{"id":"https://openalex.org/W2964813331","doi":null,"title":"Predictors and early warning systems in higher education: a systematic literature review","display_name":"Predictors and early warning systems in higher education: a systematic literature review","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2964813331","mag":"2964813331"},"language":"en","primary_location":{"id":"pmh:oai:www.investigo.biblioteca.uvigo.es:11093/4628","doi":null,"is_oa":true,"landing_page_url":"https://ceur-ws.org/Vol-2415/","pdf_url":"https://www.investigo.biblioteca.uvigo.es/xmlui/bitstream/11093/4628/1/2019_liz_higher_education.pdf","source":{"id":"https://openalex.org/S4377196408","display_name":"Investigo Institutional repository of UVigo (Universidade de Vigo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I6289922","host_organization_name":"Universidade de Vigo","host_organization_lineage":["https://openalex.org/I6289922"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conferenceObject"},"volume":null,"type":"review","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.investigo.biblioteca.uvigo.es/xmlui/bitstream/11093/4628/1/2019_liz_higher_education.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083366750","display_name":"Mart\u00edn Liz-Dom\u00ednguez","orcid":"https://orcid.org/0000-0002-5563-1729","observed_orcids":["https://orcid.org/0000-0002-5563-1729"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Martin Liz-Dom\u00ednguez","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-5563-1729","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007472939","display_name":"Manuel Caeiro Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-2784-6060","observed_orcids":["https://orcid.org/0000-0002-2784-6060"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manuel Caeiro Rodr\u00edguez","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-2784-6060","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086993136","display_name":"Mart\u00edn Llamas Nistal","orcid":"https://orcid.org/0000-0001-8751-6963","observed_orcids":["https://orcid.org/0000-0001-8751-6963"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mart\u00edn Llamas Nistal","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-8751-6963","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5055773579","display_name":"Fernando A. Mikic-Fonte","orcid":"https://orcid.org/0000-0002-4274-7263","observed_orcids":["https://orcid.org/0000-0002-4274-7263"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fernando A. Mikic-Fonte","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4274-7263","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5272,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.64516129,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"84","last_page":"99"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":1.0,"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":1.0,"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/T14241","display_name":"Evasion and Academic Success Factors","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/early-warning-systems","display_name":"early warning systems","score":0.9539999961853027},{"id":"https://openalex.org/keywords/prediction-algorithms","display_name":"predictive algorithms","score":0.8100000023841858},{"id":"https://openalex.org/keywords/higher-education","display_name":"higher education","score":0.8889999985694885},{"id":"https://openalex.org/keywords/student-dropout-prediction","display_name":"student dropout prediction","score":0.6949999928474426},{"id":"https://openalex.org/keywords/academic-failure-prediction","display_name":"student failure prediction","score":0.8119999766349792},{"id":"https://openalex.org/keywords/academic-risk-prediction","display_name":"academic risk prediction","score":0.5640000104904175},{"id":"https://openalex.org/keywords/educational-technology","display_name":"educational technology","score":0.47699999809265137}],"concepts":[{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.4581616520881653},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2893405258655548},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:www.investigo.biblioteca.uvigo.es:11093/4628","doi":null,"is_oa":true,"landing_page_url":"https://ceur-ws.org/Vol-2415/","pdf_url":"https://www.investigo.biblioteca.uvigo.es/xmlui/bitstream/11093/4628/1/2019_liz_higher_education.pdf","source":{"id":"https://openalex.org/S4377196408","display_name":"Investigo Institutional repository of UVigo (Universidade de Vigo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I6289922","host_organization_name":"Universidade de Vigo","host_organization_lineage":["https://openalex.org/I6289922"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conferenceObject"},{"id":"mag:2964813331","doi":null,"is_oa":false,"landing_page_url":"http://ceur-ws.org/Vol-2415/paper08.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:www.investigo.biblioteca.uvigo.es:11093/4628","doi":null,"is_oa":true,"landing_page_url":"https://ceur-ws.org/Vol-2415/","pdf_url":"https://www.investigo.biblioteca.uvigo.es/xmlui/bitstream/11093/4628/1/2019_liz_higher_education.pdf","source":{"id":"https://openalex.org/S4377196408","display_name":"Investigo Institutional repository of UVigo (Universidade de Vigo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I6289922","host_organization_name":"Universidade de Vigo","host_organization_lineage":["https://openalex.org/I6289922"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.9235000014305115}],"study_designs":[{"id":"https://openalex.org/study-designs/systematic-review","display_name":"Systematic Review"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320326655","display_name":"Xunta de Galicia","ror":"https://ror.org/0181xnw06"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2964813331.pdf","grobid_xml":"https://content.openalex.org/works/W2964813331.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W60972571","https://openalex.org/W2013764423","https://openalex.org/W2016606174","https://openalex.org/W2027376987","https://openalex.org/W2071097428","https://openalex.org/W2261525379","https://openalex.org/W2297178645","https://openalex.org/W2341108845","https://openalex.org/W2344502601","https://openalex.org/W2589031904","https://openalex.org/W2590903075","https://openalex.org/W2593935766","https://openalex.org/W2607242210","https://openalex.org/W2745628849","https://openalex.org/W2789389039","https://openalex.org/W2792743922","https://openalex.org/W2803920214","https://openalex.org/W2887847210","https://openalex.org/W2905395783","https://openalex.org/W2907730901","https://openalex.org/W2910913580","https://openalex.org/W2912661957","https://openalex.org/W2915997829","https://openalex.org/W2917344953","https://openalex.org/W2936653833","https://openalex.org/W2940429260","https://openalex.org/W2947831340","https://openalex.org/W3124641696","https://openalex.org/W4238119754"],"related_works":["https://openalex.org/W2995727062","https://openalex.org/W4298016441","https://openalex.org/W2947831340","https://openalex.org/W4414343560","https://openalex.org/W7151998610","https://openalex.org/W2982623704","https://openalex.org/W4390357562","https://openalex.org/W3172834044","https://openalex.org/W4399079228","https://openalex.org/W4413344151"],"abstract_inverted_index":{"The":[0],"topic":[1],"of":[2,13,38,48,60,69,142],"predictive":[3,91],"algorithms":[4,22,92],"is":[5,51],"often":[6],"regarded":[7],"among":[8],"the":[9,16,52,56,65],"most":[10],"relevant":[11],"fields":[12],"study":[14],"within":[15],"data":[17,76],"analytics":[18],"discipline.":[19],"Nowadays,":[20],"these":[21,137],"are":[23,108,126,151],"widely":[24],"used":[25,110],"by":[26],"entrepreneurs":[27],"and":[28,58,67,71,124,145],"researchers":[29],"alike,":[30],"having":[31],"practical":[32],"applications":[33],"in":[34,42,147],"a":[35,87,117,122],"broad":[36],"variety":[37],"contexts,":[39,97],"such":[40,49,115],"as":[41,116],"finance,":[43],"marketing":[44],"or":[45,120,133],"healthcare.":[46],"One":[47],"contexts":[50],"educational":[53],"field,":[54],"where":[55],"development":[57],"implementation":[59],"learning":[61],"technologies":[62],"led":[63],"to":[64,80,94,101,111,128,131],"birth":[66],"popularization":[68],"computerbased":[70],"blended":[72],"learning.":[73],"Consequently,":[74],"student-related":[75],"has":[77],"become":[78],"easier":[79],"collect.":[81],"This":[82],"Research":[83],"Full":[84],"Paper":[85],"presents":[86],"literature":[88],"review":[89],"on":[90],"applied":[93],"higher":[95],"education":[96],"with":[98],"special":[99],"attention":[100],"early":[102],"warning":[103],"systems":[104],"(EWS):":[105],"tools":[106],"that":[107,125],"typically":[109],"analyze":[112],"future":[113],"risks":[114],"student":[118],"failing":[119],"dropping":[121],"course,":[123],"able":[127],"send":[129],"alerts":[130],"instructors":[132],"students":[134],"themselves":[135],"before":[136],"events":[138],"can":[139],"happen.":[140],"Results":[141],"using":[143],"predictors":[144],"EWS":[146],"real":[148],"academic":[149],"scenarios":[150],"also":[152],"highlighted.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2019-08-13T00:00:00"}