{"id":4386,"date":"2025-01-14T07:30:01","date_gmt":"2025-01-14T06:30:01","guid":{"rendered":"https:\/\/automated-transactions.es\/?p=4386"},"modified":"2024-12-23T07:47:23","modified_gmt":"2024-12-23T06:47:23","slug":"1-3-como-el-software-y-los-lenguajes-de-programacion-transforman-el-business-intelligence-para-maquinas-desatendidas","status":"publish","type":"post","link":"https:\/\/automated-transactions.es\/pt-pt\/1-3-como-el-software-y-los-lenguajes-de-programacion-transforman-el-business-intelligence-para-maquinas-desatendidas\/","title":{"rendered":"1.3 C\u00f3mo el Software y los Lenguajes de Programaci\u00f3n Transforman el Business Intelligence para M\u00e1quinas Desatendidas"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p>En el art\u00edculo anterior, <strong><a href=\"https:\/\/automated-transactions.es\/1-2-business-intelligence-en-maquinas-desatendidas-el-rol-de-las-matematicas-en-un-sistema-ideal\/\" target=\"_blank\" rel=\"noopener\">Business Intelligence en M\u00e1quinas Desatendidas: El Rol de las Matem\u00e1ticas en un Sistema Ideal<\/a><\/strong>, sentamos las bases fundamentales de este enfoque. Ahora, nos adentraremos en el mundo de los softwares y lenguajes de programaci\u00f3n esenciales para desarrollar un sistema de BI efectivo.<\/p>\n<p>En el panorama actual, las m\u00e1quinas desatendidas \u2014vending, m\u00e1quinas de juego, cajeros autom\u00e1ticos, parqu\u00edmetros y m\u00e1s\u2014 generan una inmensa cantidad de datos con un potencial incre\u00edble para maximizar ingresos, anticipar fallos y reducir los tiempos de inactividad. Sin embargo, para aprovechar este potencial, es indispensable contar con herramientas tecnol\u00f3gicas avanzadas que incluyan software especializado y lenguajes de programaci\u00f3n dise\u00f1ados para el an\u00e1lisis de datos y la toma de decisiones.<\/p>\n<p>En este art\u00edculo descubrir\u00e1s c\u00f3mo el software y los lenguajes de programaci\u00f3n adecuados desempe\u00f1an un papel crucial en cada etapa del desarrollo de un sistema de BI ideal. Adem\u00e1s, te compartiremos ejemplos pr\u00e1cticos y recomendaciones para que los operadores puedan optimizar sus operaciones con soluciones tecnol\u00f3gicas innovadoras. \u00a1No te lo pierdas!<\/p>\n<p>&nbsp;<\/p>\n<h3>An\u00e1lisis y Definici\u00f3n de Requerimientos<\/h3>\n<p><strong>\u00a0<\/strong><\/p>\n<p>La fase inicial de cualquier sistema BI comienza con el an\u00e1lisis de datos y la definici\u00f3n de indicadores clave de rendimiento (KPIs). Para esta etapa, se necesitan herramientas y lenguajes capaces de procesar grandes cantidades de datos y extraer conclusiones \u00fatiles.<\/p>\n<p>&nbsp;<\/p>\n<h3>Software Recomendado<\/h3>\n<p><strong>\u00a0<\/strong><\/p>\n<ul>\n<li>\n<h4><strong>Excel o Google Sheets:<\/strong><\/h4>\n<p>Herramientas ideales para an\u00e1lisis iniciales, gr\u00e1ficos r\u00e1pidos y c\u00e1lculos b\u00e1sicos.<\/p>\n<ul>\n<li><strong>Ejemplo:<\/strong> Crear una tabla que muestre los promedios de ingresos diarios por m\u00e1quina.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li>\n<h4><strong>Power BI o Tableau:<\/strong><\/h4>\n<p>Para visualizar patrones y KPIs de manera profesional.<\/p>\n<ul>\n<li><strong>Ejemplo:<\/strong> Un dashboard interactivo que muestre tasas de fallos por ubicaci\u00f3n.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li>\n<h4><strong>Python con Pandas y Matplotlib:<\/strong><\/h4>\n<p>Para an\u00e1lisis avanzados de datos y gr\u00e1ficos personalizados.<\/p>\n<ul>\n<li><strong>Ejemplo:<\/strong> Usar Pandas para calcular la desviaci\u00f3n est\u00e1ndar del rendimiento por m\u00e1quina.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>Lenguajes de Programaci\u00f3n<\/h3>\n<p><strong>\u00a0<\/strong><\/p>\n<ul>\n<li>\n<h4><strong>Python:<\/strong><\/h4>\n<ul>\n<li>Estad\u00edstica descriptiva, como calcular medianas, modas y rangos.<\/li>\n<li><strong>Ejemplo:<\/strong> Generar un gr\u00e1fico de dispersi\u00f3n con Matplotlib que relacione el tiempo fuera de servicio con la frecuencia de uso.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li>\n<h4><strong>SQL:<\/strong><\/h4>\n<ul>\n<li>Consultas a bases de datos para extraer los datos relevantes para el an\u00e1lisis inicial.<\/li>\n<li><strong>Ejemplo:<\/strong> Recuperar el historial de transacciones de cada m\u00e1quina para identificar patrones de uso.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><\/h3>\n<h3>El Sistema Ideal: An\u00e1lisis Eficiente y Definici\u00f3n Clara<\/h3>\n<p>&nbsp;<\/p>\n<p>Un sistema BI ideal para esta etapa combinar\u00eda el an\u00e1lisis inicial en <strong>Excel<\/strong> o <strong>Google Sheets<\/strong>, seguido de un procesamiento m\u00e1s avanzado en <strong>Python<\/strong> y visualizaciones profesionales en <strong>Power BI<\/strong> o <strong>Tableau<\/strong>. Esto permite a los operadores comprender patrones clave y establecer objetivos medibles desde el principio.<\/p>\n<p>&nbsp;<\/p>\n<p>Enlaces Previos:<\/p>\n<ol>\n<li><strong><a href=\"https:\/\/automated-transactions.es\/1-business-intelligence-para-maquinas-desatendidas-analisis-y-definicion-de-requerimientos\/\">Business Intelligence para maquinas desatendidas: An\u00e1lisis y definici\u00f3n de requerimientos<\/a><\/strong><\/li>\n<li><strong><a href=\"https:\/\/automated-transactions.es\/1-2-business-intelligence-en-maquinas-desatendidas-el-rol-de-las-matematicas-en-un-sistema-ideal\/\">Business Intelligence en M\u00e1quinas Desatendidas: El Rol de las Matem\u00e1ticas en un Sistema Ideal<\/a><\/strong><\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; En el art\u00edculo anterior, Business Intelligence en M\u00e1quinas Desatendidas: [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":4387,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[1817,1630,269],"tags":[324,1818,1826,1824,197,1828,1827,1825,1830,1829],"class_list":["post-4386","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-intelligence","category-iot","category-telemetria","tag-analisis-de-datos","tag-business-intelligence","tag-excel","tag-kpis","tag-maquinas-desatendidas","tag-power-bi","tag-python","tag-sistemas-bi","tag-sql","tag-tableau"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Software y lenguajes para an\u00e1lisis BI<\/title>\n<meta name=\"description\" content=\"Descubre c\u00f3mo software como Excel, Python y Power BI pueden optimizar el an\u00e1lisis inicial y la definici\u00f3n de KPIs 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