{"id":3584,"date":"2025-11-23T11:13:18","date_gmt":"2025-11-23T10:13:18","guid":{"rendered":"https:\/\/neuraldesigner.com\/solution\/sales-forecasting\/"},"modified":"2026-02-09T12:30:40","modified_gmt":"2026-02-09T11:30:40","slug":"sales-forecasting","status":"publish","type":"solution","link":"https:\/\/www.neuraldesigner.com\/solutions\/sales-forecasting\/","title":{"rendered":"Sales forecasting using machine learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3584\" class=\"elementor elementor-3584\" data-elementor-post-type=\"solution\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-514dc785 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"514dc785\" data-element_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-4330587\" data-id=\"4330587\" data-element_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-434269e9 elementor-widget elementor-widget-text-editor\" data-id=\"434269e9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<section><p>Examination of prior history, seasonality, market-moving events, etc., results in a realistic revenue prediction,<br \/>which is the cornerstone of a company&#8217;s planning.<\/p><p>Machine learning allows you to anticipate customer responses to external and internal factors that affect sales.<\/p><p><a href=\"https:\/\/www.neuraldesigner.com\/\">Neural Designer<\/a> is a data science and machine learning platform that lets you quickly build sales forecasting models.<\/p><h3>Contents<\/h3><ol><li><a href=\"#Objectives\">Objectives<\/a>.<\/li><li><a href=\"#Benefits\">Benefits<\/a>.<\/li><li><a href=\"#Approach\">Approach<\/a>.<\/li><li><a href=\"#Conclusions\">Conclusions<\/a>.<\/li><\/ol><\/section><p><!-- Definition --><\/p><section id=\"Objectives\"><h2>Objectives<\/h2><p>Sales forecasting aims to estimate the future demand for products or services in a company.<\/p><p>Companies can base their forecasts on internal and external data.<\/p><p><img decoding=\"async\" class=\"\" style=\"width: 485px; max-width: 100%;\" src=\"https:\/\/www.neuraldesigner.com\/images\/activity-diagram-sales-forecasting.svg\" height=\"254\" \/><\/p><p>Some standard variables used in sales forecasting are the following:<\/p><ul><li><b>Internal data:<\/b><ul><li>Past sales data.<\/li><li>Marketing actions.<\/li><li>Website visits.<\/li><li>Etc.<\/li><\/ul><\/li><li><b>External data:<\/b><ul><li>Seasonal trends.<\/li><li>Market moving events.<\/li><li>Economic trends.<\/li><li>Etc.<\/li><\/ul><\/li><\/ul><p>Depending on the forecast window, we can talk about short-term forecasting (hours, days) or long-term forecasting (weeks, months). Of course, the factors affecting short-term sales are different from those involving long-term sales.<\/p><\/section><p><!-- Benefits --><\/p><section id=\"Benefits\"><h2>Benefits<\/h2><p>Sales forecasting can be helpful to companies in many different ways.<\/p><p><img decoding=\"async\" class=\"small_left\" src=\"https:\/\/www.neuraldesigner.com\/images\/icon-performance.svg\" width=\"70\" height=\"70\" \/><\/p><h3>PLAN BUDGETING<\/h3><p>The core purpose of revenue forecasting is to plan your future expenses better.<\/p><p><img decoding=\"async\" class=\"small_left\" src=\"https:\/\/www.neuraldesigner.com\/images\/icon-group.svg\" width=\"70\" height=\"70\" \/><\/p><h3>ALLOCATE RESOURCES<\/h3><p>Knowing the number of future clients or sales allows for better employee management.<\/p><p><!--<br \/><img decoding=\"async\" src=\"https:\/\/www.neuraldesigner.com\/images\/advanced_analytics_sales_forecasting.svg\" alt=\"Advanced analytics\" width=\"500\" \/><\/p>\n<p><img decoding=\"async\" class=\"small_left\" src=\"https:\/\/www.neuraldesigner.com\/images\/shopping.svg\" \/><\/p>\n<h3>DISCOVER PEAKS OF DEMAND<\/h3>\n<p>Study trends and statistics about historical sales data of a store.<\/p>\n<p><img decoding=\"async\" class=\"small_left\" src=\"https:\/\/www.neuraldesigner.com\/images\/search.svg\" \/><\/p>\n<h3> ANALYZE THE CAUSES OF THE TRENDS IN THE SALES<\/h3>\n<p>Discover the more related factors to an increase o decrease in sales.<\/p>\n<p><img decoding=\"async\" class=\"small_left\" src=\"https:\/\/www.neuraldesigner.com\/images\/thumb_up.svg\" \/><\/p>\n<h3>PREDICT THE FUTURE DEMAND<\/h3>\n<p>Develop a predictive system that can help you to manage the resources.<\/p>\n<p><img decoding=\"async\" class=\"small_left\" src=\"https:\/\/www.neuraldesigner.com\/images\/store.svg\" \/><\/p>\n<h3>BE PREPARED FOR NEXT PEAKS OF SALES<\/h3>\n<p>Plan future growth, improve your products and allocate resources more effectively.<\/p>\n<p>--><\/p><\/section><p><!-- Approach --><\/p><section id=\"Approach\"><h2>Approach<\/h2><p><a href=\"https:\/\/www.neuraldesigner.com\/learning\/neural-networks-tutorial\">Neural networks<\/a>\u00a0are the most essential techniques for machine learning and artificial intelligence. The following flow chart shows how to build and use a neural network for sales forecasting.<\/p><p><img decoding=\"async\" class=\"tiny_left alignleft\" src=\"https:\/\/www.neuraldesigner.com\/images\/number_1.svg\" width=\"27\" height=\"27\" \/><\/p><p>\u00a0 The first step is to create a <a href=\"https:\/\/www.neuraldesigner.com\/learning\/tutorials\/data-set\">data set<\/a> by collecting all the internal and external information related to the company&#8217;s sales.<\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"tiny_left alignleft\" src=\"https:\/\/www.neuraldesigner.com\/images\/number_2.svg\" width=\"26\" height=\"26\" \/><\/p><p>\u00a0Then, we need to build a <a href=\"https:\/\/www.neuraldesigner.com\/learning\/tutorials\/neural-network\">neural network<\/a> to forecast future sales.<\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"tiny_left alignleft\" src=\"https:\/\/www.neuraldesigner.com\/images\/number_3.svg\" width=\"26\" height=\"26\" \/><\/p><p>\u00a0A <a href=\"https:\/\/www.neuraldesigner.com\/learning\/tutorials\/training-strategy\">training strategy<\/a> is applied to the neural network to discover the underlying relationships in the sales data.<\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"tiny_left alignleft\" src=\"https:\/\/www.neuraldesigner.com\/images\/number_4.svg\" width=\"27\" height=\"27\" \/><\/p><p>\u00a0To improve the model&#8217;s predictive capabilities, we can also apply <a href=\"https:\/\/www.neuraldesigner.com\/learning\/tutorials\/model-selection\">model selection<\/a> by trying combinations of variables and choosing those with more impact on sales.<\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"tiny_left alignleft\" src=\"https:\/\/www.neuraldesigner.com\/images\/number_5.svg\" width=\"26\" height=\"26\" \/><\/p><p>\u00a0Then, the resulting model undergoes an exhaustive <a href=\"https:\/\/www.neuraldesigner.com\/learning\/tutorials\/testing-analysis\">testing analysis<\/a>.<\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"tiny_left alignleft\" src=\"https:\/\/www.neuraldesigner.com\/images\/number_6.svg\" width=\"27\" height=\"27\" \/><\/p><p>\u00a0Finally, the neural network is used to predict the company&#8217;s future sales after model deployment.<\/p><p><!-- Building a predictive model is generally not the end of the project. Market trends, macroeconomic scenarios, etc., are continually evolving. Therefore, the retailer needs to periodically refine the sales model to adapt to the new scenarios. This process is called continuous learning. --><\/p><p>The data science and machine learning platform <a href=\"https:\/\/www.neuraldesigner.com\/free-trial\">Neural Designer<\/a> guides you through this process so you can focus on your business and not the details behind machine learning.<\/p><\/section><p><!-- Conclusions --><\/p><section id=\"Conclusions\"><h2>Conclusions<\/h2><p>Predictive modeling helps you estimate the number of products the store will sell to prepare the inventory and manage the cash flow.<\/p><p>It detects the factors that most influence sales and provides information vital to making essential decisions in your company&#8217;s growth.<\/p><\/section><section><h3>Related posts<\/h3><\/section>\t\t\t\t\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>\n\t\t","protected":false},"author":13,"featured_media":1595,"template":"","categories":[],"tags":[42],"class_list":["post-3584","solution","type-solution","status-publish","has-post-thumbnail","hentry","tag-retail"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Sales forecasting using machine learning<\/title>\n<meta name=\"description\" content=\"Learn how sales forecasting using machine learning models helps predict demand by analyzing historical data and market trends.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.neuraldesigner.com\/solutions\/sales-forecasting\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta 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