{"id":"https://openalex.org/W4406677364","doi":"https://doi.org/10.1145/3702163.3702430","title":"Web Scraping for Business Intelligence: Analyzing Higher Education Courses in Brazil","display_name":"Web Scraping for Business Intelligence: Analyzing Higher Education Courses in Brazil","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4406677364","doi":"https://doi.org/10.1145/3702163.3702430"},"language":"en","primary_location":{"id":"doi:10.1145/3702163.3702430","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3702163.3702430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 16th International Conference on Education Technology and Computers","raw_type":"proceedings-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/A5069480804","display_name":"Samara Soares Leal","orcid":"https://orcid.org/0000-0002-5750-5400"},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Samara Soares Leal","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003172906","display_name":"Glender Br\u00e1s","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Glender Bras","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115972226","display_name":"Vinicius S. W. Brandao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Vinicius S. W. Brandao","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111320211","display_name":"Lucelho Cristiano Vieira Da Silva","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Lucelho Cristiano Vieira Da Silva","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115972227","display_name":"Vinicius de Oliveira Alves","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Vinicius de Oliveira Alves","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115972228","display_name":"William Menghi Hirano","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"William Menghi Hirano","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115972229","display_name":"Andreza Cristina Meira","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andreza Cristina Meira","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113387509","display_name":"Gustavo Scarpelli Martins da Costa","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme Jesus Costa","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115972230","display_name":"Caue de Souza Luz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135669","display_name":"Centro Universit\u00e1rio Una","ror":"https://ror.org/04dcx0979","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210135669"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Caue de Souza Luz","raw_affiliation_strings":["Anima Hub, Una university Center, Belo Horizonte, MG, Brazil"],"affiliations":[{"raw_affiliation_string":"Anima Hub, Una university Center, Belo Horizonte, MG, Brazil","institution_ids":["https://openalex.org/I4210135669"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5069480804"],"corresponding_institution_ids":["https://openalex.org/I4210135669"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27991788,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"304","last_page":"309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983999729156494,"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.9228000044822693,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/web-application","display_name":"Web application","score":0.6706451177597046},{"id":"https://openalex.org/keywords/business-intelligence","display_name":"Business intelligence","score":0.5876916646957397},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5868362188339233},{"id":"https://openalex.org/keywords/web-intelligence","display_name":"Web intelligence","score":0.4972069561481476},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4535953402519226},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3628464341163635},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.326496422290802},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.3121199607849121},{"id":"https://openalex.org/keywords/web-development","display_name":"Web development","score":0.18462231755256653}],"concepts":[{"id":"https://openalex.org/C118643609","wikidata":"https://www.wikidata.org/wiki/Q189210","display_name":"Web application","level":2,"score":0.6706451177597046},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.5876916646957397},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5868362188339233},{"id":"https://openalex.org/C544335954","wikidata":"https://www.wikidata.org/wiki/Q2553348","display_name":"Web intelligence","level":4,"score":0.4972069561481476},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4535953402519226},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3628464341163635},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.326496422290802},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3121199607849121},{"id":"https://openalex.org/C79373723","wikidata":"https://www.wikidata.org/wiki/Q386275","display_name":"Web development","level":3,"score":0.18462231755256653}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3702163.3702430","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3702163.3702430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 16th International Conference on Education Technology and Computers","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2793300950","https://openalex.org/W2885000341","https://openalex.org/W2930641779","https://openalex.org/W3110648567","https://openalex.org/W4389298195","https://openalex.org/W6834033105"],"related_works":["https://openalex.org/W2065457896","https://openalex.org/W3173234801","https://openalex.org/W2167984027","https://openalex.org/W3021302227","https://openalex.org/W10630519","https://openalex.org/W1919377569","https://openalex.org/W3144288563","https://openalex.org/W3123907821","https://openalex.org/W1503483440","https://openalex.org/W2313289617"],"abstract_inverted_index":{"One":[0],"of":[1,14,28,49,58,75,117,150,153,161],"the":[2,11,25,40,47,50,59,65,76,90,115,151,159],"most":[3],"significant":[4],"challenges":[5],"facing":[6],"higher":[7,84,118],"education":[8,85,119],"institutions":[9],"is":[10,18,102],"continual":[12],"improvement":[13],"teaching":[15],"quality.":[16],"This":[17,81,156,178],"particularly":[19],"evident":[20],"in":[21,31,87,126],"Brazil,":[22,88],"where":[23],"despite":[24],"growing":[26],"number":[27],"students":[29],"enrolled":[30],"undergraduate":[32],"courses,":[33],"a":[34,53,122,137,145],"high":[35],"dropout":[36],"rate":[37],"persists.":[38],"Among":[39],"various":[41],"factors":[42],"contributing":[43],"to":[44,104,113,163,172,189],"this":[45,62,108],"phenomenon,":[46],"quality":[48,152],"courses":[51,86,120],"plays":[52],"pivotal":[54],"role.":[55],"In":[56],"light":[57],"aforementioned":[60],"considerations,":[61],"study":[63],"presents":[64],"QualiAcad":[66,101],"tool,":[67],"which":[68],"performs":[69],"data":[70,106],"mining":[71],"through":[72],"web":[73],"scraping":[74,132],"Guia":[77],"da":[78],"Faculdade":[79],"survey.":[80],"survey":[82],"evaluates":[83],"employing":[89],"following":[91],"criteria:":[92],"(1)":[93],"Pedagogical":[94],"Project;":[95],"(2)":[96],"Faculty;":[97],"and":[98,110,128,147,166],"(3)":[99],"Infrastructure.":[100],"utilized":[103],"scrape":[105],"from":[107,121],"research":[109],"generate":[111],"dashboards":[112],"analyze":[114],"evaluation":[116],"large":[123],"educational":[124,141],"group":[125,142],"Brazil":[127],"its":[129],"competitors.":[130],"The":[131],"process":[133],"was":[134],"conducted":[135],"over":[136],"five-year":[138],"period,":[139],"providing":[140],"managers":[143],"with":[144,170],"historical":[146,168],"analytical":[148],"view":[149],"their":[154],"courses.":[155],"allows":[157],"for":[158],"formulation":[160],"plans":[162],"contain":[164],"evasion":[165],"enables":[167],"comparisons":[169],"competitors":[171],"determine":[173],"more":[174],"effective":[175],"competitive":[176],"strategies.":[177],"approach":[179],"not":[180],"only":[181],"improves":[182],"analyses":[183],"but":[184],"also":[185],"provides":[186],"robust":[187],"insights":[188],"guide":[190],"better-informed":[191],"future":[192],"decisions.":[193]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
