{"id":242,"date":"2025-08-30T15:05:35","date_gmt":"2025-08-30T19:05:35","guid":{"rendered":"https:\/\/businessphysics.ai\/?page_id=242"},"modified":"2025-08-30T15:27:35","modified_gmt":"2025-08-30T19:27:35","slug":"human-ai-complementarity-skills","status":"publish","type":"page","link":"https:\/\/businessphysics.ai\/es\/human-ai-complementarity-skills\/","title":{"rendered":"Habilidades humano-ai"},"content":{"rendered":"<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<p>Business Physics AI Lab An\u00e1lisis de c\u00f3mo preparamos a nuestros estudiantes para la complementariedad humano-ai: Habilidades, Marco y Futuro del Trabajo. Para simular el flujo de trabajo humano y la interacci\u00f3n con la IA hemos utilizado la siguiente base triple:<\/p>\n\n\n\n<p>Para identificar las 10 habilidades cr\u00edticas para 2025-2030, nos basamos en el informe Future of Jobs 2025 del Foro Econ\u00f3mico Mundial, el estudio de Stanford sobre el papel del ser humano en la IA en 2024 y el an\u00e1lisis bibliom\u00e9trico de 217 puestos de trabajo relacionados con la IA extra\u00eddos de Indeed Canada durante julio de 2025, as\u00ed como en el Workflow Job Task Mapping utilizando m\u00e1s de 100 simulaciones de carreras resistentes y no resistentes a la IA.<\/p>\n\n\n\n<p>En el transcurso de estas simulaciones hemos organizado colectivamente las habilidades en lo que llamamos marco REACT, un andamiaje de temas dise\u00f1ados para abordar los retos reales del trabajo humano-AI.<\/p>\n\n\n\n<p><strong>Marco REACT: gu\u00eda para una colaboraci\u00f3n responsable entre personas e inteligencia artificial<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>R - Motivo para utilizar\/no utilizar la IA<\/strong><br>Defina el objetivo y el beneficio esperado antes de implicar a la IA en la tarea.<\/li>\n\n\n\n<li><strong>E - Plan de aceptaci\u00f3n y verificaci\u00f3n de pruebas<\/strong><br>Decida de antemano c\u00f3mo se comprobar\u00e1n, validar\u00e1n y aceptar\u00e1n los resultados de la IA.<\/li>\n\n\n\n<li><strong>A - Responsabilidad<\/strong><br>Identifique a qui\u00e9n corresponde la decisi\u00f3n, el resultado del trabajo y las consecuencias.<\/li>\n\n\n\n<li><strong>C - Restricciones<\/strong><br>Aclarar los l\u00edmites \u00e9ticos, de integridad, privacidad y cumplimiento para el uso de la IA.<\/li>\n\n\n\n<li><strong>T - Compromisos<\/strong><br>Sopese los efectos de la velocidad, la calidad y el juicio a la hora de equilibrar la IA y el esfuerzo humano.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Las 10 habilidades de la complementariedad entre humanos e IA<\/h1>\n\n\n\n<p>La IA no es un bot\u00f3n m\u00e1gico. Es una herramienta poderosa que multiplica el valor del buen juicio, las entradas limpias y la intenci\u00f3n clara. El objetivo de estas 10 habilidades es simple: mantener a los humanos a cargo del significado y las decisiones mientras se utiliza la IA para acelerar las partes aburridas, aflorar opciones y agudizar el pensamiento.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Insignias de objetivos de aprendizaje<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"244\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-1.png\" alt=\"\" class=\"wp-image-244\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-1.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-1-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-1-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-1-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-1-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"246\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-2.png\" alt=\"\" class=\"wp-image-246\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-2.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-2-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-2-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-2-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-2-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"247\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-3.png\" alt=\"\" class=\"wp-image-247\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-3.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-3-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-3-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-3-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-3-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"249\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-4.png\" alt=\"\" class=\"wp-image-249\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-4.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-4-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-4-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-4-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-4-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"245\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-5.png\" alt=\"\" class=\"wp-image-245\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-5.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-5-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-5-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-5-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-5-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"250\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-6.png\" alt=\"\" class=\"wp-image-250\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-6.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-6-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-6-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-6-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-6-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"248\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-7.png\" alt=\"\" class=\"wp-image-248\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-7.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-7-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-7-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-7-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-7-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"251\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-8.png\" alt=\"\" class=\"wp-image-251\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-8.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-8-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-8-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-8-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-8-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"252\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-9.png\" alt=\"\" class=\"wp-image-252\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-9.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-9-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-9-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-9-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-9-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-id=\"253\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-10.png\" alt=\"\" class=\"wp-image-253\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-10.png 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-10-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-10-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-10-768x768.png 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/08\/Human-AI-Complementarity-Skill-10-12x12.png 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Tema 1 - Saber cu\u00e1ndo hacer una pausa<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1) Podemos... \u00bfPero debemos?<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Un punto de control deliberado antes de tocar la IA. Decide si una tarea debe ser automatizada o asistida en absoluto, bas\u00e1ndote en el prop\u00f3sito, la \u00e9tica y el valor.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>Previene el uso indebido, protege la integridad y evita la descarga de trabajo cuando el juicio humano es esencial.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><br>Haz tres preguntas r\u00e1pidas: \u00bfCu\u00e1l es el objetivo? \u00bfQui\u00e9n lo utilizar\u00e1? \u00bfQu\u00e9 riesgos existen? Si alguna respuesta es confusa, haz una pausa y acl\u00e1rala.<\/p>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Una breve justificaci\u00f3n de por qu\u00e9 la IA es o no adecuada, recogida en las notas del proyecto.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Saltar sin reflexionar.<\/li>\n\n\n\n<li>Utilizar la IA por comodidad en lugar de por necesidad.<\/li>\n<\/ul>\n\n\n\n<p><strong>Ejercicio r\u00e1pido<\/strong><br>Escribe una nota de 3 l\u00edneas \"por qu\u00e9\/para qui\u00e9n\/riesgos\" antes de cada tarea de IA de esta semana.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Tema 2 - Construir los cimientos adecuados<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2) Curar los datos<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Control de calidad de las entradas. Verifique que los datos, las indicaciones y los materiales de origen sean precisos, pertinentes y est\u00e9n alineados.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>La IA amplifica el efecto basura. Las entradas desalineadas producen salidas enga\u00f1osas.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Defina los t\u00e9rminos clave en un lenguaje sencillo.<\/li>\n\n\n\n<li>Compruebe la frescura y la procedencia.<\/li>\n\n\n\n<li>Elimine los duplicados y los valores at\u00edpicos evidentes.<\/li>\n\n\n\n<li>Anote las lagunas y los riesgos conocidos.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Una especificaci\u00f3n de entrada de una p\u00e1gina: datos depurados, definiciones claras, fuentes y riesgos visibles.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ignorar las definiciones contradictorias entre equipos.<\/li>\n\n\n\n<li>Asumir que las entradas son v\u00e1lidas porque parecen ordenadas.<\/li>\n<\/ul>\n\n\n\n<p><strong>Mini lista de control<\/strong><br>Definiciones alineadas - Fuentes registradas - Fechas verificadas - Datos sensibles tratados - Lagunas conocidas enumeradas<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3) Prompt &amp; Polish<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Utilice la IA para redactar r\u00e1pidamente y, a continuaci\u00f3n, aplique criterios humanos para perfeccionar.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>La IA genera opciones a gran velocidad. Los humanos a\u00f1aden contexto, prioridades y matices.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pida 3 variantes con restricciones claras.<\/li>\n\n\n\n<li>Compara, fusiona y reescribe con tu voz.<\/li>\n\n\n\n<li>Repregunte por las lagunas, no por la perfecci\u00f3n.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Un borrador perfeccionado en el que se indica qu\u00e9 secciones han sido editadas por personas y por qu\u00e9.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Aceptando salida bruta.<\/li>\n\n\n\n<li>Olvidarse de establecer restricciones como la audiencia, la longitud o el tono.<\/li>\n<\/ul>\n\n\n\n<p><strong>Mini t\u00e9cnica<\/strong><br>\"Dame 3 esquemas, cada uno con una estructura diferente. Yo los combinar\u00e9 y perfeccionar\u00e9\".<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Tema 3 - Mantener el poder en manos humanas<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4) No acepte - Inspeccione<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Una revisi\u00f3n estructurada para comprobar la exactitud, la parcialidad y la claridad.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>La IA comete errores de confianza. La inspecci\u00f3n mantiene la verdad y la responsabilidad con los humanos.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pide a la IA que critique sus propios resultados compar\u00e1ndolos con una lista de control.<\/li>\n\n\n\n<li>Compruebe los hechos con fuentes independientes.<\/li>\n\n\n\n<li>Marque lo que ha cambiado y por qu\u00e9.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Una versi\u00f3n de cambios rastreados o un registro de comentarios que muestra la verificaci\u00f3n.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Confiar en el lenguaje pulido.<\/li>\n\n\n\n<li>Saltarse controles cuando hay prisa.<\/li>\n<\/ul>\n\n\n\n<p><strong>Lista de control<\/strong><br>Exactitud de los hechos - Respaldo de las fuentes - An\u00e1lisis de sesgos - Legibilidad para el p\u00fablico - Accionabilidad<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5) Bot maneja lo b\u00e1sico, t\u00fa mandas<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Delegue el trabajo rutinario en la IA. Mant\u00e9n la estrategia, el encuadre y la secuenciaci\u00f3n firmemente humanos.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>Ahorras tiempo sin renunciar a la propiedad del significado o las decisiones.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Asigne el formato, los res\u00famenes y los borradores de primera pasada a AI.<\/li>\n\n\n\n<li>Los humanos deciden los objetivos, el orden, el \u00e9nfasis y las compensaciones.<\/li>\n\n\n\n<li>Registre el nombre del propietario de la decisi\u00f3n final.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Una divisi\u00f3n de tareas en la que el trabajo de la IA est\u00e1 claramente etiquetado y la decisi\u00f3n humana es expl\u00edcita.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dejar que la IA sugiera la decisi\u00f3n en lugar de las opciones.<\/li>\n\n\n\n<li>Delegar en exceso hasta que nadie sepa por qu\u00e9 se tom\u00f3 una decisi\u00f3n.<\/li>\n<\/ul>\n\n\n\n<p><strong>Barrera de seguridad de la Agencia<\/strong><br>\"La IA propone. Yo dispongo. Llamada final de: \".<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Tema 4 - Dar sentido a los datos confusos<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">6) Leer entre l\u00edneas los datos<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>A\u00f1ada contexto humano a los res\u00famenes estad\u00edsticos.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>La IA puede ver patrones, pero no causas, incentivos o limitaciones del mundo real.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pregunte qu\u00e9 m\u00e1s podr\u00eda explicar la tendencia.<\/li>\n\n\n\n<li>Compruebe la estacionalidad, las promociones, los cambios de pol\u00edtica o los acontecimientos puntuales.<\/li>\n\n\n\n<li>Contraste con un control o l\u00ednea de base.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Perspectivas que relacionan las cifras con hechos y condicionantes realmente ocurridos.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tratar la correlaci\u00f3n como causalidad.<\/li>\n\n\n\n<li>Ignorar los factores ajenos a la plataforma.<\/li>\n<\/ul>\n\n\n\n<p><strong>Indicaciones contextuales<\/strong><br>\"\u00bfQu\u00e9 factores ajenos a los datos podr\u00edan explicarlo?\". - \"\u00bfQu\u00e9 ha cambiado en el entorno?\"<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7) De los datos a la historia<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Convierta los resultados en narrativas y puntos de decisi\u00f3n procesables.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>Los l\u00edderes necesitan claridad, no un volcado de datos.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Responde a tres preguntas: \u00bfQu\u00e9 ha pasado? \u00bfPor qu\u00e9? \u00bfY despu\u00e9s?<\/li>\n\n\n\n<li>Presente opciones con contrapartidas.<\/li>\n\n\n\n<li>Vincule cada recomendaci\u00f3n al valor empresarial y al riesgo.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Un escrito conciso con 1 recomendaci\u00f3n, 2 alternativas y las condiciones que cambiar\u00edan su elecci\u00f3n.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sobrecargar las diapositivas con gr\u00e1ficos.<\/li>\n\n\n\n<li>Olvidarse de indicar claramente la siguiente acci\u00f3n.<\/li>\n<\/ul>\n\n\n\n<p><strong>Nota de decisi\u00f3n de una p\u00e1gina<\/strong><br>Objetivo - Conclusiones - Opciones - Recomendaci\u00f3n - Riesgos - Pr\u00f3ximas etapas<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">8) Reducir el ruido<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Filtre las distracciones. Qu\u00e9date s\u00f3lo con lo que impulsa a la acci\u00f3n.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>Demasiada informaci\u00f3n ralentiza o desbarata las decisiones.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Elija de 3 a 5 m\u00e9tricas que sean realmente importantes para el objetivo actual.<\/li>\n\n\n\n<li>Archiva el resto como referencia.<\/li>\n\n\n\n<li>Revise la lista cada mes.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Un cuadro de mandos reducido que vincula cada m\u00e9trica a una decisi\u00f3n o a un propietario.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>M\u00e9tricas \"por si acaso\".<\/li>\n\n\n\n<li>Confundir exhaustivo con \u00fatil.<\/li>\n<\/ul>\n\n\n\n<p><strong>Prueba de se\u00f1ales<\/strong><br>Si una m\u00e9trica no puede modificar una decisi\u00f3n, no debe figurar en el cuadro de mandos.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Tema 5 - Lidera el cambio: no te quedes atr\u00e1s<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">9) Gobernar y corregir<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Integrar la \u00e9tica, la accesibilidad, la equidad, la privacidad y la responsabilidad en el proceso.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>La IA no controlada puede reproducir los prejuicios y excluir a las personas. Una buena gobernanza protege a los usuarios y a la organizaci\u00f3n.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Realice comprobaciones de equidad y accesibilidad.<\/li>\n\n\n\n<li>Registro de solicitudes, versiones y propiedad de las decisiones.<\/li>\n\n\n\n<li>Respetar la minimizaci\u00f3n de datos y el consentimiento.<\/li>\n\n\n\n<li>Indique c\u00f3mo se abordaron sus preocupaciones.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Una lista de comprobaci\u00f3n satisfecha antes de dar el visto bueno y un registro de auditor\u00eda que muestre qui\u00e9n hizo qu\u00e9, cu\u00e1ndo y por qu\u00e9.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tratar la gobernanza como una tarea de \u00faltima hora.<\/li>\n\n\n\n<li>No se documentan las compensaciones.<\/li>\n<\/ul>\n\n\n\n<p><strong>Lista de control inicial<\/strong><br>Privacidad - Seguridad - Accesibilidad - Revisi\u00f3n de sesgos - Explicabilidad - Responsabilidad humana<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">10) Aprender sobre la marcha<\/h3>\n\n\n\n<p><strong>Qu\u00e9 es<\/strong><br>Utilice la IA para acelerar su bucle de aprendizaje y, a continuaci\u00f3n, codifique lo aprendido.<\/p>\n\n\n\n<p><strong>Por qu\u00e9 es importante<\/strong><br>La IA evoluciona con rapidez. Los equipos que aprenden m\u00e1s r\u00e1pido se adaptan antes.<\/p>\n\n\n\n<p><strong>C\u00f3mo solicitarlo<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Despu\u00e9s de cada proyecto, anota lo que ha funcionado, lo que ha fallado y las pautas que te han ayudado.<\/li>\n\n\n\n<li>Convierta las mejoras en peque\u00f1os libros de jugadas.<\/li>\n\n\n\n<li>Programe una sesi\u00f3n mensual para compartir patrones.<\/li>\n<\/ul>\n\n\n\n<p><strong>C\u00f3mo es el bien<\/strong><br>Un cuaderno viviente de instrucciones, listas de comprobaci\u00f3n y ejemplos que se actualiza despu\u00e9s de cada ciclo.<\/p>\n\n\n\n<p><strong>Errores comunes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Enviar y seguir adelante sin reflexionar.<\/li>\n\n\n\n<li>No transferir lo aprendido a otros equipos o proyectos.<\/li>\n<\/ul>\n\n\n\n<p><strong>Bucle de aprendizaje<\/strong><br>Probar \u2192 Inspeccionar \u2192 Ajustar \u2192 Codificar \u2192 Compartir<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Habilidades complementarias de la IA humana 10 maneras en que los estudiantes de CEGEP y universitarios pueden prosperar con la IA\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/q-wGyuQ2W6A?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>","protected":false},"excerpt":{"rendered":"<p>Business Physics AI Lab Analysis of How we Prepare our Students for Human-AI Complementarity: Skills, Framework and Future of Work. In order to simulate the Human Workflow and Interaction with AI we have used the following three-fold Base: To identify the 10 critical skills for 2025\u20132030, we build on the World Economic Forum\u2019s Future of [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":254,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-242","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Human-AI Skills - Business Physics AI Lab<\/title>\n<meta name=\"description\" content=\"10 Human-AI Complementarity skills for 2025\u20132030 leading to the REACT framework, a scaffolding of themes to Guiding Responsible Human\u2013AI Collaboration\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/businessphysics.ai\/es\/human-ai-complementarity-skills\/\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Human-AI Skills - 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