{"id":15268,"date":"2025-12-04T12:28:15","date_gmt":"2025-12-04T17:28:15","guid":{"rendered":"https:\/\/electronika.co\/?p=15268"},"modified":"2025-12-17T11:01:23","modified_gmt":"2025-12-17T16:01:23","slug":"pantallas-led-dooh","status":"publish","type":"post","link":"https:\/\/electronika.co\/en\/pantallas-led\/pantallas-led-dooh\/","title":{"rendered":"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"15268\" class=\"elementor elementor-15268\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e61fb22 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"e61fb22\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ba15146\" data-id=\"ba15146\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1b89fe1 elementor-widget elementor-widget-spacer\" data-id=\"1b89fe1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-98cc07e elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"98cc07e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-704f9f7\" data-id=\"704f9f7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3649455 elementor-widget elementor-widget-text-editor\" data-id=\"3649455\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">La publicidad DOOH (Digital Out Of Home) est\u00e1 viviendo su mayor transformaci\u00f3n. Ya no se trata solo de mostrar anuncios en pantallas LED de gran formato. Hoy, gracias a la inteligencia artificial (IA) y al machine learning, estas pantallas se convierten en <\/span><\/span><strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\"><a href=\"https:\/\/electronika.co\/en\/kioscos-y-totems-interactivos\/\">sistemas inteligentes <\/a>capaces de analizar datos, comprender audiencias y adaptar contenidos en tiempo real<\/span><\/span><\/strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">.<\/span><\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">En este nuevo escenario, las marcas no solo comunican: <\/span><\/span><strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">conectan<\/span><\/span><\/strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">, <\/span><\/span><strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">interact\u00faan<\/span><\/span><\/strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\"> y <\/span><\/span><strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">crean experiencias memorables<\/span><\/span><\/strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">.<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff01a18 elementor-widget elementor-widget-spacer\" data-id=\"ff01a18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d26ea06 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"d26ea06\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d180dd8\" data-id=\"d180dd8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-66996db elementor-widget elementor-widget-text-editor\" data-id=\"66996db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li><strong> La nueva era del an\u00e1lisis de datos en DOOH<\/strong><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f43bb4 elementor-widget elementor-widget-spacer\" data-id=\"5f43bb4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5940e6 elementor-widget elementor-widget-image\" data-id=\"d5940e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"732\" src=\"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1024x937.png\" class=\"attachment-large size-large wp-image-15270\" alt=\"\" srcset=\"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1024x937.png 1024w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-300x274.png 300w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-768x703.png 768w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-13x12.png 13w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77.png 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d98ee9f\" data-id=\"d98ee9f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a8c56a4 elementor-widget elementor-widget-spacer\" data-id=\"a8c56a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10e3a36 elementor-widget elementor-widget-text-editor\" data-id=\"10e3a36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"MsoNormal\">La IA ha potenciado el DOOH a un nivel que hace pocos a\u00f1os\nparec\u00eda imposible. Hoy las pantallas LED pueden procesar:<o:p><\/o:p><\/p><ul style=\"margin-top:0cm\" type=\"disc\">\n <li class=\"MsoNormal\"><b>Patrones\n     de movimiento<\/b> de los transe\u00fantes.<o:p><\/o:p><\/li>\n <li class=\"MsoNormal\"><b>H\u00e1bitos\n     de compra<\/b> y preferencias del consumidor.<o:p><\/o:p><\/li>\n <li class=\"MsoNormal\"><b>Interacci\u00f3n<\/b>\n     con anuncios anteriores.<o:p><\/o:p><\/li>\n <li class=\"MsoNormal\"><b>Variables\n     contextuales<\/b> como clima, hora, tr\u00e1fico y ubicaci\u00f3n.<o:p><\/o:p><\/li>\n<\/ul><p class=\"MsoNormal\"><o:p>&nbsp;<\/o:p><\/p><p class=\"MsoNormal\">Este an\u00e1lisis permite generar <b>perfiles de audiencia cada\nvez m\u00e1s precisos<\/b>, ayudando a las marcas a entender qui\u00e9n est\u00e1 al frente de\nla pantalla y cu\u00e1l es el mejor mensaje para captar su atenci\u00f3n.<o:p><\/o:p><\/p><p>\n\n\n\n\n\n\n\n<\/p><p class=\"MsoNormal\">El resultado: <b>campa\u00f1as m\u00e1s eficientes, menos desperdicio\ny un retorno de inversi\u00f3n (ROI) m\u00e1s alto.<o:p><\/o:p><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f993c32 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"f993c32\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b8d8293\" data-id=\"b8d8293\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b960165 elementor-widget elementor-widget-spacer\" data-id=\"b960165\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d215fac elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"d215fac\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-93c027c\" data-id=\"93c027c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-28fcbf7 elementor-widget elementor-widget-spacer\" data-id=\"28fcbf7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2f7968 elementor-widget elementor-widget-text-editor\" data-id=\"c2f7968\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol start=\"2\">\n<li><strong><span dir=\"auto\" style=\"vertical-align: inherit;\"><span dir=\"auto\" style=\"vertical-align: inherit;\">Personalizaci\u00f3n extrema: contenido que cambia en tiempo real<\/span><\/span><\/strong><\/li>\n<\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3eddeee elementor-widget elementor-widget-text-editor\" data-id=\"3eddeee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La verdadera revoluci\u00f3n del DOOH est\u00e1 en la capacidad de <strong>personalizar el contenido seg\u00fan quien lo est\u00e9 viendo en ese instante<\/strong>.<\/p><p>La pantalla ya no es est\u00e1tica. Ahora <strong>interpreta el entorno<\/strong> y responde. Ejemplos reales:<\/p><ul><li>Si detecta <strong>j\u00f3venes<\/strong>, muestra promociones de moda o tecnolog\u00eda.<\/li><li>Si identifica <strong>familias<\/strong>, proyecta ofertas de parques, entretenimiento o restaurantes.<\/li><li>Si pasa un <strong>grupo de deportistas<\/strong>, aparecen anuncios de ropa o bebidas energ\u00e9ticas.<\/li><li>En un d\u00eda lluvioso, muestra productos para el clima o servicios cercanos.<\/li><\/ul><p>Esta <strong>relevancia inmediata<\/strong> hace que los usuarios se sientan m\u00e1s conectados con el mensaje, lo que incrementa el impacto y la recordaci\u00f3n de marca.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1466bcd\" data-id=\"1466bcd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-278a0eb elementor-widget elementor-widget-spacer\" data-id=\"278a0eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10717ee elementor-widget elementor-widget-image\" data-id=\"10717ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"732\" src=\"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-78-1024x937.png\" class=\"attachment-large size-large wp-image-15271\" alt=\"\" srcset=\"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-78-1024x937.png 1024w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-78-300x274.png 300w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-78-768x703.png 768w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-78-13x12.png 13w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-78.png 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f29f294 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"f29f294\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4120705\" data-id=\"4120705\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2699dc2 elementor-widget elementor-widget-spacer\" data-id=\"2699dc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-10cd76f elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"10cd76f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-95b30de\" data-id=\"95b30de\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c6c9661 elementor-widget elementor-widget-text-editor\" data-id=\"c6c9661\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"MsoNormal\">3.<b> C\u00f3mo esta tecnolog\u00eda mejora la experiencia del usuario<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a881ce elementor-widget elementor-widget-spacer\" data-id=\"8a881ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91f164a elementor-widget elementor-widget-image\" data-id=\"91f164a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"732\" src=\"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-79-1024x937.png\" class=\"attachment-large size-large wp-image-15272\" alt=\"\" srcset=\"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-79-1024x937.png 1024w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-79-300x274.png 300w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-79-768x703.png 768w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-79-13x12.png 13w, https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-79.png 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-8059203\" data-id=\"8059203\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f61a566 elementor-widget elementor-widget-spacer\" data-id=\"f61a566\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdcd7da elementor-widget elementor-widget-text-editor\" data-id=\"fdcd7da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Con la combinaci\u00f3n de IA + DOOH, las marcas pueden:<\/p><ul><li>Optimizar la inversi\u00f3n publicitaria.<\/li><li>Ajustar campa\u00f1as en tiempo real.<\/li><li>Aprovechar datos reales para mejorar estrategias.<\/li><li>Medir el comportamiento de la audiencia de manera m\u00e1s precisa.<\/li><li>Construir experiencias altamente memorables que se traducen en conversi\u00f3n.<\/li><\/ul><p>El DOOH ya no es solo visibilidad: <strong>es estrategia, an\u00e1lisis e inteligencia aplicada al punto exacto donde est\u00e1 la audiencia.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4e3a937 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"4e3a937\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-381567c\" data-id=\"381567c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0d26bcf elementor-widget elementor-widget-spacer\" data-id=\"0d26bcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-64dcc6f elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-equal-height-no\" data-id=\"64dcc6f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-176ddb0\" data-id=\"176ddb0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d39fe29 elementor-widget elementor-widget-spacer\" data-id=\"d39fe29\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d129a90 elementor-widget elementor-widget-text-editor\" data-id=\"d129a90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u00bfQuieres llevar tus pantallas LED, videowalls o circuitos DOOH al siguiente nivel con <\/strong><\/p><p><strong>inteligencia artificial y<\/strong> <strong>personalizaci\u00f3n extrema?<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c5f9ec elementor-widget elementor-widget-spacer\" data-id=\"2c5f9ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81a954b elementor-widget elementor-widget-text-editor\" data-id=\"81a954b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"MsoNormal\">Puedo ayudarte a dise\u00f1ar una estrategia integral que aproveche todo el potencial<\/p><p class=\"MsoNormal\">del an\u00e1lisis de datos en tiempo real.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64da81e elementor-widget elementor-widget-spacer\" data-id=\"64da81e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0056178 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"0056178\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/electronika.co\/en\/#Contactenos\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Hablemos y transformemos tu comunicaci\u00f3n visual.<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a022689 elementor-widget elementor-widget-spacer\" data-id=\"a022689\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>En muchas organizaciones, la espera se vuelve un problema: filas largas, usuarios molestos y poca visibilidad de lo que pasa en la atenci\u00f3n. C\u00edvok nace para transformar ese proceso en una experiencia organizada, medible y eficiente.<\/p>","protected":false},"author":3,"featured_media":15283,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[],"class_list":["post-15268","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pantallas-led"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH - ELECTRONIKA<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/electronika.co\/en\/pantallas-led\/pantallas-led-dooh\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH\" \/>\n<meta property=\"og:description\" content=\"En muchas organizaciones, la espera se vuelve un problema: filas largas, usuarios molestos y poca visibilidad de lo que pasa en la atenci\u00f3n. C\u00edvok nace para transformar ese proceso en una experiencia organizada, medible y eficiente.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/electronika.co\/en\/pantallas-led\/pantallas-led-dooh\/\" \/>\n<meta property=\"og:site_name\" content=\"ELECTRONIKA\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ElectronikaBogota\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-04T17:28:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-17T16:01:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"988\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Mauricio \u00c1vila\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@electronikaco\" \/>\n<meta name=\"twitter:site\" content=\"@electronikaco\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mauricio \u00c1vila\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/\"},\"author\":{\"name\":\"Mauricio \u00c1vila\",\"@id\":\"https:\\\/\\\/electronika.co\\\/#\\\/schema\\\/person\\\/7f6e2c28d989ce9328dba4cf95650d8c\"},\"headline\":\"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH\",\"datePublished\":\"2025-12-04T17:28:15+00:00\",\"dateModified\":\"2025-12-17T16:01:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/\"},\"wordCount\":454,\"publisher\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/Diseno-sin-titulo-77-1.png\",\"articleSection\":[\"Pantallas LED\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/\",\"url\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/\",\"name\":\"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH - ELECTRONIKA\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/Diseno-sin-titulo-77-1.png\",\"datePublished\":\"2025-12-04T17:28:15+00:00\",\"dateModified\":\"2025-12-17T16:01:23+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/#primaryimage\",\"url\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/Diseno-sin-titulo-77-1.png\",\"contentUrl\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/Diseno-sin-titulo-77-1.png\",\"width\":1080,\"height\":988},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/electronika.co\\\/pantallas-led\\\/pantallas-led-dooh\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Inicio\",\"item\":\"https:\\\/\\\/electronika.co\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/electronika.co\\\/#website\",\"url\":\"https:\\\/\\\/electronika.co\\\/\",\"name\":\"ELECTRONIKA\",\"description\":\"Electronika ofrece soluciones en se\u00f1alizaci\u00f3n digital, videowall, carteler\u00eda digital, pantallas interactivas, Kioscos de auto atenci\u00f3n, salas de crisis y mucho m\u00e1s...\",\"publisher\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/electronika.co\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/electronika.co\\\/#organization\",\"name\":\"MA Electronika SAS\",\"alternateName\":\"Electronika\",\"url\":\"https:\\\/\\\/electronika.co\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/electronika.co\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2020\\\/05\\\/Favicon.png\",\"contentUrl\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2020\\\/05\\\/Favicon.png\",\"width\":218,\"height\":218,\"caption\":\"MA Electronika SAS\"},\"image\":{\"@id\":\"https:\\\/\\\/electronika.co\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/ElectronikaBogota\",\"https:\\\/\\\/x.com\\\/electronikaco\",\"https:\\\/\\\/www.instagram.com\\\/electronika_co\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/35670228\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/electronika.co\\\/#\\\/schema\\\/person\\\/7f6e2c28d989ce9328dba4cf95650d8c\",\"name\":\"Mauricio \u00c1vila\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Imagen-de-WhatsApp-2023-06-29-a-las-11.05.52-96x96.jpg\",\"url\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Imagen-de-WhatsApp-2023-06-29-a-las-11.05.52-96x96.jpg\",\"contentUrl\":\"https:\\\/\\\/electronika.co\\\/2020\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Imagen-de-WhatsApp-2023-06-29-a-las-11.05.52-96x96.jpg\",\"caption\":\"Mauricio \u00c1vila\"},\"sameAs\":[\"https:\\\/\\\/electronika.co\\\/\"],\"url\":\"https:\\\/\\\/electronika.co\\\/en\\\/author\\\/mauricioavila\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH - ELECTRONIKA","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/electronika.co\/en\/pantallas-led\/pantallas-led-dooh\/","og_locale":"en_US","og_type":"article","og_title":"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH","og_description":"En muchas organizaciones, la espera se vuelve un problema: filas largas, usuarios molestos y poca visibilidad de lo que pasa en la atenci\u00f3n. C\u00edvok nace para transformar ese proceso en una experiencia organizada, medible y eficiente.","og_url":"https:\/\/electronika.co\/en\/pantallas-led\/pantallas-led-dooh\/","og_site_name":"ELECTRONIKA","article_publisher":"https:\/\/www.facebook.com\/ElectronikaBogota","article_published_time":"2025-12-04T17:28:15+00:00","article_modified_time":"2025-12-17T16:01:23+00:00","og_image":[{"width":1080,"height":988,"url":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1.png","type":"image\/png"}],"author":"Mauricio \u00c1vila","twitter_card":"summary_large_image","twitter_creator":"@electronikaco","twitter_site":"@electronikaco","twitter_misc":{"Written by":"Mauricio \u00c1vila","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/#article","isPartOf":{"@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/"},"author":{"name":"Mauricio \u00c1vila","@id":"https:\/\/electronika.co\/#\/schema\/person\/7f6e2c28d989ce9328dba4cf95650d8c"},"headline":"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH","datePublished":"2025-12-04T17:28:15+00:00","dateModified":"2025-12-17T16:01:23+00:00","mainEntityOfPage":{"@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/"},"wordCount":454,"publisher":{"@id":"https:\/\/electronika.co\/#organization"},"image":{"@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/#primaryimage"},"thumbnailUrl":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1.png","articleSection":["Pantallas LED"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/","url":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/","name":"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH - ELECTRONIKA","isPartOf":{"@id":"https:\/\/electronika.co\/#website"},"primaryImageOfPage":{"@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/#primaryimage"},"image":{"@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/#primaryimage"},"thumbnailUrl":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1.png","datePublished":"2025-12-04T17:28:15+00:00","dateModified":"2025-12-17T16:01:23+00:00","breadcrumb":{"@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/#primaryimage","url":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1.png","contentUrl":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2025\/12\/Diseno-sin-titulo-77-1.png","width":1080,"height":988},{"@type":"BreadcrumbList","@id":"https:\/\/electronika.co\/pantallas-led\/pantallas-led-dooh\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Inicio","item":"https:\/\/electronika.co\/"},{"@type":"ListItem","position":2,"name":"An\u00e1lisis de Datos y Personalizaci\u00f3n Extrema en Pantallas LED DOOH"}]},{"@type":"WebSite","@id":"https:\/\/electronika.co\/#website","url":"https:\/\/electronika.co\/","name":"ELECTRONIKA","description":"Electronika ofrece soluciones en se\u00f1alizaci\u00f3n digital, videowall, carteler\u00eda digital, pantallas interactivas, Kioscos de auto atenci\u00f3n, salas de crisis y mucho m\u00e1s...","publisher":{"@id":"https:\/\/electronika.co\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/electronika.co\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/electronika.co\/#organization","name":"MA Electronika SAS","alternateName":"Electronika","url":"https:\/\/electronika.co\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/electronika.co\/#\/schema\/logo\/image\/","url":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2020\/05\/Favicon.png","contentUrl":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2020\/05\/Favicon.png","width":218,"height":218,"caption":"MA Electronika SAS"},"image":{"@id":"https:\/\/electronika.co\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/ElectronikaBogota","https:\/\/x.com\/electronikaco","https:\/\/www.instagram.com\/electronika_co\/","https:\/\/www.linkedin.com\/company\/35670228"]},{"@type":"Person","@id":"https:\/\/electronika.co\/#\/schema\/person\/7f6e2c28d989ce9328dba4cf95650d8c","name":"Mauricio \u00c1vila","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2023\/06\/Imagen-de-WhatsApp-2023-06-29-a-las-11.05.52-96x96.jpg","url":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2023\/06\/Imagen-de-WhatsApp-2023-06-29-a-las-11.05.52-96x96.jpg","contentUrl":"https:\/\/electronika.co\/2020\/wp-content\/uploads\/2023\/06\/Imagen-de-WhatsApp-2023-06-29-a-las-11.05.52-96x96.jpg","caption":"Mauricio \u00c1vila"},"sameAs":["https:\/\/electronika.co\/"],"url":"https:\/\/electronika.co\/en\/author\/mauricioavila\/"}]}},"_links":{"self":[{"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/posts\/15268","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/comments?post=15268"}],"version-history":[{"count":45,"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/posts\/15268\/revisions"}],"predecessor-version":[{"id":15395,"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/posts\/15268\/revisions\/15395"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/media\/15283"}],"wp:attachment":[{"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/media?parent=15268"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/categories?post=15268"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/electronika.co\/en\/wp-json\/wp\/v2\/tags?post=15268"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}