{"id":183094,"date":"2025-12-09T13:28:19","date_gmt":"2025-12-09T19:28:19","guid":{"rendered":"https:\/\/ucenfotec.ac.cr\/ecommerce\/?post_type=product&#038;p=183094"},"modified":"2026-04-09T14:49:36","modified_gmt":"2026-04-09T20:49:36","slug":"formacion-en-r-para-analisis-de-datos-2","status":"publish","type":"product","link":"https:\/\/ucenfotec.ac.cr\/ecommerce\/producto\/formacion-en-r-para-analisis-de-datos-2\/","title":{"rendered":"Formaci\u00f3n en R para An\u00e1lisis de Datos"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1216.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p><span data-sheets-root=\"1\">R es un lenguaje de programaci\u00f3n y un entorno de software especializado en el an\u00e1lisis estad\u00edstico, la manipulaci\u00f3n de datos y la visualizaci\u00f3n gr\u00e1fica que es ampliamente utilizado en ciencia de datos, investigaci\u00f3n y anal\u00edtica empresarial por su capacidad para manejar grandes vol\u00famenes de informaci\u00f3n y generar resultados reproducibles y emplea paquetes, como tidyverse y ggplot2, facilitando la limpieza, transformaci\u00f3n y presentaci\u00f3n de datos.<\/span><\/p>\n<p><span data-sheets-root=\"1\">Las principales tem\u00e1ticas por abordar son el entorno, sintaxis y estructura de datos, tidyverse I, migraci\u00f3n de datos de SPSS a R, reestructuraci\u00f3n, uniones y calidad de datos, visualizaci\u00f3n con ggplot2, EDA estructurado y estad\u00edstica descriptiva, fechas, texto y Excel para stakeholders, manejo de datos corporativos: SQL, NoSQL y semiestructurados, automatizaci\u00f3n, reproducibilidad, preparaci\u00f3n, validaci\u00f3n, clasificaci\u00f3n y tuning con tidymodels, series de tiempo y gobernanza de modelos y riesgos.<\/span><\/p>\n<p><span data-sheets-root=\"1\">El curso est\u00e1 dise\u00f1ado por competencias y alineado con el marco de habilidades SFIA, por lo que se propone que los estudiantes logren responder a un nivel de responsabilidad 3, por lo que podr\u00e1n aplicar m\u00e9todos anal\u00edticos y estad\u00edsticos y herramientas de software para analizar datos y desarrollar informes.<\/span><\/p>\n<hr \/>\n<p><strong>Contenidos<\/strong><\/p>\n<p><span data-sheets-root=\"1\">1. Entorno, sintaxis y estructuras de datos,<br \/>\n2. Tidyverse I + Migraci\u00f3n SPSS\u2192R,<br \/>\n3. Reestructuraci\u00f3n, uniones y calidad de datos,<br \/>\n4. Visualizaci\u00f3n con ggplot2,<br \/>\n5. EDA estructurado y estad\u00edstica descriptiva,<br \/>\n6. Fechas, texto y Excel para stakeholders,<br \/>\n7. Datos corporativos: SQL y NoSQL + semiestructurados,<br \/>\n8. Automatizaci\u00f3n y reproducibilidad,<br \/>\n9. Tidymodels I: preparaci\u00f3n y validaci\u00f3n,<br \/>\n10. Tidymodels II: clasificaci\u00f3n y tuning,<br \/>\n11. Series de tiempo: pron\u00f3stico operativo,<br \/>\n12. Gobernanza de Modelos y Riesgos (GRC de IA)<\/span><\/p>\n<hr \/>\n<p><strong>Certificado e Insignia Digital<\/strong><\/p>\n<p>Al finalizar el curso el estudiante obtiene un t\u00edtulo e Insignia digital, socializable en tiempo real basada en tecnolog\u00eda blockchain que permite una vista m\u00e1s completa tras el logro alcanzado por el estudiante al poderla vincular con evidencias del resultado del aprendizaje en su perfil profesional. Es una certificaci\u00f3n segura.<\/p>\n<p><a href=\"https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos.png\"><img decoding=\"async\" class=\"lazyload aligncenter size-full wp-image-183095\" src=\"https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos.png\" data-orig-src=\"https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos.png\" alt=\"SINT-688 Formacion en R para Analisis de Datos - Universidad CENFOTEC\" width=\"300\" height=\"300\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27300%27%20viewBox%3D%270%200%20300%20300%27%3E%3Crect%20width%3D%27300%27%20height%3D%27300%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos-66x66.png 66w, https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos-100x100.png 100w, https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos-150x150.png 150w, https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos-200x200.png 200w, https:\/\/ucenfotec.ac.cr\/ecommerce\/wp-content\/uploads\/sites\/13\/2025\/12\/SINT-688-Formacion-en-R-para-Analisis-de-Datos.png 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<hr \/>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p><span data-sheets-root=\"1\">Este curso desarrolla competencias en an\u00e1lisis de datos con R, desde fundamentos y manipulaci\u00f3n avanzada hasta visualizaci\u00f3n, modelado y gobernanza, preparando para aplicar soluciones anal\u00edticas reproducibles y efectivas en entornos corporativos.<\/span><\/p>\n","protected":false},"featured_media":53379,"template":"","meta":{"_relevanssi_hide_post":"on","_relevanssi_hide_content":"on","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"WooCommerce Yoast SEO Relevanssi index exclude"},"product_brand":[],"product_cat":[1087,651],"product_tag":[817,2839,2843,2841,1990,2835,2842,2846,2837,2838,2844,2834,2845,2836,2840],"class_list":{"0":"post-183094","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-agotado","7":"product_cat-sistemas-de-informacion","8":"product_tag-automatizacion","9":"product_tag-calidad-de-datos","10":"product_tag-datos-corporativos","11":"product_tag-eda-estructurado","12":"product_tag-estadistica-descriptiva","13":"product_tag-estructura-de-datos","14":"product_tag-excel-para-stakeholders","15":"product_tag-gobernanza-de-modelos","16":"product_tag-migracion-de-spss-a-r","17":"product_tag-reestructuracion","18":"product_tag-reproducibilidad","19":"product_tag-rstudio","20":"product_tag-tidymodels","21":"product_tag-tidyverse","22":"product_tag-visualizacion-con-ggplot2","24":"first","25":"outofstock","26":"virtual","27":"sold-individually","28":"taxable","29":"product-type-simple"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - 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