{"id":"https://openalex.org/W4383621314","doi":"https://doi.org/10.1145/3607874","title":"On Predicting ESG Ratings Using Dynamic Company Networks","display_name":"On Predicting ESG Ratings Using Dynamic Company Networks","publication_year":2023,"publication_date":"2023-07-08","ids":{"openalex":"https://openalex.org/W4383621314","doi":"https://doi.org/10.1145/3607874"},"language":"en","primary_location":{"id":"doi:10.1145/3607874","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3607874","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3607874","source":{"id":"https://openalex.org/S4210170305","display_name":"ACM Transactions on Management Information Systems","issn_l":"2158-656X","issn":["2158-656X","2158-6578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Management Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3607874","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059855396","display_name":"Gary Ang","orcid":"https://orcid.org/0000-0001-5922-8956"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Gary Ang","raw_affiliation_strings":["Singapore Management University, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-5922-8956","affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062888811","display_name":"Zhiling Guo","orcid":"https://orcid.org/0000-0002-9058-4710"},"institutions":[{"id":"https://openalex.org/I123534392","display_name":"University of North Texas","ror":"https://ror.org/00v97ad02","country_code":"US","type":"education","lineage":["https://openalex.org/I123534392"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhiling Guo","raw_affiliation_strings":["University of North Texas, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-9058-4710","affiliations":[{"raw_affiliation_string":"University of North Texas, United States of America","institution_ids":["https://openalex.org/I123534392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039617569","display_name":"Ee\u2010Peng Lim","orcid":"https://orcid.org/0000-0003-0065-8665"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ee-Peng Lim","raw_affiliation_strings":["Singapore Management University, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-0065-8665","affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5059855396"],"corresponding_institution_ids":["https://openalex.org/I79891267"],"apc_list":null,"apc_paid":null,"fwci":3.5124,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.92654742,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"14","issue":"3","first_page":"1","last_page":"34"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10115","display_name":"Corporate Social Responsibility Reporting","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10115","display_name":"Corporate Social Responsibility Reporting","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/T10880","display_name":"Environmental Sustainability in Business","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T10438","display_name":"Energy, Environment, Economic Growth","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/corporate-governance","display_name":"Corporate governance","score":0.5758761763572693},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5503159165382385},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5127207040786743},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4468466341495514},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.33728519082069397},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.31986120343208313},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.24659058451652527}],"concepts":[{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.5758761763572693},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5503159165382385},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5127207040786743},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4468466341495514},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.33728519082069397},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31986120343208313},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.24659058451652527},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3607874","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3607874","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3607874","source":{"id":"https://openalex.org/S4210170305","display_name":"ACM Transactions on Management Information Systems","issn_l":"2158-656X","issn":["2158-656X","2158-6578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Management Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-9027","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/8024","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1145/3607874","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1145/3607874","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3607874","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3607874","source":{"id":"https://openalex.org/S4210170305","display_name":"ACM Transactions on Management Information Systems","issn_l":"2158-656X","issn":["2158-656X","2158-6578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Management Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.4000000059604645}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383621314.pdf","grobid_xml":"https://content.openalex.org/works/W4383621314.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W31501271","https://openalex.org/W1509492217","https://openalex.org/W1950629566","https://openalex.org/W2019445274","https://openalex.org/W2046862913","https://openalex.org/W2067402622","https://openalex.org/W2094633847","https://openalex.org/W2110065044","https://openalex.org/W2115913209","https://openalex.org/W2120199131","https://openalex.org/W2154851992","https://openalex.org/W2164623173","https://openalex.org/W2295598076","https://openalex.org/W2487891992","https://openalex.org/W2578321610","https://openalex.org/W2612690371","https://openalex.org/W2744112845","https://openalex.org/W2751331106","https://openalex.org/W2770771109","https://openalex.org/W2805763130","https://openalex.org/W2810262932","https://openalex.org/W2891299020","https://openalex.org/W2893230400","https://openalex.org/W2895275353","https://openalex.org/W2898227265","https://openalex.org/W2940570705","https://openalex.org/W2943003366","https://openalex.org/W2971897755","https://openalex.org/W2990091276","https://openalex.org/W2994766085","https://openalex.org/W2999649661","https://openalex.org/W3017196569","https://openalex.org/W3017416550","https://openalex.org/W3022040643","https://openalex.org/W3036338206","https://openalex.org/W3039419186","https://openalex.org/W3039714790","https://openalex.org/W3041453691","https://openalex.org/W3049216994","https://openalex.org/W3099525394","https://openalex.org/W3104097132","https://openalex.org/W3118467164","https://openalex.org/W3119041925","https://openalex.org/W3122174824","https://openalex.org/W3123329971","https://openalex.org/W3125586325","https://openalex.org/W3127122299","https://openalex.org/W3133709883","https://openalex.org/W3136262530","https://openalex.org/W3137265547","https://openalex.org/W3159575730","https://openalex.org/W3173908785","https://openalex.org/W3191911242","https://openalex.org/W3194017910","https://openalex.org/W3199714549","https://openalex.org/W3209120250","https://openalex.org/W3209255602","https://openalex.org/W3212780717","https://openalex.org/W3214182595","https://openalex.org/W4213153387","https://openalex.org/W4244989105","https://openalex.org/W4285333895","https://openalex.org/W4309570926","https://openalex.org/W4380487766","https://openalex.org/W4391092847","https://openalex.org/W6776556511","https://openalex.org/W6801782224"],"related_works":["https://openalex.org/W2617513755","https://openalex.org/W2376072061","https://openalex.org/W2770593030","https://openalex.org/W409584353","https://openalex.org/W2884584982","https://openalex.org/W1550308580","https://openalex.org/W4281727072","https://openalex.org/W2560201613","https://openalex.org/W2485974778","https://openalex.org/W3154990682"],"abstract_inverted_index":{"Environmental,":[0],"social":[1],"and":[2,23,53,80,174,182,205,223],"governance":[3],"(ESG)":[4],"considerations":[5],"play":[6],"an":[7],"increasingly":[8],"important":[9],"role":[10],"due":[11],"to":[12,35,58,69,117,135],"the":[13,87,129,141,176,229],"growing":[14],"focus":[15,125,164],"on":[16,92,126,165,200],"sustainability":[17],"globally.":[18],"Entities,":[19],"such":[20,64,95],"as":[21,96],"banks":[22],"investors,":[24],"utilize":[25],"ESG":[26,37,45,60,67,90,119,137,171,214],"ratings":[27,46,61,68,91,172],"of":[28,39,43,89,102,111,132,144,179,226],"companies":[29,134],"issued":[30],"by":[31,47],"specialized":[32],"rating":[33,215],"agencies":[34],"evaluate":[36],"risks":[38],"companies.":[40],"The":[41],"process":[42],"assigning":[44],"human":[48],"analysts":[49],"is":[50],"however":[51],"laborious":[52],"time":[54],"intensive.":[55],"Developing":[56],"methods":[57],"predict":[59,118,136],"could":[62],"alleviate":[63],"challenges,":[65],"allow":[66],"be":[70,81,115],"generated":[71],"in":[72,186,228],"a":[73],"more":[74,78,82],"timely":[75],"manner,":[76],"cover":[77],"companies,":[79,103],"accessible.":[83],"Most":[84],"works":[85,106,122],"study":[86,107],"effects":[88],"target":[93],"variables":[94],"stock":[97],"prices":[98],"or":[99],"financial":[100,130,181],"fundamentals":[101],"but":[104],"few":[105],"how":[108],"different":[109,142,180,221,224],"types":[110,143],"company":[112],"information":[113,131,185],"can":[114,211],"utilized":[116],"ratings.":[120],"Previous":[121],"also":[123],"largely":[124],"using":[127],"only":[128],"individual":[133],"ratings,":[138],"leaving":[139],"out":[140],"inter-company":[145,149,168,196],"relationship":[146,150],"networks.":[147],"Such":[148],"networks":[151],"are":[152],"typically":[153],"dynamic,":[154],"i.e.,":[155],"they":[156],"evolve":[157],"across":[158],"time.":[159],"In":[160],"this":[161,187],"paper,":[162],"we":[163],"utilizing":[166,194],"dynamic":[167,183,195],"relationships":[169],"for":[170],"prediction,":[173],"examine":[175],"relative":[177],"importance":[178],"network":[184,197],"prediction":[188,216],"task.":[189],"Our":[190],"analysis":[191],"shows":[192],"that":[193],"information,":[198],"based":[199],"common":[201,203],"director,":[202],"investor":[204],"news":[206],"event-based":[207],"knowledge":[208],"graph":[209],"relationships,":[210],"significantly":[212],"improve":[213],"performance.":[217],"Robustness":[218],"checks":[219],"over":[220],"time-periods":[222],"number":[225],"time-steps":[227],"future":[230],"further":[231],"validate":[232],"these":[233],"insights.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
