{"id":2168,"date":"2021-08-04T05:09:57","date_gmt":"2021-08-04T05:09:57","guid":{"rendered":"https:\/\/www.aspectratioai.com\/?page_id=2168"},"modified":"2022-07-12T10:09:47","modified_gmt":"2022-07-12T10:09:47","slug":"hybrid-forecasting","status":"publish","type":"page","link":"https:\/\/www.aspectratioai.com\/case-studies\/business-forecasting\/hybrid-forecasting\/","title":{"rendered":"Hybrid Forecasting Case Study"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2168\" class=\"elementor elementor-2168\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3feedc8 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"3feedc8\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-26d5b45a\" data-id=\"26d5b45a\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a096fd elementor-widget elementor-widget-spacer\" data-id=\"a096fd\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5a14636a elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"5a14636a\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-16d78c8c\" data-id=\"16d78c8c\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2a78f4ef elementor-widget elementor-widget-html\" data-id=\"2a78f4ef\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1>\r\n    <div class=\"h1-Title-Sub cs-Sub\">\r\n        Business Forecasting\r\n    <\/div>\r\n    \r\n    <div class=\"h1-Title-Main h1-Title-Effect cs-Main\">\r\n        Hybrid Forecasting\r\n    <\/div>\r\n<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6f826c39 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"6f826c39\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8bd1bb3\" data-id=\"8bd1bb3\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-112d7c6d elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"112d7c6d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1920\" height=\"429\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Desktop-Aspect-Ratio.jpg\" class=\"attachment-full size-full wp-image-2069\" alt=\"Case study for pharmaceutical healthcare professionals COVID-19 sales engagement, business forecasting Aspect Ratio\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Desktop-Aspect-Ratio.jpg 1920w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Desktop-Aspect-Ratio-300x67.jpg 300w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Desktop-Aspect-Ratio-1024x229.jpg 1024w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Desktop-Aspect-Ratio-768x172.jpg 768w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Desktop-Aspect-Ratio-1536x343.jpg 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64f83687 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"64f83687\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"235\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Mobile-Aspect-Ratio.jpg\" class=\"attachment-full size-full wp-image-2070\" alt=\"Case study for pharmaceutical healthcare professionals COVID-19 sales engagement, business forecasting Aspect Ratio\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Mobile-Aspect-Ratio.jpg 768w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/07\/pharmaceutical-Healthcare-Professional-Personnel-COVID-19-Sales-Engagement-Header-Mobile-Aspect-Ratio-300x92.jpg 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4ed013e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ed013e8\" 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-2005005b\" data-id=\"2005005b\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2fbc3c03 elementor-widget elementor-widget-spacer\" data-id=\"2fbc3c03\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18e1b2a0 elementor-section-full_width elementor-section-stretched elementor-reverse-tablet elementor-section-height-default elementor-section-height-default\" data-id=\"18e1b2a0\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-a7e958b elementor-hidden-phone\" data-id=\"a7e958b\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1077c80a elementor-widget elementor-widget-image\" data-id=\"1077c80a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"910\" height=\"470\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/09\/covid-19-Pandemic-Analytics-Statistics-Forecasting-Projection-Graph-Chart-Hybrid-Aspect-Ratio.jpg\" class=\"attachment-full size-full wp-image-3629\" alt=\"Traditional forecasting cannot accurately depict the impact on variables post the COVID-19 pandemic\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/09\/covid-19-Pandemic-Analytics-Statistics-Forecasting-Projection-Graph-Chart-Hybrid-Aspect-Ratio.jpg 910w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/09\/covid-19-Pandemic-Analytics-Statistics-Forecasting-Projection-Graph-Chart-Hybrid-Aspect-Ratio-300x155.jpg 300w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/09\/covid-19-Pandemic-Analytics-Statistics-Forecasting-Projection-Graph-Chart-Hybrid-Aspect-Ratio-768x397.jpg 768w\" sizes=\"(max-width: 910px) 100vw, 910px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-42fbbdd4\" data-id=\"42fbbdd4\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-442e6adf elementor-widget elementor-widget-spacer\" data-id=\"442e6adf\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5997f6db elementor-widget elementor-widget-heading\" data-id=\"5997f6db\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">The<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a729c25 elementor-widget elementor-widget-heading\" data-id=\"6a729c25\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Objective<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ceff2b8 elementor-widget elementor-widget-spacer\" data-id=\"ceff2b8\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11c6b1e8 elementor-widget elementor-widget-text-editor\" data-id=\"11c6b1e8\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Traditional forecasting was rendered incomplete with the advent of COVID-19. Teams at Aspect Ratio were tasked with developing forecasting models that were more inclusive of the effects of the COVID-19 pandemic.\u00a0<\/p><p>\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c68fedd elementor-hidden-tablet elementor-hidden-phone elementor-widget elementor-widget-spacer\" data-id=\"3c68fedd\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7a592938 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"7a592938\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3beada7f\" data-id=\"3beada7f\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-26352ea2 elementor-widget elementor-widget-spacer\" data-id=\"26352ea2\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-48bf2078 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"48bf2078\" 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-156f7eff\" data-id=\"156f7eff\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-313754ac elementor-widget elementor-widget-heading\" data-id=\"313754ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Our<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ebcb201 elementor-widget elementor-widget-heading\" data-id=\"2ebcb201\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Approach<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ec78098 elementor-hidden-tablet elementor-hidden-phone elementor-widget elementor-widget-spacer\" data-id=\"1ec78098\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fce04e5 elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fce04e5\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-2501dd4\" data-id=\"2501dd4\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d60d0fb elementor-widget elementor-widget-heading\" data-id=\"d60d0fb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conventional Forecasting Models<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aff210e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"aff210e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67edb28 elementor-widget elementor-widget-text-editor\" data-id=\"67edb28\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Trends inherent in past data are used to estimate future values.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7092db5\" data-id=\"7092db5\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5f00a1f elementor-widget elementor-widget-image\" data-id=\"5f00a1f\" data-element_type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:250,&quot;sticky_effects_offset&quot;:100,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"821\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-798x1024.png\" class=\"attachment-large size-large wp-image-2180\" alt=\"Traditional and conventional forecasting models prior to the COVID-19 pandemic\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-798x1024.png 798w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-234x300.png 234w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-768x986.png 768w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio.png 963w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18d9fc0 elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18d9fc0\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-8f80012\" data-id=\"8f80012\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-356ead4 elementor-widget elementor-widget-heading\" data-id=\"356ead4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Trend Break<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-477bf1f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"477bf1f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9ad699 elementor-widget elementor-widget-text-editor\" data-id=\"b9ad699\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>COVID-19 led to a &#8216;trend break&#8217; &#8211; making pre-COVID data not directly usable for forecasts.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-b7818c9\" data-id=\"b7818c9\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d58dbbb elementor-widget elementor-widget-image\" data-id=\"d58dbbb\" data-element_type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:250,&quot;sticky_effects_offset&quot;:100,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"821\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-798x1024.png\" class=\"attachment-large size-large wp-image-2181\" alt=\"Trend break renders data available from pre-COVID-19 pandemic periods unusable and inaccurate\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-798x1024.png 798w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-234x300.png 234w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-768x986.png 768w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio.png 963w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fe2090e elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fe2090e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-421287b\" data-id=\"421287b\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-758d4f9 elementor-widget elementor-widget-heading\" data-id=\"758d4f9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hybrid Approach<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6942e4b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6942e4b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-509cdc9 elementor-widget elementor-widget-text-editor\" data-id=\"509cdc9\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A hybrid approach was formulated that made use of external data such as those extracted from sources like Google Trends and COVID-19 case counts.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1844864\" data-id=\"1844864\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e8f2194 elementor-widget elementor-widget-image\" data-id=\"e8f2194\" data-element_type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:250,&quot;sticky_effects_offset&quot;:100,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"821\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-798x1024.png\" class=\"attachment-large size-large wp-image-2178\" alt=\"Hybrid business forecasting models that uses data from external sources such as Google Trends and COVID-19 case counts to provide more accurate forecasts\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-798x1024.png 798w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-234x300.png 234w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-768x986.png 768w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio.png 963w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6bb6535 elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6bb6535\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-aba2b10\" data-id=\"aba2b10\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-271e1fc elementor-widget elementor-widget-heading\" data-id=\"271e1fc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Better Forecasts<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e672c8d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"e672c8d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f36d366 elementor-widget elementor-widget-text-editor\" data-id=\"f36d366\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Using Predictive Modelling, we were able to assess the impact of COVID-19 and account for it in the forecasts.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-fea573d\" data-id=\"fea573d\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-89dff10 elementor-widget elementor-widget-image\" data-id=\"89dff10\" data-element_type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"616\" height=\"1024\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Desktop-PNG-616x1024.png\" class=\"attachment-large size-large wp-image-2216\" alt=\"Predictive modelling allows for more accurate forecasts, Business Forecasting Aspect Ratio\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Desktop-PNG-616x1024.png 616w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Desktop-PNG-181x300.png 181w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Desktop-PNG-768x1276.png 768w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Desktop-PNG-924x1536.png 924w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Desktop-PNG.png 963w\" sizes=\"(max-width: 616px) 100vw, 616px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2368c05 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2368c05\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-30dbb8c\" data-id=\"30dbb8c\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2f4113e elementor-widget elementor-widget-heading\" data-id=\"2f4113e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conventional Forecasting Models<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-877e84e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"877e84e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf13f42 elementor-widget elementor-widget-text-editor\" data-id=\"bf13f42\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Trends inherent in past data are used to estimate future values.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-683d2af\" data-id=\"683d2af\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ce17bf1 elementor-hidden-desktop elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"ce17bf1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"629\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-Tablet.jpg\" class=\"attachment-large size-large wp-image-2213\" alt=\"Traditional and conventional forecasting models prior to the COVID-19 pandemic\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-Tablet.jpg 704w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-Tablet-300x295.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f637155 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"f637155\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"480\" height=\"472\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-Mobile.jpg\" class=\"attachment-large size-large wp-image-2212\" alt=\"Traditional and conventional forecasting models prior to the COVID-19 pandemic\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-Mobile.jpg 480w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/traditional-Forecasting-Pre-COVID-19-Case-Study-Aspect-Ratio-Mobile-300x295.jpg 300w\" sizes=\"(max-width: 480px) 100vw, 480px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dbca926 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dbca926\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-3f0cf45\" data-id=\"3f0cf45\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c8233c5 elementor-widget elementor-widget-heading\" data-id=\"c8233c5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Trend Break<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b124148 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b124148\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dde9c74 elementor-widget elementor-widget-text-editor\" data-id=\"dde9c74\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>COVID-19 led to a \u2018trend break\u2019 \u2013 making pre-COVID data not directly usable for forecasts.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-51fe8c7\" data-id=\"51fe8c7\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b2bed6 elementor-hidden-desktop elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"3b2bed6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"629\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Tablet.jpg\" class=\"attachment-large size-large wp-image-2215\" alt=\"Trend break renders data available from pre-COVID-19 pandemic periods unusable and inaccurate\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Tablet.jpg 704w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Tablet-300x295.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5df8bc6 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"5df8bc6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"480\" height=\"472\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Mobile.jpg\" class=\"attachment-large size-large wp-image-2214\" alt=\"Trend break renders data available from pre-COVID-19 pandemic periods unusable and inaccurate\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Mobile.jpg 480w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/trend-Break-Disruption-Forecasting-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Mobile-300x295.jpg 300w\" sizes=\"(max-width: 480px) 100vw, 480px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6db87d8 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6db87d8\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-c5faea4\" data-id=\"c5faea4\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-332e113 elementor-widget elementor-widget-heading\" data-id=\"332e113\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hybrid Approach<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13e517c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"13e517c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3139162 elementor-widget elementor-widget-text-editor\" data-id=\"3139162\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A hybrid approach was formulated that made use of external data such like extracted from sources such as Google Trends and COVID-19 case counts.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-cedb87d\" data-id=\"cedb87d\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4d5c476 elementor-hidden-desktop elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"4d5c476\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"629\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-Tablet.jpg\" class=\"attachment-large size-large wp-image-2208\" alt=\"Hybrid business forecasting models that uses data from external sources such as Google Trends and COVID-19 case counts to provide more accurate forecasts\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-Tablet.jpg 704w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-Tablet-300x295.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ed4f6d elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"4ed4f6d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"480\" height=\"472\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-Mobile.jpg\" class=\"attachment-large size-large wp-image-2207\" alt=\"Hybrid business forecasting models that uses data from external sources such as Google Trends and COVID-19 case counts to provide more accurate forecasts\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-Mobile.jpg 480w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/hybrid-Forecasting-Google-Trends-COVID-19-Case-Counts-Data-Case-Study-Aspect-Ratio-Mobile-300x295.jpg 300w\" sizes=\"(max-width: 480px) 100vw, 480px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5fb11a0 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5fb11a0\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-4232a21\" data-id=\"4232a21\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7fab4cc elementor-widget elementor-widget-heading\" data-id=\"7fab4cc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Better Forecasts<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87b71b7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"87b71b7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c79f7e7 elementor-widget elementor-widget-text-editor\" data-id=\"c79f7e7\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Using Predictive Modelling, we were able to assess the impact of COVID-19 and account for it in the forecasts.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-acf45fd\" data-id=\"acf45fd\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-002c9ed elementor-hidden-desktop elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"002c9ed\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"629\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Tablet.jpg\" class=\"attachment-large size-large wp-image-2211\" alt=\"Predictive modelling allows for more accurate forecasts, Business Forecasting Aspect Ratio\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Tablet.jpg 704w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Tablet-300x295.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-922d0c7 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"922d0c7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"480\" height=\"472\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Mobile.jpg\" class=\"attachment-large size-large wp-image-2210\" alt=\"Predictive modelling allows for more accurate forecasts, Business Forecasting Aspect Ratio\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Mobile.jpg 480w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/08\/predictive-Modelling-Accurate-Forecasting-Post-After-COVID-19-Pandemic-Case-Study-Aspect-Ratio-Mobile-300x295.jpg 300w\" sizes=\"(max-width: 480px) 100vw, 480px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-774fbfc9 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"774fbfc9\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\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-417e2bb6\" data-id=\"417e2bb6\" data-element_type=\"column\" data-settings=\"{&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1feabf84 elementor-widget elementor-widget-spacer\" data-id=\"1feabf84\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75220b9c elementor-widget elementor-widget-html\" data-id=\"75220b9c\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1>\r\n    <div class=\"h1-Title-Sub\">\r\n        Other Similar\r\n    <\/div>\r\n    \r\n    <div class=\"h1-Title-Main h1-Title-Effect\">\r\n        Case Studies\r\n    <\/div>\r\n<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66fe8295 elementor-widget elementor-widget-spacer\" data-id=\"66fe8295\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3f8c56e1 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"3f8c56e1\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7b82b608\" data-id=\"7b82b608\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-78d6e883 elementor-widget elementor-widget-spacer\" data-id=\"78d6e883\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d9b42df elementor-widget elementor-widget-heading\" data-id=\"5d9b42df\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Range<br>Forecasting<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-288b1842 elementor-widget elementor-widget-text-editor\" data-id=\"288b1842\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Using Monte Carlo Simulations to understand the breadth of future uncertainty that traditional forecasting fails to address.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e41ab63 elementor-widget elementor-widget-html\" data-id=\"e41ab63\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<a href = \"https:\/\/www.aspectratioai.com\/case-studies\/business-forecasting\/range-forecasting\/\" title = \"Case study on how Aspect Ratio  developed models that provided forecasts for numerous scenarios, with probabilities for each\">\r\n<div style = \"display:flex; justify-content: center;\">\r\n<button class=\"learn-more\" style =\"width:14rem;\">\r\n    <span class=\"circle\" aria-hidden=\"true\">\r\n      <span class=\"icon arrow\"><\/span>\r\n    <\/span>\r\n    <span class=\"button-text\">View Study<\/span>\r\n  <\/button>\r\n <\/div>\r\n<\/a>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bf5e6ab elementor-widget elementor-widget-spacer\" data-id=\"3bf5e6ab\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-98913fa\" data-id=\"98913fa\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3d00788b elementor-widget elementor-widget-spacer\" data-id=\"3d00788b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6511b548 elementor-widget elementor-widget-heading\" data-id=\"6511b548\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Self-Balancing<br>Inventory<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67ede55f elementor-widget elementor-widget-text-editor\" data-id=\"67ede55f\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Optimizing inventory management for a retail chain for non-perishable products.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d84a0be elementor-widget elementor-widget-html\" data-id=\"d84a0be\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<a href = \"https:\/\/www.aspectratioai.com\/case-studies\/business-forecasting\/retail-chain-self-balancing-inventory\/\" title = \"Case study on how Aspect Ratio developed a self-balancing algorithm, avoiding a retail chain from stocking large amounts of obsolete inventory\">\r\n<div style = \"display:flex; justify-content: center;\">\r\n<button class=\"learn-more\" style =\"width:14rem;\">\r\n    <span class=\"circle\" aria-hidden=\"true\">\r\n      <span class=\"icon arrow\"><\/span>\r\n    <\/span>\r\n    <span class=\"button-text\">View Study<\/span>\r\n  <\/button>\r\n <\/div>\r\n<\/a>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62029426 elementor-widget elementor-widget-spacer\" data-id=\"62029426\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-77150e42 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"77150e42\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-342f2ce5\" data-id=\"342f2ce5\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_teleporter_use&quot;:false}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-749ebcc0 elementor-widget elementor-widget-spacer\" data-id=\"749ebcc0\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-691a3c7a elementor-widget elementor-widget-heading\" data-id=\"691a3c7a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Have A Challenging<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62078ba9 elementor-widget elementor-widget-heading\" data-id=\"62078ba9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Requirement?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b035b6e elementor-widget elementor-widget-spacer\" data-id=\"2b035b6e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39095b82 elementor-widget elementor-widget-text-editor\" data-id=\"39095b82\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Let\u2019s open a conversation on how Aspect Ratio can give your organization a competitive edge.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e096ac2 elementor-button-align-center elementor-widget elementor-widget-form\" data-id=\"2e096ac2\" data-element_type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"Case-Studies-Inquiry\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"2168\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"2e096ac2\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Aspect Ratio\" \/>\n\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-33 elementor-field-required elementor-mark-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" 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elementor-field-group elementor-column elementor-field-group-field_f7b995f elementor-col-33\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_f7b995f\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tOrganization\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_f7b995f]\" id=\"form-field-field_f7b995f\" class=\"elementor-field elementor-size-md  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_4969493 elementor-col-33\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_4969493\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tDesignation\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_4969493]\" id=\"form-field-field_4969493\" class=\"elementor-field elementor-size-md  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elementor-element-7fb79af8 elementor-widget elementor-widget-heading\" data-id=\"7fb79af8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Our<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba64c5a elementor-widget elementor-widget-heading\" data-id=\"ba64c5a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Services<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c6a07eb elementor-widget elementor-widget-spacer\" data-id=\"5c6a07eb\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6049651f elementor-widget elementor-widget-html\" data-id=\"6049651f\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<a href = \"https:\/\/www.aspectratioai.com\/advanced-analytics-service\" title = \"Gain valuable insights from structured and unstructured data using advanced analytical algorithms\">\n<h4 class = \"other-Services-Title-New\">\n    Advanced<br>Analytics\n<\/h4>\n<\/a>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1d38aa elementor-widget elementor-widget-image\" data-id=\"b1d38aa\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"450\" height=\"3\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line.png\" class=\"attachment-large size-large wp-image-581\" alt=\"\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line.png 450w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-300x2.png 300w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-330x3.png 330w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d9e2d3e elementor-widget elementor-widget-html\" data-id=\"5d9e2d3e\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<a href = \"https:\/\/www.aspectratioai.com\/business-forecasting-service\" title = \"Platform-independent bespoke solutions that allow a business to foresee numerous future what-if scenarios through an exciting user interface\">\n<h4 class = \"other-Services-Title-New\">\n    Business<br>Forecasting\n<\/h4>\n<\/a>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-539ef663 elementor-widget elementor-widget-image\" data-id=\"539ef663\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"450\" height=\"3\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line.png\" class=\"attachment-large size-large wp-image-581\" alt=\"\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line.png 450w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-300x2.png 300w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-330x3.png 330w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c0d50d5 elementor-widget elementor-widget-html\" data-id=\"4c0d50d5\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<a href = \"https:\/\/www.aspectratioai.com\/process-automation-service\" title = \"A wide range of business process automation solutions help execute mundane tasks, freeing up employees to work on projects that best utilize their skill sets\">\n<h4 class = \"other-Services-Title-New\">\n    Process<br>Automation\n<\/h4>\n<\/a>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61ffb9d6 elementor-widget elementor-widget-image\" data-id=\"61ffb9d6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"450\" height=\"3\" src=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line.png\" class=\"attachment-large size-large wp-image-581\" alt=\"\" srcset=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line.png 450w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-300x2.png 300w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-330x3.png 330w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6abe89d0 elementor-widget elementor-widget-html\" data-id=\"6abe89d0\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div 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https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-300x2.png 300w, https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/06\/other-Services-Divider-Line-330x3.png 330w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e924672 elementor-widget elementor-widget-html\" data-id=\"6e924672\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<a href = \"https:\/\/www.aspectratioai.com\/market-intelligence-service\" title = \"Gain a 360 degree view of external environments, enabling strategic decision-making for a more targeted approach\">\n<h4 class = \"other-Services-Title-New\">\n    Market<br>Intelligence\n<\/h4>\n<\/a>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Business Forecasting Hybrid Forecasting The Objective Traditional forecasting was rendered incomplete with the advent of COVID-19. Teams at Aspect Ratio were tasked with developing forecasting models that were more inclusive of the effects of the COVID-19 pandemic.\u00a0 \u00a0 Our Approach Conventional Forecasting Models Trends inherent in past data are used to estimate future values.\u00a0 Trend [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3629,"parent":2593,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_canvas","meta":{"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Hybrid Forecasting Business Forecasting Case Study - Aspect Ratio<\/title>\n<meta name=\"description\" content=\"Traditional forecasting was rendered incomplete due to the COVID-19 pandemic. Aspect Ratio developed models that factored in the pandemic\" \/>\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.aspectratioai.com\/case-studies\/business-forecasting\/hybrid-forecasting\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Hybrid Forecasting Business Forecasting Case Study - Aspect Ratio\" \/>\n<meta property=\"og:description\" content=\"Traditional forecasting was rendered incomplete due to the COVID-19 pandemic. Aspect Ratio developed models that factored in the pandemic\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.aspectratioai.com\/case-studies\/business-forecasting\/hybrid-forecasting\/\" \/>\n<meta property=\"og:site_name\" content=\"Aspect Ratio\" \/>\n<meta property=\"article:modified_time\" content=\"2022-07-12T10:09:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.aspectratioai.com\/wp-content\/uploads\/2021\/09\/covid-19-Pandemic-Analytics-Statistics-Forecasting-Projection-Graph-Chart-Hybrid-Aspect-Ratio.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"910\" \/>\n\t<meta property=\"og:image:height\" content=\"470\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Hybrid Forecasting Business Forecasting Case Study - Aspect Ratio\" \/>\n<meta name=\"twitter:description\" content=\"Traditional forecasting was rendered incomplete due to the COVID-19 pandemic. 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