{"id":5948,"date":"2021-05-18T09:49:00","date_gmt":"2021-05-18T14:49:00","guid":{"rendered":"http:\/\/www.icesi.edu.co\/editorial\/?p=5948"},"modified":"2025-07-04T18:05:13","modified_gmt":"2025-07-04T23:05:13","slug":"buenas-practicas-modelo-de-analitica","status":"publish","type":"post","link":"https:\/\/www.icesi.edu.co\/editorial\/buenas-practicas-modelo-de-analitica\/","title":{"rendered":"Gu\u00eda de buenas pr\u00e1cticas para la mitigaci\u00f3n del riesgo de modelo de anal\u00edtica"},"content":{"rendered":"<div class=\"ead-preview\"><div class=\"ead-document\" style=\"position: relative;\"><div class=\"ead-iframe-wrapper\"><iframe src=\"\/\/docs.google.com\/viewer?url=https%3A%2F%2Frepository.icesi.edu.co%2Fbiblioteca_digital%2Fbitstream%2F10906%2F87106%2F3%2Falonso_guia_practicas_2021.pdf&amp;embedded=true&amp;hl=en\" title=\"Embedded Document\" class=\"ead-iframe\" style=\"width: 0px;height: 0px;border: none;visibility: hidden;\"><\/iframe><\/div>\t\t\t<div class=\"ead-document-loading\" style=\"width:100%;height:100%;position:absolute;left:0;top:0;z-index:10;\">\n\t\t\t\t<div class=\"ead-loading-wrap\">\n\t\t\t\t\t<div class=\"ead-loading-main\">\n\t\t\t\t\t\t<div class=\"ead-loading\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.icesi.edu.co\/editorial\/wp-content\/plugins\/embed-any-document\/images\/loading.svg\" width=\"55\" height=\"55\" alt=\"Loader\">\n\t\t\t\t\t\t\t<span>Loading...<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"ead-loading-foot\">\n\t\t\t\t\t\t<div class=\"ead-loading-foot-title\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.icesi.edu.co\/editorial\/wp-content\/plugins\/embed-any-document\/images\/EAD-logo.svg\" alt=\"EAD Logo\" width=\"36\" height=\"23\"\/>\n\t\t\t\t\t\t\t<span>Taking too long?<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t<div class=\"ead-document-btn ead-reload-btn\" role=\"button\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.icesi.edu.co\/editorial\/wp-content\/plugins\/embed-any-document\/images\/reload.svg\" alt=\"Reload\" width=\"12\" height=\"12\"\/> Reload document\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<span>|<\/span>\n\t\t\t\t\t\t\t<a href=\"https:\/\/repository.icesi.edu.co\/biblioteca_digital\/bitstream\/10906\/87106\/3\/alonso_guia_practicas_2021.pdf\" class=\"ead-document-btn\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.icesi.edu.co\/editorial\/wp-content\/plugins\/embed-any-document\/images\/open.svg\" alt=\"Open\" width=\"12\" height=\"12\"\/> Open in new tab\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><p class=\"embed_download\"><a href=\"https:\/\/repository.icesi.edu.co\/biblioteca_digital\/bitstream\/10906\/87106\/3\/alonso_guia_practicas_2021.pdf\" download target=\"_blank\" rel=\"noopener\">Download\/Descargar <\/a><\/p><\/div>\n<strong>T\u00edtulo completo:<\/strong> Gu\u00eda de buenas pr\u00e1cticas para la mitigaci\u00f3n del riesgo de modelo de anal\u00edtica.<br \/>\n<strong>Colecci\u00f3n:<\/strong> Gesti\u00f3n del Big Data y Analytics | <strong>N\u00famero:<\/strong> 1.<br \/>\n<strong>Prologista:<\/strong> Javier Gustavo D\u00edaz Cely.<br \/>\n<strong>Autores:<\/strong> Julio C\u00e9sar Alonso C. y Lina Marcela Quintero V.<br \/>\n<strong>Editorial:<\/strong> Universidad Icesi.<br \/>\n<strong>ISBN:<\/strong> 978-958-5184-01-5 (PDF).<br \/>\n<strong>A\u00f1o de edici\u00f3n:<\/strong> 2021.<br \/>\n<span id=\"post-ratings-5948\" class=\"post-ratings\" data-nonce=\"6288ef7669\"><img decoding=\"async\" id=\"rating_5948_1\" src=\"https:\/\/www.icesi.edu.co\/editorial\/wp-content\/plugins\/wp-postratings\/images\/stars_crystal\/rating_on.gif\" alt=\"1 estrella\" title=\"1 estrella\" onmouseover=\"current_rating(5948, 1, '1 estrella');\" onmouseout=\"ratings_off(4.3, 5, 0);\" onclick=\"rate_post();\" onkeypress=\"rate_post();\" style=\"cursor: pointer; 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height: 50%; width: 125px;\"><script type=\"text\/javascript\" src=\"\/\/cdn.plu.mx\/widget-popup.js\"><\/script><a href=\"https:\/\/plu.mx\/plum\/a\/?doi=10.18046\/EUI\/bda.g.1\" data-popup=\"right\" data-size=\"large\" class=\"plumx-plum-print-popup\" data-site=\"plum\" data-hide-when-empty=\"true\" data-lang=\"es\" target=\"_blank\" rel=\"noopener\">Gu\u00eda de buenas pr\u00e1cticas para la mitigaci\u00f3n del riesgo de modelo de anal\u00edtica<\/a>\n<\/td>\n<td style=\"border: none; vertical-align: top; height: 50%; width: 125px;\"><script type=\"text\/javascript\" src=\"https:\/\/d1bxh8uas1mnw7.cloudfront.net\/assets\/embed.js\"><\/script><\/p>\n<div class=\"altmetric-embed\" data-badge-type=\"donut\" data-altmetric-id=\"\"><\/div>\n<\/td>\n<td style=\"border: none; vertical-align: middle;\"><span class=\"__dimensions_badge_embed__\" data-doi=\"10.18046\/EUI\/bda.g.1\" data-hide-zero-citations=\"true\" data-legend=\"hover-right\" data-style=\"small_circle\"><\/span><script async=\"\" src=\"https:\/\/badge.dimensions.ai\/badge.js\" charset=\"utf-8\"><\/script>\n<\/td>\n<\/tr>\n<\/table>\n<div class=\"osc-res-tab tabbable   osc-tabs-left\"><div style=\"clear:both;width: 100%;\"><ul class=\"nav osc-res-nav nav-pills osc-tabs-left-ul\" id=\"oscitas-restabs-1-buenas-practicas-modelo-de-analitica-98667\"><li class=\"active\"><a href=\"#ert_pane1-0\" data-toggle=\"tab\">Descripci\u00f3n<\/a><\/li><li class=\"\"><a href=\"#ert_pane1-1\" data-toggle=\"tab\">Contenido<\/a><\/li><li class=\"\"><a href=\"#ert_pane1-2\" data-toggle=\"tab\">Autor(es)<\/a><\/li><li class=\"\"><a href=\"#ert_pane1-3\" data-toggle=\"tab\">Catalogaci\u00f3n<\/a><\/li><\/ul><\/div><div style=\"clear:both;width: 100%;\"><ul class=\"tab-content\" id=\"oscitas-restabcontent-1-buenas-practicas-modelo-de-analitica-98667\"><li class=\"tab-pane active\" id=\"ert_pane1-0\"><p style=\"text-align: justify;\">Las decisiones estrat\u00e9gicas de negocio han sido tomadas hist\u00f3ricamente por los encargados de velar por los intereses de las empresas. Con la posibilidad de acceder a grandes vol\u00famenes de datos, y con el desarrollo de nuevas t\u00e9cnicas de estad\u00edstica y aprendizaje autom\u00e1tico (Machine Learning), esta responsabilidad ha venido siendo delegada progresivamente a modelos dise\u00f1ados para tal labor, con el fin de evitar el riesgo humano de equivocarse a causa de los sesgos, prejuicios y opiniones subjetivas de los tomadores de decisiones tradicionales, fundament\u00e1ndose ahora en hechos objetivos inherentes a los datos operacionales de cada empresa, pero incurriendo entonces en un nuevo riesgo: que el modelo matem\u00e1tico delegado no logre elegir la mejor alternativa posible, o ni siquiera una adecuada [Javier Gustavo D\u00edaz Cely].<\/p>\n<p style=\"text-align: justify;\"><strong>C\u00f3mo citar (APA):<\/strong> Alonso, J. C. y Quintero, L. M. (2021). <i>Gu\u00eda de buenas pr\u00e1cticas para la mitigaci\u00f3n del riesgo de modelo de anal\u00edtica<\/i>. Cali: Editorial Universidad Icesi. DOI: <a href=\"https:\/\/doi.org\/10.18046\/EUI\/bda.g.1\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.18046\/EUI\/bda.g.1<\/a><\/p><\/li><li class=\"tab-pane \" id=\"ert_pane1-1\"><strong>Tabla de contenido:<\/strong><\/p>\n<p>Pr\u00f3logo<br \/>\n<i>Javier Gustavo D\u00edaz Cely<\/i><\/p>\n<p>Introducci\u00f3n<\/p>\n<p><strong>1 \/ Conceptos fundamentales<\/strong><\/p>\n<p><strong>2 \/ Etapas de la gesti\u00f3n del riesgo de modelo<\/strong><\/p>\n<p><strong>3 \/ Buenas pr\u00e1cticas para mitigaci\u00f3n del riesgo de modelo<\/strong><\/p>\n<p><strong>4 \/ Evaluaci\u00f3n cualitativa del riesgo del modelo<\/strong><\/p>\n<p><strong>5 \/ Herramientas de valoraci\u00f3n<\/strong><\/p>\n<p><strong>6 \/ Comentarios finales<\/strong><\/p>\n<p>Referencias<\/p>\n<p>Sobre los autores<\/p><\/li><li class=\"tab-pane \" id=\"ert_pane1-2\"><ul>\n<li style=\"text-align: justify;\"><a href=\"https:\/\/orcid.org\/0000-0003-4890-7122\" target=\"_blank\" title=\"ORCID iD\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1012\" src=\"http:\/\/www.icesi.edu.co\/editorial\/wp-content\/uploads\/2020\/06\/ORCIDiD_icon16x16.png\" style=\"margin-right: 6px;\" alt=\"Icono ORCID\" width=\"16\" height=\"16\"><\/a><b>Julio C\u00e9sar Alonso C.<\/b>, Universidad Icesi (Cali, Colombia)<\/li>\n<li style=\"text-align: justify;\"><b>Lina Marcela Quintero V.<\/b>, Universidad Icesi (Cali, Colombia)<\/li>\n<\/ul><\/li><li class=\"tab-pane \" id=\"ert_pane1-3\"><table>\n<tbody>\n<tr class=\"first odd\">\n<th width=\"150\">\n<p style=\"text-align: left;\">T\u00edtulo (ingl\u00e9s):<\/p>\n<\/th>\n<td class=\"data last\">Good practice guide for analytics model risk mitigation.<\/td>\n<\/tr>\n<tr class=\"even\">\n<th>\n<p style=\"text-align: left;\">DOI\/URL:<\/p>\n<\/th>\n<td class=\"data last\"><a href=\"https:\/\/doi.org\/10.18046\/EUI\/bda.g.1\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/doi.org\/10.18046\/EUI\/bda.g.1<\/a><\/td>\n<\/tr>\n<tr class=\"odd\">\n<th>\n<p style=\"text-align: left;\">Editorial(es):<\/p>\n<\/th>\n<td class=\"data last\">Universidad Icesi.<\/td>\n<\/tr>\n<tr class=\"even\">\n<th>\n<p style=\"text-align: left;\">Autor(es):<\/p>\n<\/th>\n<td class=\"data last\">Julio C\u00e9sar Alonso C. y Lina Marcela Quintero V.<\/td>\n<\/tr>\n<tr class=\"odd\">\n<th>\n<p style=\"text-align: left;\">Palabras clave:<\/p>\n<\/th>\n<td class=\"data last\">Buenas pr\u00e1cticas, Mitigaci\u00f3n del riesgo, Modelo de anal\u00edtica, Machine Learning, Big Data Analytics.<\/td>\n<\/tr>\n<tr class=\"even\">\n<th>\n<p style=\"text-align: left;\">ISBN:<\/p>\n<\/th>\n<td class=\"data last\">978-958-5184-01-5 (PDF).<\/td>\n<\/tr>\n<tr class=\"odd\">\n<th>\n<p style=\"text-align: left;\">Fecha de edici\u00f3n:<\/p>\n<\/th>\n<td class=\"data last\">Mayo de 2021.<\/td>\n<\/tr>\n<tr class=\"even\">\n<th>\n<p style=\"text-align: left;\">No. de p\u00e1ginas:<\/p>\n<\/th>\n<td class=\"data last\">68.<\/td>\n<\/tr>\n<tr class=\"odd\">\n<th>\n<p style=\"text-align: left;\">Idioma(s):<\/p>\n<\/th>\n<td class=\"data last\">Espa\u00f1ol.<\/td>\n<\/tr>\n<tr class=\"even\">\n<th>\n<p style=\"text-align: left;\">Formato(s):<\/p>\n<\/th>\n<td class=\"data last\">Libro electr\u00f3nico (PDF).<\/td>\n<\/tr>\n<tr class=\"odd\">\n<th>\n<p style=\"text-align: left;\">Alto x ancho:<\/p>\n<\/th>\n<td class=\"data last\">24 x 17 cm.<\/td>\n<\/tr>\n<tr class=\"even\">\n<th>\n<p style=\"text-align: left;\">Colecci\u00f3n:<\/p>\n<\/th>\n<td class=\"data last\">Gesti\u00f3n del Big Data y Analytics (1).<\/td>\n<\/tr>\n<tr class=\"odd\">\n<th>\n<p style=\"text-align: left;\">Producto:<\/p>\n<\/th>\n<td class=\"data last\">Libro de texto.<\/td>\n<\/tr>\n<tr class=\"last even\">\n<th>\n<p style=\"text-align: left;\">Observaciones:<\/p>\n<\/th>\n<td class=\"data last\">Incluye referencias bibliogr\u00e1ficas.<\/td>\n<\/tr>\n<tr class=\"last odd\">\n<th>\n<p style=\"text-align: left;\">Registro DSpace:<\/p>\n<\/th>\n<td class=\"data last\"><a href=\"https:\/\/doi.org\/10.18046\/EUI\/bda.g.1\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1012\" src=\"http:\/\/www.icesi.edu.co\/editorial\/wp-content\/uploads\/2016\/04\/downloadIcon-e1460499009176.png\" alt=\"Icono de Repositorio - Contenido en la Nube\" width=\"25\" height=\"25\"><\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/li><\/ul><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>T\u00edtulo completo: Gu\u00eda de buenas pr\u00e1cticas para la mitigaci\u00f3n del riesgo de modelo de anal\u00edtica. Colecci\u00f3n: Gesti\u00f3n del Big Data y Analytics | N\u00famero: 1. Prologista: Javier Gustavo D\u00edaz Cely. Autores: Julio C\u00e9sar Alonso C. y Lina Marcela Quintero V. Editorial: Universidad Icesi. ISBN: 978-958-5184-01-5 (PDF). A\u00f1o de edici\u00f3n: 2021. Gu\u00eda de buenas pr\u00e1cticas para [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":5950,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[728,729],"tags":[265,325,418,442,465,682,730,731,732,734,735,736,737,741,929],"class_list":["post-5948","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-big-data","category-gestion","tag-fcae","tag-libro-de-texto","tag-cienfi","tag-julio-cesar-alonso","tag-descarga-gratuita","tag-682","tag-big-data","tag-buenas-practicas","tag-analytics","tag-modelo-de-analitica","tag-mitigacion-del-riesgo","tag-big-data-analytics","tag-machine-learning","tag-fvla-2021","tag-fne"],"_links":{"self":[{"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/posts\/5948","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/comments?post=5948"}],"version-history":[{"count":9,"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/posts\/5948\/revisions"}],"predecessor-version":[{"id":8627,"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/posts\/5948\/revisions\/8627"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/media\/5950"}],"wp:attachment":[{"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/media?parent=5948"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/categories?post=5948"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.icesi.edu.co\/editorial\/wp-json\/wp\/v2\/tags?post=5948"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}