{"id":11779,"date":"2024-04-10T12:43:35","date_gmt":"2024-04-10T19:43:35","guid":{"rendered":"https:\/\/www.qad.com\/blog\/?p=11779"},"modified":"2024-04-11T07:49:30","modified_gmt":"2024-04-11T14:49:30","slug":"optimize-operations-with-accurate-demand-forecasting","status":"publish","type":"post","link":"https:\/\/www.qad.com\/blog\/2024\/04\/optimize-operations-with-accurate-demand-forecasting","title":{"rendered":"Optimize Operations with Accurate Demand Forecasting"},"content":{"rendered":"<p>[vc_row][vc_column][vc_single_image image=&#8221;11780&#8243; img_size=&#8221;full&#8221;][vc_column_text]<span style=\"font-weight: 400;\">In today&#8217;s era of digital transformation, technology is imperative to mitigate the bullwhip effect within the supply chain. The <a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2022\/07\/eliminate-the-bullwhip-effect-communicate-with-your-suppliers\" rel=\"noopener\">bullwhip effect<\/a> illustrates how minor shifts in consumer demand for a product magnify upstream in the supply chain. Thus, it can impact the efficiency of operations and increase inventory carrying costs.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The adoption of<\/span> <span style=\"font-weight: 400;\">demand forecasting tools can help overcome the challenges of demand fluctuation in a timely manner. A reliable system should provide accurate forecasts and recommendations to optimize inventory management and prevent unnecessary costs. If these forecasts are incorrect, even by a small margin, they can lead to over- or under-ordering of raw materials and\/or goods.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, ensuring the quality of a forecast is not an easy task. It requires timely and accurate data. The way in which you test the quality of your prediction is to calculate its forecast accuracy.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But, what exactly is forecast accuracy? It&#8217;s the deviation, or margin of error, between the actual demand figures and the forecasted result in the demand plan. By finding out the forecast accuracy of your demand plan, you can factor this and make the relevant adjustments.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">What do forecast stats help <\/span><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/03\/responsibilities-of-a-demand-planner\" rel=\"noopener\"><span style=\"font-weight: 400;\">demand planners<\/span><\/a><span style=\"font-weight: 400;\"> do? These stats help planners to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Mitigate future risks<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Prioritize forecasts<\/span> <span style=\"font-weight: 400;\">according to business goals and refine\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Improve forecast accuracy<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Let&#8217;s dig into some of the challenges and opportunities that demand forecasting can help with in managing your supply chain.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Factor in Risks with Accurate Forecasts<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The quantitative result of calculating the forecast accuracy provides a good estimation of the quality of your past forecasts. This means you can factor in risks in your forecasts and determine how uncertain a forecast is for future business periods.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This visibility into the accuracy of your demand forecasts has a direct impact in your business decisions. You can proactively adjust inventories and labor management to cover the periods of uncertainty in your demand plan. The forecast is the starting point for almost all supply chain decisions. The production and procurement plan begins with the forecast.\u00a0 So when we talk about accurate forecasts, for every point the accuracy drops, it will have a ripple effect on the upstream actions of the supply chain.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Prioritize Actions<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Making good supply chain management decisions is not an easy task. Demand forecasting helps in this decision-making process. Accurate forecasts give you the ability to make more realistic and well-founded decisions which lead to better results.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">When the margin of forecast accuracy is high, you can identify the impact decisions have in the overall process. Thus, you can prioritize the different actions according to the business strategy and overall goals. This allows you to focus on monitoring future demand and stock levels, as well as to correct for smaller future deviations. This, in turn, enables the reduction of costs and the increase of cash flow.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At the end of the day, having a good margin of accuracy will clarify and set the right direction for your <\/span><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2023\/10\/demand-planning-key-features\" rel=\"noopener\"><span style=\"font-weight: 400;\">supply chain strategy<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Take Forecast Accuracy to New Heights<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">We have already stated how important it is for your supply chain to have good margins of accuracy in your demand forecasts. Therefore, if you continue to have high rates of deviation, it\u2019s likely that you will have to correct your<\/span><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2021\/11\/the-demand-planning-cycle\" rel=\"noopener\"> <span style=\"font-weight: 400;\">demand planning<\/span><\/a><span style=\"font-weight: 400;\"> process . This may mean assessing the quality of your data. In addition, you may need to consider new technology.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">One of the best ways to ensure accuracy is by leveraging automation technology. This functionality will automatically calculate the forecast errors through machine learning methodologies.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As Steve Banker of ARC Advisory Group states: &#8220;<\/span><a target=\"_blank\" href=\"https:\/\/www.forbes.com\/sites\/stevebanker\/2023\/03\/09\/the-forecasting-accuracy-bugaboo\/?sh=781c83141412\" rel=\"noopener\"><span style=\"font-weight: 400;\">Demand management solutions that use machine learning perform better than solutions that don\u2019t.<\/span><\/a><span style=\"font-weight: 400;\">&#8230; Machine learning is making it easier to explore whether new data sources lead to improved forecast accuracy.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, to implement an automated approach your business needs to ensure both the <\/span><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/03\/the-power-of-real-time-planning\" rel=\"noopener\"><span style=\"font-weight: 400;\">data<\/span><\/a><span style=\"font-weight: 400;\"> and <\/span><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/02\/what-is-a-collaboration-and-demand-review\" rel=\"noopener\"><span style=\"font-weight: 400;\">cross functional collaboration<\/span><\/a><span style=\"font-weight: 400;\"> is in place. Effective demand planning driven by forecast accuracy will assist your business to foresee challenges and react accordingly&#8230; Its aim is to be as accurate as possible to minimize over- or under-production. This in turn, avoids unnecessary costs and reduces the risks to meet your customer demand.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Improving forecasts, which in turn helps to make your supply chain more efficient, doesn\u2019t just start with a good demand planning system.\u00a0 It is the combination of the process, the system and the people that will improve efficiency, resilience and build agility into your supply chain.<\/span><\/p>\n<p><b>Want to know more about Demand Planning? Check out other valuable resources:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2021\/11\/what-is-demand-planning\" rel=\"noopener\"><span style=\"font-weight: 400;\">What is Demand Planning?<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2021\/11\/the-demand-planning-cycle\" rel=\"noopener\"><span style=\"font-weight: 400;\">The Demand Planning cycle<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2021\/11\/why-is-demand-planning-important\" rel=\"noopener\"><span style=\"font-weight: 400;\">Why is Demand Planning important?<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2023\/09\/roles-and-responsibilities-of-demand-planning\" rel=\"noopener\"><span style=\"font-weight: 400;\">Roles and Responsibilities of Demand Planning<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2023\/10\/demand-planning-key-features\" rel=\"noopener\"><span style=\"font-weight: 400;\">Demand Planning Key Features<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/02\/what-is-a-collaboration-and-demand-review\" rel=\"noopener\"><span style=\"font-weight: 400;\">What is a Collaboration and Demand Review?<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/03\/responsibilities-of-a-demand-planner\" rel=\"noopener\"><span style=\"font-weight: 400;\">Responsibilities of a Demand Planner<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/03\/sales-managers-role-in-demand-planning\" rel=\"noopener\"><span style=\"font-weight: 400;\">Sales Managers\u2019 Role in Demand<\/span><\/a><span style=\"font-weight: 400;\">\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/03\/the-power-of-real-time-planning\" rel=\"noopener\"><span style=\"font-weight: 400;\">The Power of Real Time Planning<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.qad.com\/blog\/2024\/03\/demand-planning-data-sources-erp-crm-plm\" rel=\"noopener\"><span style=\"font-weight: 400;\">Demand Planning Data Sources: ERP, CRM &amp; PLM<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.businesswire.com\/news\/home\/20231213654099\/en\/QAD-Announces-the-Next-Release-of-Digital-Supply-Chain-Planning-DSCP\" rel=\"noopener\"><span style=\"font-weight: 400;\">QAD Announces the Next Release of Digital Supply Chain Planning (DSCP)<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/www.foodlogistics.com\/software-technology\/ai-ar\/article\/22877465\/qad-inc-harnessing-artificial-intelligence-in-new-era-of-predictive-analytics-demand-planning-business-forecasting\" rel=\"noopener\"><span style=\"font-weight: 400;\">Harnessing Artificial Intelligence in New Era of Predictive Analytics, Demand Planning, Business Forecasting<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a target=\"_blank\" href=\"https:\/\/specialty-retailer.com\/2023\/11\/28\/extending-sales-and-operations-planning-throughout-the-supply-chain\/\" rel=\"noopener\"><span style=\"font-weight: 400;\">Extending Sales and Operations Planning Throughout the Supply Chain<\/span><\/a><\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_single_image image=&#8221;11780&#8243; img_size=&#8221;full&#8221;][vc_column_text]In today&#8217;s era of digital transformation, technology is imperative to mitigate the bullwhip effect within the supply chain. The bullwhip effect illustrates how minor shifts in consumer demand for a product magnify upstream in the supply chain. Thus, it can impact the efficiency of operations and increase inventory carrying costs.\u00a0 The adoption of [&hellip;]<\/p>\n","protected":false},"author":172,"featured_media":11780,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2045],"tags":[2518,176,2908,2476,723,2492,1074,118],"class_list":["post-11779","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-supply-chain-trends","tag-demand-forecasting","tag-demand-planning","tag-demand-planning-process","tag-digital-supply-chain-planning","tag-forecast-accuracy","tag-integrated-business-planning","tag-operations","tag-supply-chain-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Optimize Operations with Accurate Demand Forecasting | QAD Blog<\/title>\n<meta name=\"description\" content=\"The adoption of 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