W1791587663","https://openalex.org/W1876404477","https://openalex.org/W1966195861","https://openalex.org/W1969939902","https://openalex.org/W1981552604","https://openalex.org/W1981903823","https://openalex.org/W2005569040","https://openalex.org/W2023924228","https://openalex.org/W2035967456","https://openalex.org/W2039759410","https://openalex.org/W2044631171","https://openalex.org/W2047158940","https://openalex.org/W2051893023","https://openalex.org/W2080030519","https://openalex.org/W2081884743","https://openalex.org/W2094582061","https://openalex.org/W2105662098","https://openalex.org/W2108276543","https://openalex.org/W2111275322","https://openalex.org/W2114915228","https://openalex.org/W2116206254","https://openalex.org/W2116907335","https://openalex.org/W2148996482","https://openalex.org/W2167786744","https://openalex.org/W2171960770","https://openalex.org/W2179241989","https://openalex.org/W2202595206","https://openalex.org/W2240898058","https://openalex.org/W2315953705","https://openalex.org/W2518040354","https://openalex.org/W2559799015","https://openalex.org/W2562606853","https://openalex.org/W2575121810","https://openalex.org/W2612641377","https://openalex.org/W2613744552","https://openalex.org/W2623557439","https://openalex.org/W2743461133","https://openalex.org/W2766029394","https://openalex.org/W2806436836","https://openalex.org/W2809926087","https://openalex.org/W2810635507","https://openalex.org/W2898098624","https://openalex.org/W2898747539","https://openalex.org/W2908463346","https://openalex.org/W2921444526","https://openalex.org/W2968169323","https://openalex.org/W2985789525","https://openalex.org/W2991273496","https://openalex.org/W3033358033","https://openalex.org/W3101626139","https://openalex.org/W3119173444","https://openalex.org/W3135007813","https://openalex.org/W3207932953","https://openalex.org/W4200522361","https://openalex.org/W4205508676","https://openalex.org/W4221106599","https://openalex.org/W4224882422","https://openalex.org/W4244404635","https://openalex.org/W4246511991","https://openalex.org/W4252044605","https://openalex.org/W4291213652","https://openalex.org/W4313829884","https://openalex.org/W4323338603","https://openalex.org/W4378714049","https://openalex.org/W4385831556","https://openalex.org/W4391640570","https://openalex.org/W6631767708","https://openalex.org/W6677933091","https://openalex.org/W6746075685","https://openalex.org/W6746077077","https://openalex.org/W6746836386","https://openalex.org/W6782404972","https://openalex.org/W6797942429"],"related_works":["https://openalex.org/W2097950940","https://openalex.org/W2472769502","https://openalex.org/W4292814261","https://openalex.org/W1496287339","https://openalex.org/W2402056828","https://openalex.org/W2181998829","https://openalex.org/W4253611616","https://openalex.org/W3152487049","https://openalex.org/W3143558183","https://openalex.org/W4291197340"],"abstract_inverted_index":{"Context:Agile":[0],"software":[1,35,43],"development,":[2],"particularly":[3],"Scrum,":[4],"enables":[5],"teams":[6,62,140],"to":[7,39,59,80,120,125],"manage":[8],"evolving":[9],"requirements":[10,29,83,131],"by":[11,84,141],"emphasizing":[12],"face-to-face":[13],"communication":[14],"and":[15,44,46,67,128,146],"incremental":[16],"deliveries.":[17],"Although":[18],"effective":[19],"in":[20,63,69,154],"addressing":[21,151],"functional":[22],"requirements,":[23],"agile":[24,139],"methods":[25],"often":[26],"overlook":[27],"non-functional":[28,82,130,143,155],"during":[30],"the":[31,70,76,98,104],"initial":[32],"stages":[33],"of":[34,93,118],"projects,":[36],"potentially":[37],"leading":[38],"cost":[40],"overruns":[41],"on":[42],"hardware":[45],"project":[47,87],"failures":[48],"exceeding":[49],"60%.Objective:In":[50],"this":[51],"article,":[52],"we":[53],"introduce":[54],"a":[55,91],"data-driven":[56],"recommendation":[57,113],"system":[58,99,114],"assist":[60],"Scrum":[61],"eliciting":[64],"NFRs":[65],"effectively":[66],"early":[68],"development":[71],"lifecycle.Method:Our":[72],"proposed":[73],"solution":[74,137],"applies":[75],"k-nearest":[77],"neighbors":[78],"algorithm":[79],"recommend":[81],"leveraging":[85],"historical":[86],"data":[88],"structured":[89],"through":[90,100],"taxonomy":[92],"user":[94],"stories.":[95],"We":[96],"evaluated":[97],"offline":[101],"experiments":[102],"under":[103],"cross-validation":[105],"protocol,":[106],"utilizing":[107],"datasets":[108],"from":[109],"13":[110],"real-world":[111],"projects.Results:Our":[112],"achieved":[115],"an":[116],"F-measure":[117],"up":[119],"79%,":[121],"demonstrating":[122],"its":[123],"ability":[124],"provide":[126],"accurate":[127],"context-aware":[129],"suggestions.Conclusion:These":[132],"findings":[133],"suggest":[134],"that":[135],"our":[136],"supports":[138],"automating":[142],"requirement":[144,156],"elicitation":[145],"enhancing":[147],"decision-making":[148],"processes,":[149],"thereby":[150],"critical":[152],"gaps":[153],"integration":[157],"within":[158],"Scrum-based":[159],"projects.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
