{"id":"https://openalex.org/W7127284755","doi":"https://doi.org/10.1007/978-3-032-14107-1_33","title":"A Methodology for Analyzing Financial Needs Hierarchy from Social Discussions Using LLM","display_name":"A Methodology for Analyzing Financial Needs Hierarchy from Social Discussions Using LLM","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7127284755","doi":"https://doi.org/10.1007/978-3-032-14107-1_33"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-14107-1_33","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-14107-1_33","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2602.06431","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5124919628","display_name":"Abhishek Jangra","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abhishek Jangra","raw_affiliation_strings":["TCS Research, New Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TCS Research, New Delhi, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078793730","display_name":"Sachin Thukral","orcid":"https://orcid.org/0009-0007-3089-5588"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sachin Thukral","raw_affiliation_strings":["TCS Research, New Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TCS Research, New Delhi, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124894040","display_name":"Arnab Chatterjee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arnab Chatterjee","raw_affiliation_strings":["TCS Research, New Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TCS Research, New Delhi, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091250826","display_name":"Jayasree Raveendran","orcid":"https://orcid.org/0000-0002-7776-3474"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jayasree Raveendran","raw_affiliation_strings":["TCS Research, New Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TCS Research, New Delhi, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5078793730"],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09765142,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"397","last_page":"412"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.571399986743927,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.571399986743927,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.020899999886751175,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.01810000091791153,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/hierarchy","display_name":"Hierarchy","score":0.6625000238418579},{"id":"https://openalex.org/keywords/financial-services","display_name":"Financial services","score":0.5249000191688538},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4830999970436096},{"id":"https://openalex.org/keywords/social-needs","display_name":"Social needs","score":0.478300005197525},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.423799991607666},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4065999984741211},{"id":"https://openalex.org/keywords/financial-modeling","display_name":"Financial modeling","score":0.38260000944137573},{"id":"https://openalex.org/keywords/maslows-hierarchy-of-needs","display_name":"Maslow's hierarchy of needs","score":0.37700000405311584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7282999753952026},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.6625000238418579},{"id":"https://openalex.org/C139043278","wikidata":"https://www.wikidata.org/wiki/Q837171","display_name":"Financial services","level":2,"score":0.5249000191688538},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4830999970436096},{"id":"https://openalex.org/C2991770496","wikidata":"https://www.wikidata.org/wiki/Q179515","display_name":"Social needs","level":3,"score":0.478300005197525},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.4401000142097473},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.423799991607666},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40610000491142273},{"id":"https://openalex.org/C23925645","wikidata":"https://www.wikidata.org/wiki/Q5449731","display_name":"Financial modeling","level":2,"score":0.38260000944137573},{"id":"https://openalex.org/C189465574","wikidata":"https://www.wikidata.org/wiki/Q179515","display_name":"Maslow's hierarchy of needs","level":2,"score":0.37700000405311584},{"id":"https://openalex.org/C172966039","wikidata":"https://www.wikidata.org/wiki/Q1124515","display_name":"Fundamental human needs","level":2,"score":0.3668999969959259},{"id":"https://openalex.org/C3017568202","wikidata":"https://www.wikidata.org/wiki/Q2899888","display_name":"User needs","level":2,"score":0.34290000796318054},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33730000257492065},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.33219999074935913},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.32440000772476196},{"id":"https://openalex.org/C78999398","wikidata":"https://www.wikidata.org/wiki/Q2899888","display_name":"Information needs","level":2,"score":0.31869998574256897},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.31360000371932983},{"id":"https://openalex.org/C23213687","wikidata":"https://www.wikidata.org/wiki/Q301468","display_name":"Consumer behaviour","level":2,"score":0.2989000082015991},{"id":"https://openalex.org/C130731218","wikidata":"https://www.wikidata.org/wiki/Q1363554","display_name":"Financial analysis","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C76681756","wikidata":"https://www.wikidata.org/wiki/Q6986674","display_name":"Needs analysis","level":2,"score":0.2897000014781952},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2858000099658966},{"id":"https://openalex.org/C506796395","wikidata":"https://www.wikidata.org/wiki/Q4738155","display_name":"Financial management","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.26420000195503235},{"id":"https://openalex.org/C28718268","wikidata":"https://www.wikidata.org/wiki/Q4118620","display_name":"Needs assessment","level":2,"score":0.2574999928474426}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-032-14107-1_33","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-14107-1_33","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2602.06431","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2602.06431","pdf_url":"https://arxiv.org/pdf/2602.06431","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2602.06431","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2602.06431","pdf_url":"https://arxiv.org/pdf/2602.06431","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6996976733207703,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W97270179","https://openalex.org/W1990698658","https://openalex.org/W2005901200","https://openalex.org/W2023981549","https://openalex.org/W2062483013","https://openalex.org/W2096741943","https://openalex.org/W2105626850","https://openalex.org/W2115327771","https://openalex.org/W2566234880","https://openalex.org/W3121253591","https://openalex.org/W3122044601","https://openalex.org/W3125130114","https://openalex.org/W3125340999","https://openalex.org/W4220683851","https://openalex.org/W4292542163","https://openalex.org/W4366966887","https://openalex.org/W4367318783","https://openalex.org/W4390231192"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2026-02-04T00:00:00"}