{"id":69013,"date":"2022-05-25T16:27:08","date_gmt":"2022-05-25T14:27:08","guid":{"rendered":"https:\/\/rmarketingdigital.com\/wiki\/modelo-predictivo\/"},"modified":"2024-10-28T22:52:32","modified_gmt":"2024-10-28T21:52:32","slug":"modelo-predictivo","status":"publish","type":"glossary","link":"https:\/\/rmarketingdigital.com\/en\/wiki\/modelo-predictivo\/","title":{"rendered":"Predictive Model"},"content":{"rendered":"<p>&nbsp;<\/p>\n<div>\n<p><noscript><iframe loading=\"lazy\" src=\"https:\/\/www.googletagmanager.com\/ns.html?id=GTM-WZZMWC8\" height=\"0\" width=\"0\" style=\"display:none;visibility:hidden\"><\/iframe> <\/noscript><noscript><\/p>\n<div style=\"display:inline;\"> <img loading=\"lazy\" decoding=\"async\" height=\"1\" width=\"1\" style=\"border-style:none;\" alt=\"\" src=\"https:\/\/rmarketingdigital.com\/wp-content\/uploads\/2020\/05\/Modelo-Predictivo-4127915..gif\"\/><\/div>\n<p><\/noscript><\/p>\n<div class=\"block-site servicios-main\">\n<div class=\"container\">\n<div class=\"col-md-12 page-content\">\n<div class=\"container\">\n<div class=\"content\">\n<h2 class=\"titulo-entrada-wiki\">Predictive Model Concept<\/h2>\n<div class=\"section\">\n<h3>What is the Predictive Model?<\/h3>\n<p><strong>A Predictive Model is called a method of <\/strong><strong>data analysis and statistics<\/strong> to define hypotheses or deduce future results or events. Modeling <strong>generates predictions<\/strong> with a degree of probability according to the variables analyzed.<\/p>\n<p>Some <strong>most applied techniques of Predictive Modeling<\/strong> are:<\/p>\n<ul>\n<li>Decision trees<\/li>\n<li>Linear and logistic regression<\/li>\n<li>Neural networks<\/li>\n<li>Bayesian analysis<\/li>\n<li>Time series and datamining<\/li>\n<li>Support Vector Machines<\/li>\n<li>K-nearest neighbors<\/li>\n<li>Ensemble models<\/li>\n<li>Gradient boosting<\/li>\n<li>Incremental response<\/li>\n<li>Memory-based reasoning<\/li>\n<li>Partial least squares regression<\/li>\n<\/ul>\n<\/div>\n<div class=\"section\">\n<h3>What is the Predictive Model for?<\/h3>\n<p>The Predictive Model <strong>It serves to discover opportunities and prevent adverse situations.<\/strong><\/p>\n<p>In the world of marketing, for example, <strong>allows you to predict consumer behavior and examine the level of influence<\/strong> that can be achieved with certain actions in the market.<\/p>\n<p>Therefore, a Predictive Model serves to <strong>intuit what can happen, through the use of techniques that combine mathematics and artificial intelligence<\/strong>, from specific variables.<\/p>\n<p>Some <strong>practical apps and benefits<\/strong> of using the Predictive Model, they are:<\/p>\n<ul>\n<li>Detect signs of dissatisfaction to prevent turnover and design retention strategies.<\/li>\n<li>Identify which are the customer segments with high value, to maximize the life cycle.<\/li>\n<li>Identify customer segments with capacity and potential to increase purchases.<\/li>\n<li>Planning of campaigns aimed at the segments that register certain patterns, such as tastes, preferences, purchasing habits, activity in social networks, etc.<\/li>\n<li>Define compensation and customer loyalty systems, according to historical purchasing behavior.<\/li>\n<li>Identify the seasons of low sales, to design strategies that minimize the situation.<\/li>\n<li>Identify the aspects that affect the abandonment of shopping carts, to design remarekting strategies that lead to the purchase.<\/li>\n<\/ul>\n<\/div>\n<div class=\"section\">\n<h3>Predictive Model Examples<\/h3>\n<p><strong>Companies like Ebay, Amazon and Netflix use Predictive Models<\/strong> to design your marketing strategies. Some of the <strong>models with greater application at the digital marketing level<\/strong> are:<\/p>\n<ul>\n<li><strong>Cluster<\/strong>: Use algorithms to segment customers based on variables such as age, gender, geographic location, and shopping habits, among others.<\/li>\n<li><strong>Propensity<\/strong>: Used to predict how likely a customer is to bond with the brand, buy or unsubscribe.<\/li>\n<li><strong>Collaborative filtering: <\/strong>It is based on person-to-person recommendation, as well as direct and cross-selling.<\/li>\n<\/ul>\n<p>If you are looking for help to start using predictive analytics in your business or project, contact us. We will be happy to help you design a tailored strategy for you.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>&nbsp; Concepto de Modelo Predictivo \u00bfQu\u00e9 es el Modelo Predictivo? Se denomina Modelo Predictivo a un m\u00e9todo de an\u00e1lisis de datos y estad\u00edsticas para definir hip\u00f3tesis o deducir resultados o&#8230;<\/p>","protected":false},"author":1,"featured_media":69014,"parent":0,"template":"","glossary-cat":[],"class_list":["post-69013","glossary","type-glossary","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.0 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Modelo Predictivo - R Marketing Digital<\/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:\/\/rmarketingdigital.com\/en\/wiki\/modelo-predictivo\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Modelo Predictivo\" \/>\n<meta property=\"og:description\" content=\"&nbsp; Concepto de Modelo Predictivo \u00bfQu\u00e9 es el Modelo Predictivo? 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