{"id":"https://openalex.org/W4311556006","doi":"https://doi.org/10.48550/arxiv.2212.06540","title":"Automatic ESG Assessment of Companies by Mining and Evaluating Media Coverage Data: NLP Approach and Tool","display_name":"Automatic ESG Assessment of Companies by Mining and Evaluating Media Coverage Data: NLP Approach and Tool","publication_year":2022,"publication_date":"2022-12-13","ids":{"openalex":"https://openalex.org/W4311556006","doi":"https://doi.org/10.48550/arxiv.2212.06540"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2212.06540","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.06540","pdf_url":"https://arxiv.org/pdf/2212.06540","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2212.06540","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005079284","display_name":"Jannik Fischbach","orcid":"https://orcid.org/0000-0002-4361-6118"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Fischbach, Jannik","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064664319","display_name":"Max Adam","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adam, Max","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021429539","display_name":"Victor Dzhagatspanyan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dzhagatspanyan, Victor","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059051408","display_name":"Daniel M\u00e9ndez","orcid":"https://orcid.org/0000-0003-0619-6027"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mendez, Daniel","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014887827","display_name":"Julian Frattini","orcid":"https://orcid.org/0000-0003-3995-6125"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Frattini, Julian","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078091720","display_name":"Oleksandr Kosenkov","orcid":"https://orcid.org/0000-0002-9971-1130"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kosenkov, Oleksandr","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5023196225","display_name":"Parisa Elahidoost","orcid":"https://orcid.org/0000-0003-4239-7838"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elahidoost, Parisa","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5005079284"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10115","display_name":"Corporate Social Responsibility Reporting","score":0.9864000082015991,"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":0.9864000082015991,"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":0.9861999750137329,"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/T10539","display_name":"Sustainable Supply Chain Management","score":0.9329000115394592,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/publication","display_name":"Publication","score":0.7070755362510681},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.6196144819259644},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.610166072845459},{"id":"https://openalex.org/keywords/reputation","display_name":"Reputation","score":0.6092578768730164},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6074539422988892},{"id":"https://openalex.org/keywords/corporate-governance","display_name":"Corporate governance","score":0.5922465920448303},{"id":"https://openalex.org/keywords/corporate-social-responsibility","display_name":"Corporate social responsibility","score":0.5240709781646729},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.5131369233131409},{"id":"https://openalex.org/keywords/greenwashing","display_name":"Greenwashing","score":0.48617833852767944},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.4654890298843384},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.4364137351512909},{"id":"https://openalex.org/keywords/sustainability-reporting","display_name":"Sustainability reporting","score":0.4243926405906677},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39088109135627747},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.3621259331703186},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3496285676956177},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3471914231777191},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2594531178474426},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.1843370795249939},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17588257789611816},{"id":"https://openalex.org/keywords/public-relations","display_name":"Public relations","score":0.17166432738304138},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.146317720413208},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1275785267353058},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.08731651306152344}],"concepts":[{"id":"https://openalex.org/C41458344","wikidata":"https://www.wikidata.org/wiki/Q732577","display_name":"Publication","level":2,"score":0.7070755362510681},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.6196144819259644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.610166072845459},{"id":"https://openalex.org/C48798503","wikidata":"https://www.wikidata.org/wiki/Q877546","display_name":"Reputation","level":2,"score":0.6092578768730164},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6074539422988892},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.5922465920448303},{"id":"https://openalex.org/C141261163","wikidata":"https://www.wikidata.org/wiki/Q218600","display_name":"Corporate social responsibility","level":2,"score":0.5240709781646729},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5131369233131409},{"id":"https://openalex.org/C2778815883","wikidata":"https://www.wikidata.org/wiki/Q983063","display_name":"Greenwashing","level":3,"score":0.48617833852767944},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.4654890298843384},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.4364137351512909},{"id":"https://openalex.org/C2780473208","wikidata":"https://www.wikidata.org/wiki/Q1668727","display_name":"Sustainability reporting","level":3,"score":0.4243926405906677},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39088109135627747},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.3621259331703186},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3496285676956177},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3471914231777191},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2594531178474426},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.1843370795249939},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17588257789611816},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.17166432738304138},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.146317720413208},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1275785267353058},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.08731651306152344},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2212.06540","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.06540","pdf_url":"https://arxiv.org/pdf/2212.06540","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2212.06540","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2212.06540","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2212.06540","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2212.06540","pdf_url":"https://arxiv.org/pdf/2212.06540","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323802","display_name":"Blekinge Tekniska H\u00f6gskola","ror":"https://ror.org/0093a8w51"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4311556006.pdf","grobid_xml":"https://content.openalex.org/works/W4311556006.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4388687240","https://openalex.org/W4389036240","https://openalex.org/W2802545322","https://openalex.org/W4310225075","https://openalex.org/W4283382723","https://openalex.org/W3007637985","https://openalex.org/W4312468089","https://openalex.org/W3152196660","https://openalex.org/W3124547157","https://openalex.org/W1825450620"],"abstract_inverted_index":{"Context:":[0],"Sustainable":[1],"corporate":[2,11,193],"behavior":[3],"is":[4,73,112,138],"increasingly":[5],"valued":[6],"by":[7,40],"society":[8],"and":[9,13,31,43,104,147,189,207,225,243],"impacts":[10],"reputation":[12],"customer":[14],"trust.":[15],"Hence,":[16],"companies":[17,41],"regularly":[18],"publish":[19,163],"sustainability":[20],"reports":[21,37],"to":[22,118,127,139,152,245],"shed":[23],"light":[24],"on":[25,28,192,211],"their":[26,236],"impact":[27],"environmental,":[29],"social,":[30],"governance":[32],"(ESG)":[33],"factors.":[34],"Problem:":[35],"Sustainability":[36],"are":[38,44,159],"written":[39],"themselves":[42],"therefore":[45],"considered":[46],"a":[47,133,164,227],"company-controlled":[48],"source.":[49],"Contrary,":[50],"studies":[51],"reveal":[52],"that":[53,98],"non-corporate":[54],"channels":[55],"(e.g.,":[56],"media":[57,68,86,109,124],"coverage)":[58],"represent":[59],"the":[60,77,106,141,153,199,209,222,247],"main":[61],"driver":[62],"for":[63,132],"ESG":[64,71,130,144,149],"transparency.":[65],"However,":[66],"analysing":[67],"coverage":[69,87,110],"regarding":[70],"factors":[72],"challenging":[74],"since":[75],"(1)":[76],"amount":[78],"of":[79,108,143,166,187,201,221],"published":[80],"news":[81,168],"articles":[82],"grows":[83],"daily,":[84],"(2)":[85],"data":[88,111,145],"does":[89],"not":[90],"necessarily":[91],"deal":[92],"with":[93,235],"an":[94,129,205],"ESG-relevant":[95,120],"topic,":[96],"meaning":[97],"it":[99],"must":[100],"be":[101],"carefully":[102],"filtered,":[103],"(3)":[105],"majority":[107],"unstructured.":[113],"Research":[114],"Goal:":[115],"We":[116,239],"aim":[117],"extract":[119],"information":[121,150],"from":[122],"textual":[123],"reactions":[125],"automatically":[126],"calculate":[128],"score":[131],"given":[134],"company.":[135],"Our":[136,157,216],"goal":[137],"reduce":[140],"cost":[142],"collection":[146],"make":[148],"available":[151],"general":[154],"public.":[155],"Contribution:":[156],"contributions":[158],"three-fold:":[160],"First,":[161],"we":[162,179,197],"corpus":[165],"432,411":[167],"headlines":[169,191,223,233],"annotated":[170],"as":[171],"being":[172],"environmental-,":[173],"governance-,":[174],"social-related,":[175],"or":[176],"ESG-irrelevant.":[177],"Second,":[178],"present":[180],"our":[181,202],"tool-supported":[182],"approach":[183,203,217],"called":[184],"ESG-Miner":[185,210,248],"capable":[186],"analyzing":[188],"evaluating":[190],"ESG-performance":[194],"automatically.":[195],"Third,":[196],"demonstrate":[198],"feasibility":[200],"in":[204,230],"experiment":[206],"apply":[208],"3000":[212],"manually":[213],"labeled":[214],"headlines.":[215],"processes":[218],"96.7":[219],"%":[220],"correctly":[224],"shows":[226],"great":[228],"performance":[229],"detecting":[231],"environmental-related":[232],"along":[234],"correct":[237],"sentiment.":[238],"encourage":[240],"fellow":[241],"researchers":[242],"practitioners":[244],"use":[246],"at":[249],"https://www.esg-miner.com.":[250]},"counts_by_year":[],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2022-12-27T00:00:00"}