{"id":"https://openalex.org/W2884493613","doi":"https://doi.org/10.1080/0144929x.2018.1502355","title":"Big data and sentiment analysis to highlight decision behaviours: a case study for student population","display_name":"Big data and sentiment analysis to highlight decision behaviours: a case study for student population","publication_year":2018,"publication_date":"2018-07-23","ids":{"openalex":"https://openalex.org/W2884493613","doi":"https://doi.org/10.1080/0144929x.2018.1502355","mag":"2884493613"},"language":"en","primary_location":{"id":"doi:10.1080/0144929x.2018.1502355","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0144929x.2018.1502355","pdf_url":null,"source":{"id":"https://openalex.org/S123849098","display_name":"Behaviour and Information Technology","issn_l":"0144-929X","issn":["0144-929X","1362-3001"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Behaviour &amp; Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010502203","display_name":"Orlando Troisi","orcid":"https://orcid.org/0000-0002-4420-0130"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Orlando Troisi","raw_affiliation_strings":[",","Department of Business Science \u2013 Management &amp; Information Systems, University of Salerno, Fisciano, Italy"],"affiliations":[{"raw_affiliation_string":",","institution_ids":[]},{"raw_affiliation_string":"Department of Business Science \u2013 Management &amp; Information Systems, University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067612725","display_name":"Mara Grimaldi","orcid":"https://orcid.org/0000-0002-7051-7932"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mara Grimaldi","raw_affiliation_strings":[",","Department of Business Science \u2013 Management &amp; Information Systems, University of Salerno, Fisciano, Italy"],"affiliations":[{"raw_affiliation_string":",","institution_ids":[]},{"raw_affiliation_string":"Department of Business Science \u2013 Management &amp; Information Systems, University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002591484","display_name":"Francesca Loia","orcid":"https://orcid.org/0000-0003-1755-968X"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesca Loia","raw_affiliation_strings":[",","Department of Management, University of Rome La Sapienza, Roma, Italy"],"affiliations":[{"raw_affiliation_string":",","institution_ids":[]},{"raw_affiliation_string":"Department of Management, University of Rome La Sapienza, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026697910","display_name":"Gennaro Maione","orcid":"https://orcid.org/0000-0002-9167-6369"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gennaro Maione","raw_affiliation_strings":[",","Department of Business Science \u2013 Management &amp; Information Systems, University of Salerno, Fisciano, Italy"],"affiliations":[{"raw_affiliation_string":",","institution_ids":[]},{"raw_affiliation_string":"Department of Business Science \u2013 Management &amp; Information Systems, University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5010502203"],"corresponding_institution_ids":["https://openalex.org/I131729948"],"apc_list":null,"apc_paid":null,"fwci":12.5454,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.98370647,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"37","issue":"10-11","first_page":"1111","last_page":"1128"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9837999939918518,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T13979","display_name":"Communication and COVID-19 Impact","score":0.9549000263214111,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prestige","display_name":"Prestige","score":0.6727300882339478},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.6419569253921509},{"id":"https://openalex.org/keywords/theme","display_name":"Theme (computing)","score":0.5765848159790039},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.56695556640625},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5427979826927185},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4545246660709381},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4351494014263153},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43487048149108887},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4305955469608307},{"id":"https://openalex.org/keywords/elaboration","display_name":"Elaboration","score":0.4269621968269348},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.411123126745224},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4024896025657654},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.24400660395622253},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14858472347259521},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1370769739151001},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12716922163963318}],"concepts":[{"id":"https://openalex.org/C2778329345","wikidata":"https://www.wikidata.org/wiki/Q919978","display_name":"Prestige","level":2,"score":0.6727300882339478},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.6419569253921509},{"id":"https://openalex.org/C33566652","wikidata":"https://www.wikidata.org/wiki/Q1065927","display_name":"Theme (computing)","level":2,"score":0.5765848159790039},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.56695556640625},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5427979826927185},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4545246660709381},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4351494014263153},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43487048149108887},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4305955469608307},{"id":"https://openalex.org/C2779192218","wikidata":"https://www.wikidata.org/wiki/Q16944486","display_name":"Elaboration","level":2,"score":0.4269621968269348},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.411123126745224},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4024896025657654},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.24400660395622253},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14858472347259521},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1370769739151001},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12716922163963318},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.0},{"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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/0144929x.2018.1502355","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0144929x.2018.1502355","pdf_url":null,"source":{"id":"https://openalex.org/S123849098","display_name":"Behaviour and Information Technology","issn_l":"0144-929X","issn":["0144-929X","1362-3001"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Behaviour &amp; Information Technology","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tbitxx:v:37:y:2018:i:10-11:p:1111-1128","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/0144929X.2018.1502355","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1286573","is_oa":false,"landing_page_url":"https://hdl.handle.net/11573/1286573","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":123,"referenced_works":["https://openalex.org/W19314936","https://openalex.org/W22455948","https://openalex.org/W54930839","https://openalex.org/W69230184","https://openalex.org/W93022447","https://openalex.org/W133956437","https://openalex.org/W178097389","https://openalex.org/W271526086","https://openalex.org/W1484358294","https://openalex.org/W1499946883","https://openalex.org/W1512196165","https://openalex.org/W1517229207","https://openalex.org/W1550522855","https://openalex.org/W1562208008","https://openalex.org/W1607573915","https://openalex.org/W1640731893","https://openalex.org/W1689771227","https://openalex.org/W1754927884","https://openalex.org/W1777859530","https://openalex.org/W1966707146","https://openalex.org/W1968792709","https://openalex.org/W1971381325","https://openalex.org/W1973107123","https://openalex.org/W1975035395","https://openalex.org/W1981018178","https://openalex.org/W1981025964","https://openalex.org/W1981738345","https://openalex.org/W1982520725","https://openalex.org/W1987364024","https://openalex.org/W1991524550","https://openalex.org/W1993877689","https://openalex.org/W1993879187","https://openalex.org/W1998772841","https://openalex.org/W2000007169","https://openalex.org/W2000618810","https://openalex.org/W2002311592","https://openalex.org/W2002467960","https://openalex.org/W2002704355","https://openalex.org/W2003378899","https://openalex.org/W2004736350","https://openalex.org/W2007851141","https://openalex.org/W2009158521","https://openalex.org/W2011744324","https://openalex.org/W2019843306","https://openalex.org/W2021808444","https://openalex.org/W2025696737","https://openalex.org/W2027107101","https://openalex.org/W2034420572","https://openalex.org/W2034786819","https://openalex.org/W2038125955","https://openalex.org/W2038298721","https://openalex.org/W2041209259","https://openalex.org/W2047600409","https://openalex.org/W2047655725","https://openalex.org/W2049482666","https://openalex.org/W2052289406","https://openalex.org/W2053093940","https://openalex.org/W2053123974","https://openalex.org/W2053550340","https://openalex.org/W2055078707","https://openalex.org/W2056855771","https://openalex.org/W2059255005","https://openalex.org/W2060211558","https://openalex.org/W2060675949","https://openalex.org/W2061168104","https://openalex.org/W2061447592","https://openalex.org/W2065550942","https://openalex.org/W2071139571","https://openalex.org/W2073757295","https://openalex.org/W2075284967","https://openalex.org/W2076603180","https://openalex.org/W2093598301","https://openalex.org/W2099697766","https://openalex.org/W2103080710","https://openalex.org/W2111771424","https://openalex.org/W2113586794","https://openalex.org/W2114823162","https://openalex.org/W2118140010","https://openalex.org/W2122517769","https://openalex.org/W2123016156","https://openalex.org/W2124513302","https://openalex.org/W2126840412","https://openalex.org/W2131357087","https://openalex.org/W2135015332","https://openalex.org/W2135526934","https://openalex.org/W2142411780","https://openalex.org/W2143615203","https://openalex.org/W2145009679","https://openalex.org/W2145507836","https://openalex.org/W2158122897","https://openalex.org/W2163509832","https://openalex.org/W2165162942","https://openalex.org/W2172744768","https://openalex.org/W2173034410","https://openalex.org/W2177456415","https://openalex.org/W2273554296","https://openalex.org/W2323509054","https://openalex.org/W2324683806","https://openalex.org/W2377394513","https://openalex.org/W2412877489","https://openalex.org/W2549408802","https://openalex.org/W2612059685","https://openalex.org/W2727393025","https://openalex.org/W2754110128","https://openalex.org/W2781247121","https://openalex.org/W2782512931","https://openalex.org/W2786492582","https://openalex.org/W2794123140","https://openalex.org/W2797086221","https://openalex.org/W2952953987","https://openalex.org/W3119592668","https://openalex.org/W3122372996","https://openalex.org/W3122517124","https://openalex.org/W3124464195","https://openalex.org/W3214923421","https://openalex.org/W4212940881","https://openalex.org/W4214862253","https://openalex.org/W4237864766","https://openalex.org/W4244774484","https://openalex.org/W4252662773","https://openalex.org/W4254137073","https://openalex.org/W4285719527","https://openalex.org/W4293586167"],"related_works":["https://openalex.org/W2360463189","https://openalex.org/W2243483294","https://openalex.org/W2737431228","https://openalex.org/W1981626964","https://openalex.org/W2000180009","https://openalex.org/W4206817137","https://openalex.org/W4238533886","https://openalex.org/W4244475583","https://openalex.org/W3152809308","https://openalex.org/W2022412634"],"abstract_inverted_index":{"Starting":[0],"from":[1,72,81],"the":[2,5,14,38,42,51,75,87,89,95,126,140,143,148,177,180,184,187,192,195],"assumption":[3],"that":[4],"factors":[6],"orienting":[7],"University":[8,98],"choice":[9,96],"are":[10],"heterogeneous":[11],"and":[12,131,173,183,194],"multidimensional,":[13],"study":[15,115],"explores":[16],"student\u2019s":[17],"motivations":[18],"in":[19,41,74],"higher":[20,135],"education.":[21,136],"To":[22],"this":[23],"aim,":[24],"a":[25,34,54,59,78,129,151,166,171],"big":[26],"data":[27,63],"analysis":[28,149,188],"has":[29],"been":[30,65],"performed":[31],"through":[32],"\u2018TalkWalker\u2019,":[33],"tool":[35],"based":[36],"on":[37,69],"algorithms":[39],"developed":[40],"context":[43],"of":[44,53,56,93,97,128,142,150,154,179,186],"Social":[45],"Data":[46],"Intelligence,":[47],"which":[48],"allows":[49],"understanding":[50],"sentiment":[52],"group":[55],"people":[57],"regarding":[58],"specific":[60],"theme.":[61],"The":[62,114],"have":[64],"extracted":[66],"by":[67,103,124,147],"drawing":[68],"published":[70],"posts":[71],"anywhere":[73],"world":[76],"over":[77],"12-month":[79],"period":[80],"many":[82],"online":[83],"sources.":[84],"According":[85],"to":[86,164,169,174],"findings,":[88],"main":[90],"variable":[91],"capable":[92],"influencing":[94],"is":[99],"training":[100],"offer,":[101],"followed":[102],"physical":[104],"structure,":[105],"work":[106],"opportunities,":[107],"prestige,":[108],"affordability,":[109],"communication,":[110],"organisation,":[111],"environmental":[112],"sustainability.":[113],"establishes":[116],"an":[117],"innovative":[118],"research":[119],"agenda":[120],"for":[121,134,157],"further":[122],"studies":[123],"proposing":[125],"elaboration":[127],"systems":[130],"process-based":[132],"view":[133],"However,":[137],"it":[138,160],"presents":[139],"limitation":[141],"superficial":[144],"investigation,":[145],"determined":[146],"large":[152],"amount":[153],"data.":[155],"Therefore,":[156],"future":[158],"research,":[159],"might":[161],"be":[162],"appropriate":[163],"apply":[165],"different":[167],"technique":[168,189],"realise":[170],"comparison":[172],"check":[175],"whether":[176],"size":[178],"considered":[181],"sample":[182],"depth":[185],"can":[190],"affect":[191],"results":[193],"consequent":[196],"considerations.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":5}],"updated_date":"2026-02-01T03:34:12.195049","created_date":"2018-08-03T00:00:00"}
