{"id":"https://openalex.org/W4385489644","doi":"https://doi.org/10.1109/rita.2023.3301396","title":"A Machine Learning Model to Predict Standardized Tests in Engineering Programs in Colombia","display_name":"A Machine Learning Model to Predict Standardized Tests in Engineering Programs in Colombia","publication_year":2023,"publication_date":"2023-08-01","ids":{"openalex":"https://openalex.org/W4385489644","doi":"https://doi.org/10.1109/rita.2023.3301396"},"language":"en","primary_location":{"id":"doi:10.1109/rita.2023.3301396","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rita.2023.3301396","pdf_url":null,"source":{"id":"https://openalex.org/S17848820","display_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","issn_l":"1932-8540","issn":["1932-8540","2374-0132"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://repositorio.utb.edu.co/bitstreams/0c4edf88-a8b3-4d4a-b337-b2afa956c0d3/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092582601","display_name":"Misorly Soto-Acevedo","orcid":"https://orcid.org/0000-0001-7908-1234"},"institutions":[{"id":"https://openalex.org/I141943178","display_name":"Universidad Tecnol\u00f3gica de Bol\u00edvar","ror":"https://ror.org/01d171k92","country_code":"CO","type":"education","lineage":["https://openalex.org/I141943178"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Misorly Soto-Acevedo","raw_affiliation_strings":["Facultad de Ciencia Básicas, Universidad Tecnológica de Bolívar, Cartagena, Colombia"],"raw_orcid":"https://orcid.org/0000-0001-7908-1234","affiliations":[{"raw_affiliation_string":"Facultad de Ciencia Básicas, Universidad Tecnológica de Bolívar, Cartagena, Colombia","institution_ids":["https://openalex.org/I141943178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092560355","display_name":"Alfredo Miguel Abuchar-Curi","orcid":"https://orcid.org/0000-0003-2989-4311"},"institutions":[{"id":"https://openalex.org/I141943178","display_name":"Universidad Tecnol\u00f3gica de Bol\u00edvar","ror":"https://ror.org/01d171k92","country_code":"CO","type":"education","lineage":["https://openalex.org/I141943178"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Alfredo Miguel Abuchar-Curi","raw_affiliation_strings":["Facultad de Ingeniería, Universidad Tecnológica de Bolívar, Cartagena, Colombia"],"raw_orcid":"https://orcid.org/0000-0003-2989-4311","affiliations":[{"raw_affiliation_string":"Facultad de Ingeniería, Universidad Tecnológica de Bolívar, Cartagena, Colombia","institution_ids":["https://openalex.org/I141943178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012442994","display_name":"Rohemi Zuluaga-Ortiz","orcid":"https://orcid.org/0000-0002-7245-8761"},"institutions":[{"id":"https://openalex.org/I4210101808","display_name":"Universidad del Sin\u00fa","ror":"https://ror.org/013ys5k90","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210101808"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Rohemi Alfredo Zuluaga-Ortiz","raw_affiliation_strings":["Facultad Ingeniería, Universidad del Sinú, Cartagena, Colombia"],"raw_orcid":"https://orcid.org/0000-0002-7245-8761","affiliations":[{"raw_affiliation_string":"Facultad Ingeniería, Universidad del Sinú, Cartagena, Colombia","institution_ids":["https://openalex.org/I4210101808"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047628029","display_name":"Enrique Delahoz-Dom\u00ednguez","orcid":"https://orcid.org/0000-0003-2531-6389"},"institutions":[{"id":"https://openalex.org/I4210112678","display_name":"University of the Coast","ror":"https://ror.org/01v5nhr20","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210112678"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Enrique J. Delahoz-Dom\u00ednguez","raw_affiliation_strings":["Department of Productivity and Innovation, Universidad de la Costa, Barranquilla, Colombia"],"raw_orcid":"https://orcid.org/0000-0003-2531-6389","affiliations":[{"raw_affiliation_string":"Department of Productivity and Innovation, Universidad de la Costa, Barranquilla, Colombia","institution_ids":["https://openalex.org/I4210112678"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6662,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78841443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"18","issue":"3","first_page":"211","last_page":"218"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9132999777793884,"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":0.9132999777793884,"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/machine-learning","display_name":"Machine learning","score":0.7289797067642212},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6559933423995972},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.6530108451843262},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.6124959588050842},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6071949005126953},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5379576683044434},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.49823498725891113},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.44207942485809326},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.43602487444877625},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.262066125869751},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1738385260105133}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7289797067642212},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6559933423995972},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.6530108451843262},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.6124959588050842},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6071949005126953},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5379576683044434},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.49823498725891113},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.44207942485809326},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.43602487444877625},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.262066125869751},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1738385260105133},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/rita.2023.3301396","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rita.2023.3301396","pdf_url":null,"source":{"id":"https://openalex.org/S17848820","display_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","issn_l":"1932-8540","issn":["1932-8540","2374-0132"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.utb.edu.co:20.500.12585/12476","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12585/12476","pdf_url":"http://repositorio.utb.edu.co/bitstreams/0c4edf88-a8b3-4d4a-b337-b2afa956c0d3/download","source":{"id":"https://openalex.org/S7407055175","display_name":"Repositorio UTB","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Revista Iberoamericana de Tecnolog\u00edas del Aprendizaje","raw_type":"http://purl.org/coar/resource_type/c_6501"}],"best_oa_location":{"id":"pmh:oai:repositorio.utb.edu.co:20.500.12585/12476","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12585/12476","pdf_url":"http://repositorio.utb.edu.co/bitstreams/0c4edf88-a8b3-4d4a-b337-b2afa956c0d3/download","source":{"id":"https://openalex.org/S7407055175","display_name":"Repositorio UTB","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Revista Iberoamericana de Tecnolog\u00edas del Aprendizaje","raw_type":"http://purl.org/coar/resource_type/c_6501"},"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385489644.pdf","grobid_xml":"https://content.openalex.org/works/W4385489644.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1892750460","https://openalex.org/W2103737004","https://openalex.org/W2124833832","https://openalex.org/W2139285475","https://openalex.org/W2199534480","https://openalex.org/W2295598076","https://openalex.org/W2565739165","https://openalex.org/W2592799768","https://openalex.org/W2596043126","https://openalex.org/W2606436201","https://openalex.org/W2607105578","https://openalex.org/W2743616330","https://openalex.org/W2766078833","https://openalex.org/W2768149277","https://openalex.org/W2800700858","https://openalex.org/W2809241522","https://openalex.org/W2810219873","https://openalex.org/W2937285877","https://openalex.org/W2966311710","https://openalex.org/W2998459914","https://openalex.org/W3006122074","https://openalex.org/W3020030945","https://openalex.org/W3106640309","https://openalex.org/W3111149946","https://openalex.org/W3146709271","https://openalex.org/W3154060334","https://openalex.org/W3180796555","https://openalex.org/W6679060694"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2768832457","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W605203981","https://openalex.org/W2560130217","https://openalex.org/W2911048623"],"abstract_inverted_index":{"Forecasting":[0],"of":[1,20,64,117,139],"Standardized":[2],"Test":[3],"Results":[4],"for":[5,25],"engineering":[6],"students":[7],"through":[8],"Machine":[9],"Learning":[10,51],"This":[11],"research":[12,29,103],"develops":[13],"a":[14,50],"model":[15,119,141],"to":[16,33,45],"predict":[17],"the":[18,65,81,85,89,95,102,106,112,115,118,134,137,140],"results":[19,37,76,116,138],"Colombia\u2019s":[21],"national":[22],"standardized":[23],"test":[24,87,91],"Engineering":[26],"programs.":[27],"The":[28,75],"made":[30],"it":[31],"possible":[32],"forecast":[34],"each":[35],"student\u2019s":[36],"and":[38,62,70,88,124,130,146,152],"thus":[39],"make":[40],"decisions":[41],"on":[42,55],"reinforcement":[43],"strategies":[44],"improve":[46],"student":[47],"performance.":[48],"Therefore,":[49],"Analytics":[52],"approach":[53],"based":[54],"three":[56],"stages":[57],"was":[58],"developed:":[59],"first,":[60],"analysis":[61],"debugging":[63],"database;":[66],"second,":[67],"multivariate":[68],"analysis;":[69],"third,":[71],"machine":[72,96],"learning":[73,97],"techniques.":[74],"show":[77],"an":[78],"association":[79],"between":[80],"performance":[82],"levels":[83],"in":[84,120,133,142],"Highschool":[86],"university":[90],"results.":[92],"In":[93],"addition,":[94],"algorithm":[98],"that":[99],"adequately":[100],"fits":[101],"problem":[104],"is":[105],"Generalized":[107],"Linear":[108],"Network":[109],"Model.":[110],"For":[111],"training":[113],"stage,":[114,136],"Accuracy,":[121,143],"AUC,":[122,144],"Sensitivity,":[123,145],"Specificity":[125,147],"were":[126,148],"0.810,":[127],"0.820,":[128,149,150],"0.813,":[129],"0.827,":[131],"respectively;":[132],"evaluation":[135],"0.827":[151],"0.813":[153],"respectively.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}