{"id":"https://openalex.org/W4412939635","doi":"https://doi.org/10.1109/access.2025.3595456","title":"Forecasting Future Corporate Value Including Information on Firm Environmental Activities: Using Machine Learning Techniques","display_name":"Forecasting Future Corporate Value Including Information on Firm Environmental Activities: Using Machine Learning Techniques","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412939635","doi":"https://doi.org/10.1109/access.2025.3595456"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3595456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3595456","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.2025.3595456","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111336132","display_name":"Jiyoung Park","orcid":null},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jiyoung Park","raw_affiliation_strings":["Interdisciplinary Program of Landscape Architecture, Seoul National University, Seoul, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interdisciplinary Program of Landscape Architecture, Seoul National University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100667698","display_name":"Hyungjoon Kim","orcid":"https://orcid.org/0000-0003-4580-489X"},"institutions":[{"id":"https://openalex.org/I174101054","display_name":"Changwon National University","ror":"https://ror.org/04ts4qa58","country_code":"KR","type":"education","lineage":["https://openalex.org/I174101054"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyungjoon Kim","raw_affiliation_strings":["Department of Computer Engineering, Changwon National University, Changwon-si, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-4580-489X","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Changwon National University, Changwon-si, Republic of Korea","institution_ids":["https://openalex.org/I174101054"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055864689","display_name":"Hyung Jong Na","orcid":"https://orcid.org/0009-0002-7259-4840"},"institutions":[{"id":"https://openalex.org/I4210107562","display_name":"Semyung University","ror":"https://ror.org/01d100w34","country_code":"KR","type":"education","lineage":["https://openalex.org/I4210107562"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyung Jong Na","raw_affiliation_strings":["Department of Accounting and Taxation, Semyung University, Jecheon-si, Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0002-7259-4840","affiliations":[{"raw_affiliation_string":"Department of Accounting and Taxation, Semyung University, Jecheon-si, Republic of Korea","institution_ids":["https://openalex.org/I4210107562"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.3194,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.82903666,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"147054","last_page":"147073"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.7716000080108643,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.7716000080108643,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.7638000249862671,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.7039999961853027,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6047395467758179},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.5348039865493774},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4186094105243683},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37764400243759155},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37550249695777893},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33955660462379456}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6047395467758179},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.5348039865493774},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4186094105243683},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37764400243759155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37550249695777893},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33955660462379456}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3595456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3595456","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:d9667fbf08144dbe819befa203084b92","is_oa":true,"landing_page_url":"https://doaj.org/article/d9667fbf08144dbe819befa203084b92","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 147054-147073 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3595456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3595456","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":96,"referenced_works":["https://openalex.org/W1558682892","https://openalex.org/W1901616594","https://openalex.org/W1932377319","https://openalex.org/W1960693409","https://openalex.org/W1974587544","https://openalex.org/W1984406819","https://openalex.org/W2000603020","https://openalex.org/W2025422497","https://openalex.org/W2069892994","https://openalex.org/W2103978550","https://openalex.org/W2211074832","https://openalex.org/W2297152540","https://openalex.org/W2401520370","https://openalex.org/W2579318141","https://openalex.org/W2593151889","https://openalex.org/W2626857263","https://openalex.org/W2757740984","https://openalex.org/W2769276865","https://openalex.org/W2782902016","https://openalex.org/W2785165233","https://openalex.org/W2789424449","https://openalex.org/W2808163457","https://openalex.org/W2897596136","https://openalex.org/W2899951262","https://openalex.org/W2900296094","https://openalex.org/W2900395867","https://openalex.org/W2900750130","https://openalex.org/W2916889397","https://openalex.org/W2922073769","https://openalex.org/W2923129012","https://openalex.org/W2925349108","https://openalex.org/W2936404407","https://openalex.org/W2945976633","https://openalex.org/W2963836746","https://openalex.org/W2963964896","https://openalex.org/W2968982355","https://openalex.org/W2971859158","https://openalex.org/W2972255427","https://openalex.org/W2983070049","https://openalex.org/W2985993740","https://openalex.org/W2987201163","https://openalex.org/W2989831432","https://openalex.org/W2993491036","https://openalex.org/W2997448795","https://openalex.org/W2997709384","https://openalex.org/W2998745260","https://openalex.org/W3002705197","https://openalex.org/W3005048680","https://openalex.org/W3009457452","https://openalex.org/W3036522266","https://openalex.org/W3041463877","https://openalex.org/W3045626411","https://openalex.org/W3079352602","https://openalex.org/W3081491601","https://openalex.org/W3083050659","https://openalex.org/W3087798270","https://openalex.org/W3092108871","https://openalex.org/W3092453270","https://openalex.org/W3094948551","https://openalex.org/W3102218249","https://openalex.org/W3102283286","https://openalex.org/W3107642158","https://openalex.org/W3115732278","https://openalex.org/W3118299338","https://openalex.org/W3120338070","https://openalex.org/W3122638935","https://openalex.org/W3123478739","https://openalex.org/W3130219998","https://openalex.org/W3130388336","https://openalex.org/W3131250579","https://openalex.org/W3140267912","https://openalex.org/W3150212014","https://openalex.org/W3153990350","https://openalex.org/W3155398915","https://openalex.org/W3164306853","https://openalex.org/W3174934194","https://openalex.org/W3179533132","https://openalex.org/W3180217768","https://openalex.org/W3182706339","https://openalex.org/W3184310388","https://openalex.org/W3207923907","https://openalex.org/W3214355400","https://openalex.org/W4200109631","https://openalex.org/W4210739382","https://openalex.org/W4225714535","https://openalex.org/W4226054578","https://openalex.org/W4285814453","https://openalex.org/W4287093414","https://openalex.org/W4289774690","https://openalex.org/W4294723973","https://openalex.org/W4302286670","https://openalex.org/W4308739332","https://openalex.org/W4312162412","https://openalex.org/W4319072881","https://openalex.org/W4319949132","https://openalex.org/W4323269181"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"This":[0],"study":[1,78],"aims":[2],"to":[3,47,136],"develop":[4],"a":[5,163],"predictive":[6,150],"model":[7,117],"of":[8,42,76,143,152],"future":[9],"corporate":[10,43,110],"value":[11,44,171],"by":[12],"incorporating":[13,109,131],"environmental":[14,27,83,111,159],"activity":[15,84],"data":[16,112,125,134],"disclosed":[17],"in":[18,80,98,166],"sustainability":[19],"management":[20],"reports.":[21],"Specifically,":[22],"it":[23],"examines":[24],"whether":[25],"including":[26],"indicators":[28,161],"such":[29,51],"as":[30],"carbon":[31,123],"emissions,":[32],"water":[33,132],"usage,":[34],"and":[35,65,70,100,172,179],"waste":[36,144],"recycling":[37,145],"capacity":[38,146],"enhances":[39],"the":[40,115,141,149,153],"accuracy":[41],"prediction":[45,89,128],"compared":[46],"models":[48,90,108],"that":[49,93,107,158],"exclude":[50],"information.":[52],"To":[53],"this":[54,77],"end,":[55],"we":[56],"applied":[57],"three":[58],"boosting-based":[59],"machine":[60,87],"learning":[61],"classifiers":[62],"(CatBoost,":[63],"LGBM,":[64],"GradientBoost)":[66],"using":[67],"both":[68],"classification":[69],"regression":[71],"techniques.":[72],"The":[73,103],"key":[74],"contribution":[75],"lies":[79],"integrating":[81],"firm-level":[82],"information":[85],"into":[86],"learning-based":[88],"an":[91],"approach":[92],"has":[94],"been":[95],"rarely":[96],"explored":[97],"accounting":[99],"finance":[101],"research.":[102],"empirical":[104],"results":[105],"show":[106],"consistently":[113],"outperform":[114],"baseline":[116],"across":[118],"all":[119],"metrics.":[120],"First,":[121],"adding":[122],"emissions":[124],"significantly":[126],"improved":[127],"performance.":[129],"Second,":[130],"usage":[133],"led":[135],"even":[137],"greater":[138],"accuracy.":[139],"Third,":[140],"inclusion":[142],"further":[147],"enhanced":[148],"power":[151],"model.":[154],"These":[155],"findings":[156],"suggest":[157],"performance":[160],"play":[162],"critical":[164],"role":[165],"accurately":[167],"forecasting":[168],"long-term":[169],"firm":[170],"offer":[173],"meaningful":[174],"insights":[175],"for":[176],"investors,":[177],"managers,":[178],"policymakers.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
