{"id":"https://openalex.org/W2942138564","doi":"https://doi.org/10.14201/gredos.139405","title":"Modelo estad\u00edstico pedag\u00f3gico para la toma de decisiones administrativas y acad\u00e9micas con impacto en el mejoramiento continuo del rendimiento de los estudiantes universitarios, basado en los m\u00e9todos de selecci\u00f3n CUR","display_name":"Modelo estad\u00edstico pedag\u00f3gico para la toma de decisiones administrativas y acad\u00e9micas con impacto en el mejoramiento continuo del rendimiento de los estudiantes universitarios, basado en los m\u00e9todos de selecci\u00f3n CUR","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2942138564","doi":"https://doi.org/10.14201/gredos.139405","mag":"2942138564"},"language":"es","primary_location":{"id":"doi:10.14201/gredos.139405","doi":"https://doi.org/10.14201/gredos.139405","is_oa":true,"landing_page_url":"https://doi.org/10.14201/gredos.139405","pdf_url":null,"source":{"id":"https://openalex.org/S4377196290","display_name":"Gredos (University of Salamanca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I184999862","host_organization_name":"Universidad de Salamanca","host_organization_lineage":["https://openalex.org/I184999862"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Universidad de Salamanca","raw_type":"dissertation"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.14201/gredos.139405","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088717688","display_name":"Greibin Villegas Barahona","orcid":"https://orcid.org/0000-0002-4380-0812","observed_orcids":["https://orcid.org/0000-0002-4380-0812"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Greibin Villegas Barahona","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5088717688"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13929","display_name":"Educational Outcomes and Influences","score":0.9247999787330627,"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"}},"topics":[{"id":"https://openalex.org/T13929","display_name":"Educational Outcomes and Influences","score":0.9247999787330627,"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/T11122","display_name":"Online Learning and Analytics","score":0.061500001698732376,"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/T10267","display_name":"Higher Education Research Studies","score":0.006300000008195639,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/academic-performance-prediction","display_name":"student performance prediction","score":0.906000018119812},{"id":"https://openalex.org/keywords/college-students","display_name":"university students","score":0.9679999947547913},{"id":"https://openalex.org/keywords/cur-matrix-decomposition","display_name":"CUR matrix decomposition","score":0.8429999947547913},{"id":"https://openalex.org/keywords/academic-decision-making","display_name":"academic decision-making","score":0.6660000085830688},{"id":"https://openalex.org/keywords/university-administration","display_name":"university administration","score":0.765999972820282},{"id":"https://openalex.org/keywords/effect-size","display_name":"effect size","score":0.5559999942779541},{"id":"https://openalex.org/keywords/student-performance-indicators","display_name":"student performance indicators","score":0.4309999942779541},{"id":"https://openalex.org/keywords/sociodemographic-factors","display_name":"sociodemographic factors","score":0.652999997138977},{"id":"https://openalex.org/keywords/quality-assurance-in-higher-education","display_name":"higher education quality assurance","score":0.4729999899864197},{"id":"https://openalex.org/keywords/school-dropout","display_name":"school dropout","score":0.3700000047683716}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.8444972038269043},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.3682199716567993}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.14201/gredos.139405","doi":"https://doi.org/10.14201/gredos.139405","is_oa":true,"landing_page_url":"https://doi.org/10.14201/gredos.139405","pdf_url":null,"source":{"id":"https://openalex.org/S4377196290","display_name":"Gredos (University of Salamanca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I184999862","host_organization_name":"Universidad de Salamanca","host_organization_lineage":["https://openalex.org/I184999862"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Universidad de Salamanca","raw_type":"dissertation"},{"id":"pmh:oai:gredos.usal.es:10366/139405","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10366/139405","pdf_url":null,"source":{"id":"https://openalex.org/S4377196290","display_name":"Gredos (University of Salamanca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I184999862","host_organization_name":"Universidad de Salamanca","host_organization_lineage":["https://openalex.org/I184999862"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/doctoralThesis"},{"id":"pmh:oai:hispana.mcu.es:62667824","doi":null,"is_oa":true,"landing_page_url":"https://hispana.mcu.es/es/registros/registro.do?tipoRegistro=MTD&idBib=62667824","pdf_url":null,"source":{"id":"https://openalex.org/S4377196108","display_name":"Hispana","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/doctoralThesis"}],"best_oa_location":{"id":"doi:10.14201/gredos.139405","doi":"https://doi.org/10.14201/gredos.139405","is_oa":true,"landing_page_url":"https://doi.org/10.14201/gredos.139405","pdf_url":null,"source":{"id":"https://openalex.org/S4377196290","display_name":"Gredos (University of Salamanca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I184999862","host_organization_name":"Universidad de Salamanca","host_organization_lineage":["https://openalex.org/I184999862"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Universidad de Salamanca","raw_type":"dissertation"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.975600004196167,"display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W6992766384","https://openalex.org/W4399474645","https://openalex.org/W2598491453","https://openalex.org/W7015846202","https://openalex.org/W7167213611","https://openalex.org/W7058393231","https://openalex.org/W4401904200","https://openalex.org/W7002292398","https://openalex.org/W4398764215","https://openalex.org/W7052106256"],"abstract_inverted_index":{"[ES]El":[0],"objetivo":[1,179,210],"de":[2,11,16,22,37,51,74,77,86,97,102,116,134,136,142,180,188,194,198,211,221,227,233,238,265,280,287,293,306,316,318,353,368,398,401,411,414,419,436,439,472,476,480,500,511,517,539,554,574,585,618,645,663,670,672,683,696,705,707,724,736,774,843,854,856,861,871,877,889,895,908,918,923,948,952,958,977,984,988,991,1003,1022,1040,1044],"este":[3],"trabajo":[4],"es":[5,214,629],"encontrar":[6,143,955],"un":[7,84,129,153,169,225,244,291,313,384,388,630,689,946,989,1001,1020],"modelo":[8,154,245,314,466,491,1002,1021,1052],"estad\u00edstico":[9,155,246,315,467,492],"pedag\u00f3gico":[10,156,333],"predicci\u00f3n":[12,164,1023],"del":[13,33,165,263,278,324,331,335,380,465,490,626,825,847,975,982,1024,1027,1038],"rendimiento":[14,114,166,222,236,325,361,402,420,523,542,565,593,812,943,965,1028,1045,1076],"acad\u00e9mico":[15,115,167,223,237,421,594,813,1046,1077],"los":[17,46,117,239,288,412,437,504,518,547,558,568,575,708,725,737,741,746,831,834,857,862,883,896,1041,1067,1072],"estudiantes":[18,56,118,240,268,289,319,415,438,505,832,924,1073],"para":[19,111,202,256,267,358,408,451,497,503,562,621,716,733,954,962],"la":[20,38,42,52,216,249,271,302,307,349,369,409,440,455,459,463,470,483,488,537,623,634,643,647,659,675,681,694,703,721,772,783,786,790,815,820,823,827,836,839,845,849,867,887,893,978],"toma":[21],"decisiones":[23],"administrativas":[24],"y":[25,50,79,105,126,131,162,200,224,242,252,310,387,395,424,434,478,595,700,753,778,789,797,892,920,950,981,998,1012,1018,1035,1078,1098],"acad\u00e9micas":[26],"con":[27,64,72,139,177,230,328,342,447,454,591,740,810,938,1000,1081,1100],"impacto":[28],"en":[29,41,45,172,346,374,458,493,536,567,581,633,658,680,693,755,925,941,1048,1056,1095],"el":[30,113,140,173,178,186,196,204,209,231,235,276,285,322,360,393,522,541,564,592,765,798,811,841,852,859,921,942,964,1101],"mejoramiento":[31],"continuo":[32],"estudiante,":[34,935],"a":[35,55,120,128,159,301,406,430,443,487,529,583,642,653,728,882,994,1071],"partir":[36],"informaci\u00f3n":[39],"publicada":[40],"literatura":[43,370,635],"especializada,":[44],"\u00faltimos":[47,569],"50":[48,570],"a\u00f1os":[49],"consulta":[53],"directa":[54],"universitarios.":[57,269,506],"Para":[58],"ello":[59],"se":[60,99,109,258,297,339,391,461,656,743,758,911,967],"consideran":[61],"36":[62],"escalas":[63],"sus":[65],"180":[66],"dimensiones":[67,106,1013],"latentes":[68,620],"o":[69,182],"factores":[70],"construidas":[71],"m\u00e1s":[73,101,148,192,356,553,649,808,873,904],"1000":[75],"\u00edtems":[76],"respuesta":[78],"18":[80],"preguntas":[81],"adicionales,":[82],"incluyendo":[83],"m\u00f3dulo":[85],"variables":[87,104,146,282,355,405,449,556,587,614,619,685,807,899,953,957,973,993,996,1005,1011,1080,1086],"sociodemogr\u00e1ficas":[88],"constituidas":[89],"por":[90,885,1036],"15":[91],"variables.":[92],"De":[93],"todo":[94],"ese":[95],"registro":[96],"datos":[98],"obtienen":[100],"200":[103,228,992],"que":[107,150,157,168,247,257,320,363,371,460,520,557,691,742,757,770,781,829,865,879,910,1069],"normalmente":[108],"utilizan":[110],"explicar":[112,234,284,359,563],"universitarios":[119,241],"nivel":[121,418,654],"mundial.":[122],"Se":[123,550,687,719,762],"valoran,":[124],"analizan":[125],"someten":[127],"cr\u00edtico":[130],"extenso":[132],"ejercicio":[133],"validaci\u00f3n":[135],"evidencia":[137],"estad\u00edstica,":[138],"fin":[141],"unas":[144],"cuantas":[145],"\u201clas":[147],"importantes\u201d,":[149],"permitan":[151],"construir":[152,1017],"acerque":[158],"una":[160,260,299,365,431,494,639,729,1032,1057],"relativa":[161],"adecuada":[163],"estudiante":[170],"tendr\u00e1":[171],"futuro.":[174],"Pero":[175],"no":[176,578,604,902,932],"abrir":[181],"cerrar":[183],"puertas":[184],"seg\u00fan":[185,416,702,814],"resultado":[187],"esta":[189,212,1049],"evaluaci\u00f3n,":[190],"sino":[191],"bien":[193],"ampliar":[195],"abanico":[197],"alternativas":[199],"opciones":[201],"facilitar":[203],"aprendizaje.":[205],"Por":[206],"lo":[207,544,909],"tanto,":[208],"investigaci\u00f3n":[213,338],"estudiar":[215],"relaci\u00f3n":[217],"entre":[218,612,785],"cinco":[219,347,399,1042],"indicadores":[220,330,400,1043],"total":[226,990],"variables,":[229],"prop\u00f3sito":[232],"conformar":[243],"apoye":[248],"gesti\u00f3n":[250],"acad\u00e9mica":[251,435],"administrativa.":[253],"Todo":[254],"ello,":[255],"logre":[259],"mejora":[261,300],"continua":[262],"proceso":[264,947],"aprendizaje":[266],"Determinar":[270],"relevancia":[272],"estad\u00edstica":[273,397,636,961],"valorada":[274],"mediante":[275,469],"tama\u00f1o":[277],"efecto":[279],"esas":[281,1085],"al":[283,378,668,906,934,969],"desempe\u00f1o":[286],"desde":[290,1066],"punto":[292],"vista":[294],"estad\u00edstico.":[295],"Paralelamente":[296],"brinda":[298],"t\u00e9cnica":[303,648,662],"multivariante":[304],"Descomposici\u00f3n":[305,660],"matriz":[308,787,791],"CUR":[309,769,980],"finalmente":[311,482],"dise\u00f1ar":[312],"clasificaci\u00f3n":[317],"estime":[321],"percentil":[323,1025],"acad\u00e9mico,":[326,524,543,566,966,1029],"junto":[327],"otros":[329],"estado":[332],"actual":[334],"estudiante.":[336],"Esta":[337,1091],"ha":[340,526,763,802,912,1014,1053],"desarrollado":[341,800],"acciones":[343],"concretas":[344],"descritas":[345],"etapas:":[348],"primera":[350],"denominada":[351,1059],"\u201cB\u00fasqueda":[352],"las":[354,448,473,512,530,600,607,610,613,684,697,712,756,775,805,872,903,926,956,972,1079],"relevantes":[357,809],"acad\u00e9mico\u201d,":[362],"enmarca":[364],"revisi\u00f3n":[366],"sistem\u00e1tica":[367],"dio":[372],"sustento":[373],"su":[375,417,678,717,1075,1089],"parte":[376],"inicial":[377],"dise\u00f1o":[379],"cuestionario,":[381],"considera":[382],"tambi\u00e9n":[383,937],"an\u00e1lisis":[385,508,669,949,970,983],"bibliom\u00e9trico":[386],"metaan\u00e1lisis.":[389],"Seguidamente":[390],"estableci\u00f3":[392],"\u201cDise\u00f1o":[394],"construcci\u00f3n":[396,410],"acad\u00e9mico\u201d":[403],"como":[404,516,1031],"utilizar":[407],"cluster":[413],"bajo,":[422],"medio":[423],"alto.":[425],"La":[426,616,794],"tercera":[427],"etapa":[428,456,484],"corresponde":[429,486],"\u201cCaracterizaci\u00f3n":[432],"psicogr\u00e1fica":[433],"Universidad":[441],"Estatal":[442],"Distancia,":[444],"Costa":[445],"Rica":[446],"relevantes\u201d":[450],"continuar":[452],"posteriormente":[453],"4":[457],"realiza":[462],"\u201cConstrucci\u00f3n":[464],"pedag\u00f3gico\u201d":[468],"determinaci\u00f3n":[471],"ecuaciones":[474],"discriminantes":[475],"Fischer":[477],"criterios":[479],"clasificaci\u00f3n,":[481],"5":[485],"\u201cCreaci\u00f3n":[489],"aplicaci\u00f3n":[495],"m\u00f3vil":[496],"estudiantes\u201d":[498],"disponible":[499,1094],"manera":[501],"inmediata":[502],"El":[507,875,916],"exhaustivo,":[509],"tanto":[510],"herramientas":[513,601],"estad\u00edsticas":[514,602],"utilizadas,":[515],"art\u00edculos":[519],"tratan":[521],"nos":[525,801],"permitido":[527,803],"llegar":[528],"siguientes":[531],"conclusiones:":[532],"No":[533],"hay":[534],"unanimidad":[535],"forma":[538],"evaluar":[540],"cual":[545,676],"complica":[546],"estudios":[548,884],"comparativos.":[549],"han":[551,560],"identificado":[552],"270":[555],"investigadores":[559,577],"explorado,":[561],"a\u00f1os.":[571],"Los":[572],"hallazgos":[573],"diferentes":[576],"son":[579,869,898,928],"concordantes":[580],"cuanto":[582],"cu\u00e1les":[584,596],"estas":[586,818,1009],"est\u00e1n":[588],"significativamente":[589],"asociadas":[590],"no;":[597],"probablemente":[598],"porque":[599],"utilizadas":[603,715],"capturan":[605],"ni":[606,609],"interrelaciones":[608],"interacciones":[611],"predictoras.":[615],"b\u00fasqueda":[617,682,773],"reducir":[622],"alta":[624,939],"dimensionalidad":[625],"problema":[627],"tampoco":[628],"tema":[631],"resuelto":[632],"especializada.":[637],"Hay":[638],"gran":[640],"controversia":[641],"hora":[644],"seleccionar":[646],"adecuada.":[650],"Nuestra":[651],"contribuci\u00f3n":[652],"te\u00f3rico":[655],"centra":[657,677],"CUR,":[661,817],"muy":[664],"reciente":[665],"aparici\u00f3n,":[666],"aplicable":[667],"matrices":[671],"altas":[673],"dimensiones,":[674],"atenci\u00f3n":[679],"relevantes.":[686,874],"propone":[688],"algoritmo":[690],"consiste":[692],"selecci\u00f3n":[695],"mejores":[698,776],"columnas":[699,752,777],"filas":[701,754],"distribuci\u00f3n":[704,722,730],"probabilidad":[706],"puntajes":[709,726,747],"leverage,":[710],"sobre":[711,851],"k":[713,738],"componentes":[714],"c\u00e1lculo.":[718],"ajusta":[720],"emp\u00edrica":[723],"leverage":[727,748],"te\u00f3rica":[731,796],"existente":[732],"cada":[734],"uno":[735],"componentes,":[739],"puede":[744],"calcular":[745],"(k<N),":[749],"escogiendo":[750],"aquellas":[751],"acumule":[759],"esa":[760],"probabilidad.":[761],"creado":[764],"software":[766,799],"denominado":[767],"Dinamic":[768],"dinamiza":[771],"filas;":[779],"aqu\u00e9llas":[780],"minimizan":[782],"diferencia":[784],"original":[788],"aproximada":[792],"CUR.":[793],"propuesta":[795],"identificar":[804],"cuarenta":[806],"descomposici\u00f3n":[816,979],"son:":[819],"autoeficacia":[821],"percibida,":[822],"autorregulaci\u00f3n":[824],"aprendizaje,":[826,844],"actitud":[828],"tienen":[830],"hacia":[833],"estudios,":[835],"motivaci\u00f3n":[837],"acad\u00e9mica,":[838],"constancia,":[840],"estilo":[842],"administraci\u00f3n":[846],"tiempo,":[848],"opini\u00f3n":[850],"sistema":[853],"evaluaci\u00f3n":[855],"aprendizajes,":[858],"uso":[860],"recursos":[863],"did\u00e1cticos":[864],"ofrece":[866],"universidad,":[868],"algunas":[870],"promedio":[876],"horas":[878],"le":[880],"dedican":[881],"semana,":[886],"realizaci\u00f3n":[888],"actividad":[890],"f\u00edsica":[891],"escolaridad":[894],"padres":[897],"significativas,":[900],"pero":[901,936],"relevantes,":[905],"contrario":[907],"cre\u00eddo":[913],"hasta":[914],"ahora.":[915],"clima":[917],"clase":[919],"n\u00famero":[922],"tutor\u00edas":[927],"dos":[929],"aspectos":[930],"externos":[931],"inherentes":[933],"influencia":[940],"acad\u00e9mico.":[944],"En":[945],"depuraci\u00f3n":[951],"mayor":[959,1082],"fortaleza":[960],"predecir":[963,1074],"sometieron":[968],"discriminante":[971],"identificadas":[974],"metaan\u00e1lisis,":[976],"variancia":[985],"univariado,":[986],"mejorando":[987],"84":[995],"importantes":[997],"terminando":[999],"28":[1004,1010],"altamente":[1006],"significativas.":[1007],"Con":[1008],"sido":[1015,1054],"posible":[1016],"desarrollar":[1019],"esperado":[1026],"as\u00ed":[1030],"estimaci\u00f3n":[1033],"puntual":[1034],"intervalo":[1037],"95%":[1039],"definidos":[1047],"investigaci\u00f3n.":[1050],"Este":[1051],"implementado":[1055],"APP,":[1058],"\u201cAcademic":[1060,1103],"Achievement":[1061],"Score":[1062],"Projection,":[1063],"AASP\u201d,":[1064],"manejable":[1065],"m\u00f3viles,":[1068],"permitir\u00e1":[1070],"impacto.":[1083],"Controlando":[1084],"podr\u00e1n":[1087],"modificar":[1088],"rendimiento.":[1090],"APP":[1092],"est\u00e1":[1093],"Play":[1096],"Store":[1097],"Iphone":[1099],"nombre":[1102],"Score\u201d.":[1104]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2019-05-03T00:00:00"}
