{"id":37727,"date":"2024-09-18T12:15:47","date_gmt":"2024-09-18T16:15:47","guid":{"rendered":"https:\/\/blueridgeglobal.com\/demand-forecasting\/avoid-supply-chain-forecasting-errors\/"},"modified":"2025-10-31T14:05:39","modified_gmt":"2025-10-31T18:05:39","slug":"forecast-error-calculation","status":"publish","type":"page","link":"https:\/\/blueridgeglobal.com\/demand-forecasting-guide\/forecast-error-calculation\/","title":{"rendered":"Avoid Supply Chain Forecasting Errors"},"content":{"rendered":"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#202945&#8243; bg_image=&#8221;36226&#8243; bg_position=&#8221;left top&#8221; background_image_loading=&#8221;default&#8221; bg_repeat=&#8221;no-repeat&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;1%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;1%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; enable_shape_divider=&#8221;true&#8221; shape_divider_color=&#8221;#ffffff&#8221; shape_divider_position=&#8221;bottom&#8221; shape_divider_height=&#8221;0&#8243; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;straight_section&#8221;][vc_column column_padding=&#8221;padding-2-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][vc_custom_heading text=&#8221;Calculating Supply Chain Demand Accurately: Brief Overview &amp; Formulas&#8221; font_container=&#8221;tag:h1|text_align:left|color:%23ffffff&#8221; use_theme_fonts=&#8221;yes&#8221; css=&#8221;.vc_custom_1748543405382{padding-bottom: 2% !important;}&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][image_with_animation image_url=&#8221;37729&#8243; image_size=&#8221;large&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;center&#8221; border_radius=&#8221;20px&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;skip-lazy-load&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;3%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; gradient_type=&#8221;default&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]Saying precise demand forecasts are essential for effective supply chain management would be an understatement. Inaccurate predictions can lead to\u00a0<a href=\"https:\/\/blueridgeglobal.com\/inventory-optimization\/overstock\/\" target=\"_blank\" rel=\"noopener noreferrer\">issues like overstocking<\/a>\u00a0or\u00a0<a href=\"https:\/\/blueridgeglobal.com\/inventory-optimization\/what-is-a-stockout\/\" target=\"_blank\" rel=\"noopener noreferrer\">stockouts that can harm<\/a>\u00a0your business&#8217;s bottom line.<\/p>\n<p>Prioritizing forecast accuracy can help you significantly improve customer satisfaction, optimize inventory levels and shorten supplier lead times \u2014 which can help reduce risk and boost profitability.<\/p>\n<h2>What Is Forecast Error?<\/h2>\n<p>Demand forecast error is the difference between actual demand and forecasted demand. It&#8217;s an essential calculation for understanding how significantly errors in your forecast could impact your earnings potential.<\/p>\n<p>Determining the error level in past forecasts can help you pinpoint potential adjustments\u00a0to ensure better accuracy in the future.\u00a0The best method for calculating your forecast error will depend on your available information.<\/p>\n<p>You can calculate this difference by subtracting actual demand from the forecasted demand, though calculations are often necessary to make your results practical.<\/p>\n<h2>Calculating Forecast Error to Enhance Demand Accuracy<\/h2>\n<p>Before you can determine your error, you first have to\u00a0<a href=\"https:\/\/blueridgeglobal.com\/demand-forecasting\/\" target=\"_blank\" rel=\"noopener noreferrer\">calculate your initial demand<\/a>\u00a0forecast.<\/p>\n<p>There are two different types of forecasting you can use here:<\/p>\n<ul>\n<li><strong>Constrained:<\/strong>\u00a0This method\u00a0<a href=\"https:\/\/blueridgeglobal.com\/blog\/demand-forecasting-constraints\/\" target=\"_blank\" rel=\"noopener noreferrer\">includes supply-side limitations<\/a>, such as production capacity and available capital, to provide a practical forecast based on realized historical demand.<\/li>\n<li><strong>Unconstrained:\u00a0<\/strong>This calculation method ignores supply-side constraints and focuses more on market activity to realistically predict current and future demand.<\/li>\n<\/ul>\n<p>The best formula to utilize will depend heavily on your specific use case.<\/p>\n<h3>Constrained Forecast vs. Unconstrained Forecast: Which One Should You Use?<\/h3>\n[\/vc_column_text][image_with_animation image_url=&#8221;37730&#8243; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;20px&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221;][vc_column_text]Both constrained and unconstrained forecasting can be useful when predicting demand for a given period. However, each type is more suited to different applications.<\/p>\n<p>For example, because unconstrained forecasting focuses more on actual demand, you can use it for applications like:<\/p>\n<ul>\n<li>Determining product launch feasibility.<\/li>\n<li>Identifying gaps between your potential and actual demand.<\/li>\n<li>Showing the effectiveness of your existing marketing strategies.<\/li>\n<\/ul>\n<p>On the other hand, constrained forecasting is better for applications intended to optimize operations, such as:<\/p>\n<ul>\n<li>Understanding customer preferences and behaviors.<\/li>\n<li>Predicting total revenue for a given sales period.<\/li>\n<li>Revealing potential areas for budgeting improvements.<\/li>\n<\/ul>\n<p>That said, you don&#8217;t have to settle for one or the other. You can also use both forecasting methods and compare your results to get a complete view of your potential demand.<\/p>\n<h2>How to Calculate\u00a0Forecast Error<\/h2>\n<p>There are several forecast error formulas that inventory planners use to make their decisions. Some are simple, while others are pretty complex. We will discuss two more common forecast accuracy calculations: the MAPE and the MAD.<\/p>\n<h3>No. 1: MAPE Formula<\/h3>\n<p>MAPE stands for Mean Absolute Percent Error. This formula comprises two parts: one to retrieve the mean (M) and one to retrieve the absolute percent error (APE).<\/p>\n<p>The MAPE formula is:<\/p>\n<p>(Actual Demand \u2013 Forecasted Demand) \/ Actual Demand) x 100<\/p>\n<p>With this formula, you can calculate the mean of all percentage errors that occur during a given period. MAPE is a measure of error, so a lower percentage should be the desired outcome.<\/p>\n<h3>No. 2: MAD Formula<\/h3>\n<p>MAD stands for Mean Absolute Deviation. The MAD Formula shows how forecasted demand differs from actual demand, measured in units.<\/p>\n<p>For example, if the actual demand is 90, but your demand forecast is 95, your absolute error (or deviation) is 5. Calculate the deviations for multiple periods and then take the mean of those values to produce your error forecast.<\/p>\n<p>Beyond the MAPE and MAD formulas, you can use many forecast error calculations. Regardless of which you choose to use, forecast error is critical to your business\u2019s health, so be sure to use at least one!<\/p>\n<h2>The Benefits of Improving Forecast Accuracy<\/h2>\n<p>Forecast error data helps inventory planners perfect inventory purchasing. Here\u2019s how:<\/p>\n<ul>\n<li><strong>Reduce\u00a0<\/strong><strong>r<\/strong><strong>isk of\u00a0<\/strong><strong>f<\/strong><strong>uture\u00a0<\/strong><strong>f<\/strong><strong>orecast\u00a0<\/strong><strong>e<\/strong><strong>rrors:<\/strong>\u00a0Your forecast error calculations provide\u00a0a numerical estimate of past forecast quality,\u00a0which\u00a0can help you factor risk into future projections. This data reveals\u00a0the necessary adjustments to your\u00a0<a href=\"https:\/\/blueridgeglobal.com\/inventory-optimization\/\" target=\"_blank\" rel=\"noopener noreferrer\">inventory management process<\/a>, such as increasing the stock buffer or adjusting reorder points to cover gaps.<\/li>\n<li><strong>Prioritize\u00a0<\/strong><strong>q<\/strong><strong>uestionable\u00a0<\/strong><strong>f<\/strong><strong>orecasts:<\/strong>\u00a0If you find a high forecast error for one of your products, you will want to pay special attention to that product. Closely monitor these products, look at their future demand, and adjust stock levels as needed. Forecast error values pinpoint which products need such attention.<\/li>\n<li><strong>Refine and\u00a0<\/strong><strong>i<\/strong><strong>mprove\u00a0<\/strong><strong>f<\/strong><strong>orecast\u00a0<\/strong><strong>a<\/strong><strong>ccuracy:<\/strong>\u00a0If you consistently realize high forecast error rates, there is an underlying problem. You may need to update your forecasting technique to alleviate the issue and ensure the accuracy of future forecasts.<\/li>\n<\/ul>\n<p>Although manual calculations can lead to errors, you can further improve your accuracy\u00a0<a href=\"https:\/\/www.sdcexec.com\/sourcing-procurement\/visibility-software\/article\/22916801\/crimsonlogic-optimizing-operations-amidst-cash-flow-constraints\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">with artificial intelligence-powered<\/a>\u00a0demand forecasting software. Even in the face of economic fluctuations, having an intelligent platform to\u00a0<a href=\"https:\/\/blueridgeglobal.com\/articles\/how-to-build-supply-chain-plan\/\" target=\"_blank\" rel=\"noopener noreferrer\">support your supply chain planning<\/a>\u00a0can help your business stay afloat.[\/vc_column_text][image_with_animation image_url=&#8221;37731&#8243; image_size=&#8221;full&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;20px&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221; img_link=&#8221;https:\/\/blueridgeglobal.com\/request-demo\/&#8221;][vc_column_text]\n<h2>Automate Your Forecast Accuracy\u00a0With Blue Ridge<\/h2>\n<p>Although demand forecasting can be a complex process, it&#8217;s critical to your company&#8217;s success. Blue Ridge&#8217;s software can strengthen and reinforce your supply chain.<\/p>\n<p>Our fully integrated, cloud-based\u00a0<a href=\"https:\/\/blueridgeglobal.com\/product\/\" target=\"_blank\" rel=\"noopener noreferrer\">supply chain management software suite<\/a>\u00a0can help you optimize forecasting and other supply chain operations with powerful AI assistance and automation capabilities. Plus,\u00a0<a href=\"https:\/\/blueridgeglobal.com\/lifeline\/\" target=\"_blank\" rel=\"noopener noreferrer\">our LifeLine Support team<\/a>\u00a0will be with you every step of the way to help you maximize your return on investment (ROI).<\/p>\n<p>Ready to get started?\u00a0<a href=\"https:\/\/blueridgeglobal.com\/request-demo\/\" target=\"_blank\" rel=\"noopener noreferrer\">Schedule a live demo<\/a>\u00a0today to see Blue Ridge in action.[\/vc_column_text][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;#202945&#8243; bg_image=&#8221;36226&#8243; bg_position=&#8221;left top&#8221; background_image_loading=&#8221;default&#8221; bg_repeat=&#8221;no-repeat&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;1%&#8221; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;1%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; enable_shape_divider=&#8221;true&#8221; shape_divider_color=&#8221;#ffffff&#8221; shape_divider_position=&#8221;bottom&#8221; shape_divider_height=&#8221;0&#8243;&#8230;<\/p>\n","protected":false},"author":36,"featured_media":0,"parent":39596,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-37727","page","type-page","status-publish"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/pages\/37727","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/users\/36"}],"replies":[{"embeddable":true,"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/comments?post=37727"}],"version-history":[{"count":8,"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/pages\/37727\/revisions"}],"predecessor-version":[{"id":46469,"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/pages\/37727\/revisions\/46469"}],"up":[{"embeddable":true,"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/pages\/39596"}],"wp:attachment":[{"href":"https:\/\/blueridgeglobal.com\/wp-json\/wp\/v2\/media?parent=37727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}