{"componentChunkName":"component---src-templates-blog-post-jsx","path":"/blog/predicting-future-sales-with-machine-learning","result":{"data":{"post":{"title":"Machine Learning to predict future sales","excerpt":"<p>In our latest product update, we revealed automated sales predictions to cost control. Once enabled for a site, Rotaready will intelligently forecast daily sales figures for each of your revenue/cost streams. You can now copy our predictions into your own weekly sales forecast or simply inspect a date to learn how we’ve predicted your sales. [&hellip;]</p>\n","content":"\n<p>In our latest product update, we revealed automated sales predictions to cost control. Once enabled for a site, Rotaready will intelligently forecast daily sales figures for each of your revenue/cost streams. </p>\n\n\n\n<p>You can now copy our predictions into your own weekly sales forecast or simply inspect a date to learn how we’ve predicted your sales.</p>\n\n\n\n<figure class=\"wp-block-image\"><span class=\"wp-image-356 inline-gatsby-image-wrapper gatsby-image-wrapper\" style=\"position:relative;overflow:hidden;max-width:100%;width:1024px\" data-reactroot=\"\"><span aria-hidden=\"true\" style=\"width:100%;padding-bottom:23.828125%\"></span><img aria-hidden=\"true\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAFCAYAAABFA8wzAAAACXBIWXMAABYlAAAWJQFJUiTwAAAAv0lEQVQY032PQZLDIAwE+f9DEzB4XQEEKMV6VhKxK6fl0jUj3MjuPE/o6b0jpYTW2s193//lcRz23XXU5a6gF0IIICLjlb/7bdtQa4X33hhjtF5UYB7mcT+540WM1gdyqeiDkXPBUEomavBBRMJSac2l1/uWhdQGHvGQnuBKbeD3lBdlg5hMEESwRMF674PlKHMVp7SjiPSido9nEDnDMTPm/F0bfTZ75YzBKzO/5eXFItS+yO/qvWobj3s258Qf5ziBjVBmCewAAAAASUVORK5CYII=\" alt=\"\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:0;transition-delay:500ms\"/><picture><source srcSet=\"/static/53a8693d0483f4bc37025a649ffb8eea/85b06/Screenshot-2019-08-29-at-16.54.53.png 256w,\n/static/53a8693d0483f4bc37025a649ffb8eea/bc282/Screenshot-2019-08-29-at-16.54.53.png 512w,\n/static/53a8693d0483f4bc37025a649ffb8eea/f1720/Screenshot-2019-08-29-at-16.54.53.png 1024w,\n/static/53a8693d0483f4bc37025a649ffb8eea/437a1/Screenshot-2019-08-29-at-16.54.53.png 1536w,\n/static/53a8693d0483f4bc37025a649ffb8eea/7b24f/Screenshot-2019-08-29-at-16.54.53.png 2048w,\n/static/53a8693d0483f4bc37025a649ffb8eea/6afdc/Screenshot-2019-08-29-at-16.54.53.png 2406w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"/><img sizes=\"(max-width: 1024px) 100vw, 1024px\" srcSet=\"/static/53a8693d0483f4bc37025a649ffb8eea/85b06/Screenshot-2019-08-29-at-16.54.53.png 256w,\n/static/53a8693d0483f4bc37025a649ffb8eea/bc282/Screenshot-2019-08-29-at-16.54.53.png 512w,\n/static/53a8693d0483f4bc37025a649ffb8eea/f1720/Screenshot-2019-08-29-at-16.54.53.png 1024w,\n/static/53a8693d0483f4bc37025a649ffb8eea/437a1/Screenshot-2019-08-29-at-16.54.53.png 1536w,\n/static/53a8693d0483f4bc37025a649ffb8eea/7b24f/Screenshot-2019-08-29-at-16.54.53.png 2048w,\n/static/53a8693d0483f4bc37025a649ffb8eea/6afdc/Screenshot-2019-08-29-at-16.54.53.png 2406w\" src=\"/static/53a8693d0483f4bc37025a649ffb8eea/f1720/Screenshot-2019-08-29-at-16.54.53.png\" alt=\"\" loading=\"eager\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:1;transition:opacity 500ms\"/></picture><noscript><picture><source srcset=\"/static/53a8693d0483f4bc37025a649ffb8eea/85b06/Screenshot-2019-08-29-at-16.54.53.png 256w,\n/static/53a8693d0483f4bc37025a649ffb8eea/bc282/Screenshot-2019-08-29-at-16.54.53.png 512w,\n/static/53a8693d0483f4bc37025a649ffb8eea/f1720/Screenshot-2019-08-29-at-16.54.53.png 1024w,\n/static/53a8693d0483f4bc37025a649ffb8eea/437a1/Screenshot-2019-08-29-at-16.54.53.png 1536w,\n/static/53a8693d0483f4bc37025a649ffb8eea/7b24f/Screenshot-2019-08-29-at-16.54.53.png 2048w,\n/static/53a8693d0483f4bc37025a649ffb8eea/6afdc/Screenshot-2019-08-29-at-16.54.53.png 2406w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" /><img loading=\"eager\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"/static/53a8693d0483f4bc37025a649ffb8eea/85b06/Screenshot-2019-08-29-at-16.54.53.png 256w,\n/static/53a8693d0483f4bc37025a649ffb8eea/bc282/Screenshot-2019-08-29-at-16.54.53.png 512w,\n/static/53a8693d0483f4bc37025a649ffb8eea/f1720/Screenshot-2019-08-29-at-16.54.53.png 1024w,\n/static/53a8693d0483f4bc37025a649ffb8eea/437a1/Screenshot-2019-08-29-at-16.54.53.png 1536w,\n/static/53a8693d0483f4bc37025a649ffb8eea/7b24f/Screenshot-2019-08-29-at-16.54.53.png 2048w,\n/static/53a8693d0483f4bc37025a649ffb8eea/6afdc/Screenshot-2019-08-29-at-16.54.53.png 2406w\" src=\"/static/53a8693d0483f4bc37025a649ffb8eea/f1720/Screenshot-2019-08-29-at-16.54.53.png\" alt=\"\" style=\"position:absolute;top:0;left:0;opacity:1;width:100%;height:100%;object-fit:cover;object-position:center\"/></picture></noscript></span><figcaption>Example: Rotaready predictions</figcaption></figure>\n\n\n\n<h4>Benefits of automated sales predictions</h4>\n\n\n\n<p>If your business has several years of data, smart automation is great way to help you forecast for demand &#8211; allowing you to plan your staffing, budgets and resources more effectively, with advanced notice. Using Rotaready predictions, we’re confident we can improve on your existing forecasts, and save you time!</p>\n\n\n\n<p>For new sites, automated predictions will help reduce uncertainty by matching your demand with anonymised knowledge of similar businesses.</p>\n\n\n\n<p>Here’s a few examples of how it could benefit your business:</p>\n\n\n\n<ul><li>Automatic sales predictions for up to two weeks in advance means forecasting now takes only seconds</li><li>Improved forecast accuracy when benchmarked against your existing sales forecasts. Achieved by calculating seasonality, trends, and the impact of weather and special dates for each revenue/cost stream</li><li>Accurate sales predictions to inform other demand-sensitive aspects of your business, such as inventory and staffing levels. More accurate staffing levels removes the risk of over or under staffing and increases business productivity as a result</li><li>Flexible predictions allowing you to adjust sales figures if you know something we didn&#8217;t</li></ul>\n\n\n\n<h4>How we predict your sales</h4>\n\n\n\n<p>We automatically train and deploy Machine Learning models which are tailored to accurately predict sales per site and revenue/cost stream. By feeding in historical sales data and demand features, like seasonality, special dates and weather, the model learns the factors contributing to daily sales. This delivers greater accuracy than traditional ‘uplift’ or ‘moving average’ methods of forecasting.</p>\n\n\n\n<p>If you’re also able to supply existing sales forecasts, we can compare the Rotaready prediction with your own and ensure that our predictions improve on what you use already.</p>\n\n\n\n<h4>What our predictions look like</h4>\n\n\n\n<figure class=\"wp-block-image\"><span class=\"wp-image-364 inline-gatsby-image-wrapper gatsby-image-wrapper\" style=\"position:relative;overflow:hidden;max-width:100%;width:1024px\" data-reactroot=\"\"><span aria-hidden=\"true\" style=\"width:100%;padding-bottom:63.28125%\"></span><img aria-hidden=\"true\" src=\"data:image/png;base64,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\" alt=\"\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:0;transition-delay:500ms\"/><picture><source srcSet=\"/static/f943c1622cf8e8a455d4977fc0424565/85b06/Screenshot-2019-08-29-at-16.36.15-3.png 256w,\n/static/f943c1622cf8e8a455d4977fc0424565/bc282/Screenshot-2019-08-29-at-16.36.15-3.png 512w,\n/static/f943c1622cf8e8a455d4977fc0424565/f1720/Screenshot-2019-08-29-at-16.36.15-3.png 1024w,\n/static/f943c1622cf8e8a455d4977fc0424565/48ef6/Screenshot-2019-08-29-at-16.36.15-3.png 1183w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"/><img sizes=\"(max-width: 1024px) 100vw, 1024px\" srcSet=\"/static/f943c1622cf8e8a455d4977fc0424565/85b06/Screenshot-2019-08-29-at-16.36.15-3.png 256w,\n/static/f943c1622cf8e8a455d4977fc0424565/bc282/Screenshot-2019-08-29-at-16.36.15-3.png 512w,\n/static/f943c1622cf8e8a455d4977fc0424565/f1720/Screenshot-2019-08-29-at-16.36.15-3.png 1024w,\n/static/f943c1622cf8e8a455d4977fc0424565/48ef6/Screenshot-2019-08-29-at-16.36.15-3.png 1183w\" src=\"/static/f943c1622cf8e8a455d4977fc0424565/f1720/Screenshot-2019-08-29-at-16.36.15-3.png\" alt=\"\" loading=\"eager\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:1;transition:opacity 500ms\"/></picture><noscript><picture><source srcset=\"/static/f943c1622cf8e8a455d4977fc0424565/85b06/Screenshot-2019-08-29-at-16.36.15-3.png 256w,\n/static/f943c1622cf8e8a455d4977fc0424565/bc282/Screenshot-2019-08-29-at-16.36.15-3.png 512w,\n/static/f943c1622cf8e8a455d4977fc0424565/f1720/Screenshot-2019-08-29-at-16.36.15-3.png 1024w,\n/static/f943c1622cf8e8a455d4977fc0424565/48ef6/Screenshot-2019-08-29-at-16.36.15-3.png 1183w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" /><img loading=\"eager\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"/static/f943c1622cf8e8a455d4977fc0424565/85b06/Screenshot-2019-08-29-at-16.36.15-3.png 256w,\n/static/f943c1622cf8e8a455d4977fc0424565/bc282/Screenshot-2019-08-29-at-16.36.15-3.png 512w,\n/static/f943c1622cf8e8a455d4977fc0424565/f1720/Screenshot-2019-08-29-at-16.36.15-3.png 1024w,\n/static/f943c1622cf8e8a455d4977fc0424565/48ef6/Screenshot-2019-08-29-at-16.36.15-3.png 1183w\" src=\"/static/f943c1622cf8e8a455d4977fc0424565/f1720/Screenshot-2019-08-29-at-16.36.15-3.png\" alt=\"\" style=\"position:absolute;top:0;left:0;opacity:1;width:100%;height:100%;object-fit:cover;object-position:center\"/></picture></noscript></span></figure>\n\n\n\n<p>Above is a prediction for a restaurant’s <strong>Wet sales</strong> cost stream for a particular date. The <em>sales trend</em> describes the typical sales for a normal day. The model then calculates the effects of individual factors on the restaurant’s sales for this date. </p>\n\n\n\n<p>We see that the bank holiday increases sales by over 30 percent and that the weather forecast also has a positive effect on the total sales for the day.</p>\n\n\n\n<p>The row displaying the date describes the yearly factors of seasonality, whilst the <em>Monday </em>row tells the day of the week’s impact on sales.</p>\n\n\n\n<h4>Unlocking the future</h4>\n\n\n\n<p>We’re extremely excited to release sales predictions as we know how much value it will add to your business. But it doesn’t stop here… with every new partner integration, from EPOS to reservation systems, we’ll be able to better understand your business drivers and continually improve the quality of our automated predictions. This leads the way to real-time insights, accurate demand forecasting, and optimised <a href=\"https://rotaready.com/rota-scheduling\">rota scheduling</a> in the near future.</p>\n\n\n\n<p><em>We’re releasing automated predictions to sites with several years of sales data first. Please get in touch with </em><a href=\"mailto:team@rotaready.com\"><em>team@rotaready.com</em></a><em> if you’d like to give it a try.</em></p>\n","slug":"predicting-future-sales-with-machine-learning","date":"02 September 2019","author":{"node":{"name":"Tristan Murfitt","avatar":{"url":"http://2.gravatar.com/avatar/baeba85e5b3f09056ebce15b3a060155?s=96&d=mm&r=g"},"description":"ML Engineer"}},"categories":{"nodes":[{"name":"Announcements","id":"dGVybTox","slug":"announcements"},{"name":"Technology","id":"dGVybToz","slug":"tech"}]},"rotaready":{"readingTime":3,"metaDescription":null,"featureImage":{"id":"cG9zdDozNzE=","sourceUrl":"http://blog-wp-headless.rotaready.com/wp-content/uploads/2019/09/Machine-Learning-release-2.jpg","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#c8c8c8","images":{"fallback":{"src":"/static/543403473961f3304f034a44e2b89794/3f4ea/Machine-Learning-release-2.jpg","srcSet":"/static/543403473961f3304f034a44e2b89794/f1a3a/Machine-Learning-release-2.jpg 150w,\n/static/543403473961f3304f034a44e2b89794/81bf6/Machine-Learning-release-2.jpg 300w,\n/static/543403473961f3304f034a44e2b89794/3f4ea/Machine-Learning-release-2.jpg 600w,\n/static/543403473961f3304f034a44e2b89794/8dbcc/Machine-Learning-release-2.jpg 1200w","sizes":"(min-width: 600px) 600px, 100vw"},"sources":[{"srcSet":"/static/543403473961f3304f034a44e2b89794/70dfd/Machine-Learning-release-2.webp 150w,\n/static/543403473961f3304f034a44e2b89794/9b21f/Machine-Learning-release-2.webp 300w,\n/static/543403473961f3304f034a44e2b89794/9ff6b/Machine-Learning-release-2.webp 600w,\n/static/543403473961f3304f034a44e2b89794/f2559/Machine-Learning-release-2.webp 1200w","type":"image/webp","sizes":"(min-width: 600px) 600px, 100vw"}]},"width":600,"height":400}}}}}},"prevPost":{"id":"cG9zdDozMTM=","title":"60 seconds with… Carl Holloway","excerpt":"<p>Kicking off our &#8217;60 seconds with&#8230;&#8217; series is Rotaready Co-Founder, Carl. Here&#8217;s a sneak peak into everything from where he sees himself in 20 years time to his &#8216;best&#8217; joke&#8230; What did you do before starting Rotaready? While studying for my Computer Science degree I worked a few part time jobs in pubs and golf [&hellip;]</p>\n","slug":"60-seconds-with-carl-holloway","date":"20 August 2019","categories":{"nodes":[{"name":"60 seconds with","id":"dGVybTo2NQ==","slug":"60-seconds-with"},{"name":"Announcements","id":"dGVybTox","slug":"announcements"}]},"rotaready":{"featureImage":{"id":"cG9zdDozNDQ=","sourceUrl":"http://blog-wp-headless.rotaready.com/wp-content/uploads/2019/08/IMG_5131.jpg","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"constrained","backgroundColor":"#98c8c8","images":{"fallback":{"src":"/static/30cd3560dfd9591c1370c67297d78626/17342/IMG_5131.jpg","srcSet":"/static/30cd3560dfd9591c1370c67297d78626/d7861/IMG_5131.jpg 220w,\n/static/30cd3560dfd9591c1370c67297d78626/9e4fa/IMG_5131.jpg 439w,\n/static/30cd3560dfd9591c1370c67297d78626/17342/IMG_5131.jpg 878w","sizes":"(min-width: 878px) 878px, 100vw"},"sources":[{"srcSet":"/static/30cd3560dfd9591c1370c67297d78626/49aff/IMG_5131.webp 220w,\n/static/30cd3560dfd9591c1370c67297d78626/d31ee/IMG_5131.webp 439w,\n/static/30cd3560dfd9591c1370c67297d78626/9c118/IMG_5131.webp 878w","type":"image/webp","sizes":"(min-width: 878px) 878px, 100vw"}]},"width":878,"height":287}}}}}},"nextPost":{"id":"cG9zdDoyNDU=","title":"Learn about the new Rotaready sign-in page","excerpt":"<p>Over the coming weeks, we&#8217;ll be migrating accounts to the new Rotaready sign-in page. There&#8217;s nothing you need to do. It will look a little different, but still works in the same way. What&#8217;s the same The steps to sign-in haven&#8217;t changed. You enter the same information as usual, such as your username or email [&hellip;]</p>\n","slug":"learn-about-new-sign-in-experience","date":"25 July 2018","categories":{"nodes":[{"name":"Announcements","id":"dGVybTox","slug":"announcements"}]},"rotaready":{"featureImage":null}}},"pageContext":{"pageId":"cG9zdDozNTU=","previousPagePath":"/blog/60-seconds-with-carl-holloway","previousItem":{"node":{"id":"cG9zdDozMTM=","slug":"60-seconds-with-carl-holloway","categories":{"nodes":[{"id":"dGVybTo2NQ=="},{"id":"dGVybTox"}]}}},"previousPageId":"cG9zdDozMTM=","nextPagePath":"/blog/learn-about-new-sign-in-experience","nextItem":{"node":{"id":"cG9zdDoyNDU=","slug":"learn-about-new-sign-in-experience","categories":{"nodes":[{"id":"dGVybTox"}]}}},"nextPageId":"cG9zdDoyNDU="}},"staticQueryHashes":["1246401369","3649515864"]}