{"id":2675,"date":"2020-04-30T09:00:47","date_gmt":"2020-04-30T13:00:47","guid":{"rendered":"http:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/?p=2675"},"modified":"2020-06-04T14:23:11","modified_gmt":"2020-06-04T18:23:11","slug":"forecasting_during_covid-19","status":"publish","type":"post","link":"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/forecasting_during_covid-19\/","title":{"rendered":"COVID-19: Forecasting During Covid-19 without a Crystal Ball"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column][alternating_content_container]\t<div class=\"alternating-content-item-wrapper bg-light\">\n\t\t\t\t\t\t\t\t\t<div class=\"alternating-content-item-image center-center\" style=\"background-image: url('https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/04\/Covid-Series-4-LG-800x533.png'); background-size: contain;\"><\/div>\n\t\t\t\t\t\t\t<div class=\"alternating-content-item-content-container\">\n\t\t\t<div class=\"alternating-content-item-inner\">\n\t\t\t\t\t\t\t\t\t<span class=\"alternating-content-item-decor\">\n\t\t\t\t\t\tBlog 4\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h2 class=\"alternating-content-item-heading\">\n\t\t\t\t\t\tCOVID-19 Mini Series\t\t\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"alternating-content-item-content\">\n\t\t\t\t\t\t<p>In this blog, we discuss\u00a0the use of estimates, judgement, and forecasts in the context of Covid-19.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n[\/alternating_content_container][basic_container container_size=&#8221;container container-narrow&#8221;][vc_column_text]<\/p>\n<h4><strong><em>This is the fourth blog in Davis Martindale\u2019s \u201cCovid-19 Mini Series\u201d.\u00a0<\/em><\/strong><\/h4>\n<p><strong>In our previous Covid-19 blogs, we discussed:<\/strong><\/p>\n<ol>\n<li><a href=\"http:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/covid-19-mini-series\/\">the timeline of the build up to the current social distancing measures<\/a>;<\/li>\n<li><a href=\"http:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/covid_19_known_or_knowable\/\">use of hindsight in valuation -whether knowledge of the economic impact of Covid-19 can be incorporated into a value determination<\/a>; and<\/li>\n<li><a href=\"http:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/covid-19-valuation-disclosures-limitations-and-bridging-letters\/\">potential Covid-19 disclosures, and reporting options that you may see in valuation reports<\/a>.<\/li>\n<\/ol>\n<p><strong>In this blog, we discuss\u00a0the use of estimates, judgement, and forecasts in the context of Covid-19.<\/strong><\/p>\n<p>We are living through a very challenging and uncertain time. There isn\u2019t any doubt that the Covid-19 crisis has caused health, social, and economic impacts worldwide. This has led to public policy measures being implemented to contain the virus\u2019 spread, which have resulted in significant operational disruptions for many companies. These public policy measures have forced businesses to respond in real time to new information, and advice.<\/p>\n<p>Stock markets are being tested with daily volatility, as businesses of all sizes have been affected. But do the indicators affecting the stock markets, and large public companies, translate to having a similar affect in value for small and medium sized entities?<\/p>\n<p>This depends on many factors. All valuations require the use of both estimates, and judgement. The impact of this pandemic will place increased emphasis on estimates, and judgement used for 2020 valuation dates. While most sectors are negatively impacted, some are thriving. The pandemic will create distinct winners and losers.<\/p>\n<h4>Forecasting Future Results Considerations<\/h4>\n<p>An important factor to consider when forecasting future economic results, and valuing a business during Covid-19, is how long the disruption is expected to last. While assessing recovery expectations, one may consider the different shapes of economic recovery that are possible during, and after Covid-19:<\/p>\n<ul>\n<li><strong>V-shaped recession<\/strong>\u00a0whereby the economy suffers a sharp but brief period of economic decline with a clearly defined trough, followed by a strong recovery;<\/li>\n<li><strong>U-shaped recession<\/strong>\u00a0which is longer than a V-shaped recession, and has a less-clearly defined trough;<\/li>\n<li><strong>W-shaped recession<\/strong>\u00a0which is also known as a double dip recovery, is when the economy falls into a recession, recovers with a short period of growth, then a slower period of growth (possibly a recession), before finally recovering; and<\/li>\n<li><strong>L-shaped recession<\/strong>\u00a0or depression occurs when an economy has a severe recession, and does not return to trend line growth for many years.<\/li>\n<\/ul>\n<p>While it may be too soon to predict what the shape of the economic recovery following Covid-19 will look like, business owners may wish to consider multiple forecasting and planning scenarios, based on the options set out above. Depending on the industry, the use of multiple scenarios could be a useful tool in valuing a business during 2020, and beyond.<\/p>\n<h4>Other general factors to consider in valuing a business during Covid-19 include:<\/h4>\n<ul>\n<li>Which sector and industry does the business operate in?<\/li>\n<li>How will the business continue to deliver its products and services during this disruption?<\/li>\n<li>How quickly will the business recover when things go back to normal, whatever the new normal may be?<\/li>\n<li>How concentrated or diversified is the customer base? How are they impacted?<\/li>\n<li>How concentrated or diversified are the business vendors and suppliers, and are they impacted in a way that affects the business?<\/li>\n<li>How does technology help, or hinder the delivery of products or services?<\/li>\n<li>How will cash and working capital be managed?<\/li>\n<li>Does the business hold off on certain capital expenditures, or in some cases accelerate them?<\/li>\n<li>Was the business highly levered prior to the crisis? Do they have access to capital?<\/li>\n<\/ul>\n<p>Economic growth forecasts are at this point uncertain. Economic growth is expected to shrink, which coupled with low oil prices is anticipated to lead to a global recession. While Covid-19\u2019s impacts may not yet be known or quantifiable, it has become quite clear that everyone is impacted in one way or another. Many businesses are shutting down, deferring transactions, deferring capital spending, and having to revise their business models.<a href=\"#sources\">[1]<\/a><\/p>\n<p>But what does this mean to valuations specifically? In our next blog, we will explore Covid-19\u2019s impact on valuation approaches and risk rates.<\/p>\n<p><strong>If you would like a further discussion on any of the topics covered in our mini series, please do not hesitate to <span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.davismartindale.com\/valuation\/\">c<\/a><\/span><\/strong><span style=\"text-decoration: underline;\"><strong><a href=\"http:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/services\/business-valuation-services\/\">all our team<\/a><\/strong><\/span><strong>.\u00a0<\/strong>[\/vc_column_text][\/basic_container][basic_container container_size=&#8221;container container-narrow&#8221;]<div class=\"templatera_shortcode\"><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"basic-container row   \" >\n\t<div class=\"bg-overlay none\"><\/div>\n\t<div 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Louise\" title=\"Louise Poole - Valuation &amp; Litigation Partner - Davis Martindale\" loading=\"lazy\"><\/div>\n\t\t<\/figure>\n\t<\/div>\n<\/body><\/html>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h5 style=\"text-align: center;\"><a href=\"http:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/team-members\/louise-poole\/\">Louise Poole<\/a><\/h5>\n<p style=\"text-align: center;\">CPA, CA, CBV, CFF<strong><br \/>\nPartner<br \/>\nValuation &amp; Litigation<\/strong><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-3\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><!DOCTYPE html PUBLIC \"-\/\/W3C\/\/DTD HTML 4.0 Transitional\/\/EN\" \"http:\/\/www.w3.org\/TR\/REC-html40\/loose.dtd\">\n<html><body><div class=\"wpb_single_image wpb_content_element vc_align_center wpb_content_element\">\n\t\t\n\t\t<figure class=\"wpb_wrapper vc_figure\">\n\t\t\t<div class=\"vc_single_image-wrapper vc_box_border  vc_box_border_grey\"><img decoding=\"async\" class=\"vc_single_image-img \" src=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Korab-Ferati-3-2020-200x200.jpg\" width=\"200\" height=\"200\" alt=\"Head shot of Korab\" title=\"Korab Ferati-3-2020\" loading=\"lazy\"><\/div>\n\t\t<\/figure>\n\t<\/div>\n<\/body><\/html>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h5 style=\"text-align: center;\"><a href=\"http:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/team-members\/korab-ferati\/\">Korab Ferati<\/a><\/h5>\n<p style=\"text-align: center;\">CPA, CMA<strong><br \/>\nAssociate<br \/>\nValuation<\/strong><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-3\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-3\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/div>\n\t<\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div>[\/basic_container][\/vc_column][\/vc_row][vc_row][vc_column el_id=&#8221;sources&#8221;][basic_container container_size=&#8221;container container-narrow&#8221;][vc_empty_space][vc_column_text]<strong>Information Sources:<\/strong><\/p>\n<p><a href=\"https:\/\/www.davismartindale.com\/blog-posts\/covid-19-mini-series\/#_ftnref1\" name=\"_ftn1\">[1]<\/a> <a href=\"https:\/\/cbvinstitute.com\/wp-content\/uploads\/2020\/03\/COVID-Valuations-ENG.pdf\">https:\/\/cbvinstitute.com\/wp-content\/uploads\/2020\/03\/COVID-Valuations-ENG.pdf<\/a>[\/vc_column_text][\/basic_container][\/vc_column][\/vc_row][vc_row][vc_column][basic_container container_size=&#8221;container-fluid&#8221;]<div class=\"templatera_shortcode\"><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\t<div class=\"row\">\n\t\t<div class=\"general-cta background-image-loading   image   bg-center\"  data-src=\"<149:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-450x150.jpg,<319:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-960x320.jpg,<479:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-1440x480.jpg,<767:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-1600x533.jpg,<991:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-1600x533.jpg,<1199:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-1600x533.jpg,<1399:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-1600x533.jpg,>1400:https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/03\/Valuations-Group-8x2.75-1-1600x533.jpg\">\n\t\t\t\t\t\t<div class=\"general-cta-overlay overlay-primary\"><\/div>\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"general-cta-box\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"general-cta-content\">\n\t\t\t\t\t\t\t\t<h2 style=\"text-align: center;\">Work With Us<\/h2>\n<p style=\"text-align: center;\">Our Valuation Advisors are ready to have<br \/>\na personalized discussion with you.<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"general-cta-button\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/services\/business-valuation-and-litigation\/\" target=\"\" class=\"btn btn-primary \" title=\"Business Valuation Services\">\n\t\t\t\t\t\t\t\t\tLearn More\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t    \t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><\/div>[\/basic_container]<div class=\"clearfix global-margin-y\"><\/div>[\/vc_column][\/vc_row][vc_row][vc_column][basic_container]<div class=\"post-listing blogs-items blogs-no-category-sidebar blogs-items-layout-\"\">\r\n\t\t\t\t\t\t\t\t\t<a class=\"post-listing__item\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/valuation-earnings-adjustments\/\">\r\n\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-listing__item__image\" style=\"background-image: url(https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/08\/Valuation-Earnings-Adjustments-LG-622x622.png)\"><\/div>\r\n\t\t\t\t\t\r\n\t\t\t\t\t<h2 class=\"h3 post-listing__item__title\">\r\n\t\t\t\t\t\tUnderstanding Valuation Earnings Adjustments\t\t\t\t\t<\/h2>\r\n\r\n\t\t\t\t\t\r\n\t\t\t\t\t<p>Valuations are prepared on the notion that value is prospective; in other words, the value of a business or asset is based on the returns ...<\/p>\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"btn btn-primary btn-sm post-listing__item__button\">Read More<\/span>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t<a class=\"post-listing__item\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/business_valuation_engagement_joint_retainer\/\">\r\n\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-listing__item__image\" style=\"background-image: url(https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/06\/Engagement-Process-Part-2-768x768.png)\"><\/div>\r\n\t\t\t\t\t\r\n\t\t\t\t\t<h2 class=\"h3 post-listing__item__title\">\r\n\t\t\t\t\t\tThe Process of a Business Valuation \u2013 Engagement by Multiple Parties\t\t\t\t\t<\/h2>\r\n\r\n\t\t\t\t\t\r\n\t\t\t\t\t<p>Chartered Business Valuators (\u201cCBV\u201d) are often jointly retained by parties in an attempt to identify and resolve issues in dispute. When properly conducted, joint engagements ...<\/p>\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"btn btn-primary btn-sm post-listing__item__button\">Read More<\/span>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t<a class=\"post-listing__item\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/business_valuation_engagements\/\">\r\n\t\t\t\t<div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-listing__item__image\" style=\"background-image: url(https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/app\/uploads\/2020\/06\/Engagement-Process-Part-1-747x747.png)\"><\/div>\r\n\t\t\t\t\t\r\n\t\t\t\t\t<h2 class=\"h3 post-listing__item__title\">\r\n\t\t\t\t\t\tThe Process of a Business Valuation \u2013 Engagement by One Party\t\t\t\t\t<\/h2>\r\n\r\n\t\t\t\t\t\r\n\t\t\t\t\t<p>You\u2019ve decided to engage a Chartered Business Valuator (\u201cCBV\u201d) to value your business. Perhaps you\u2019re looking to\u00a0sell your business\u00a0and want to get an idea what ...<\/p>\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"btn btn-primary btn-sm post-listing__item__button\">Read More<\/span>\r\n\t\t\t\t\t\t\t<\/a>\r\n\t\t\r\n\t\t\t\t\t<div class=\"blogs-paging\">\r\n\t\t\t\t<div class=\"nav-previous\"><\/div>\r\n\t\t\t\t<div class=\"blog-page-count\">\r\n\t\t\t\t\t<a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/\">1<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/2\/\">2<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/3\/\">3<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/4\/\">4<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/5\/\">5<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/6\/\">6<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/7\/\">7<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/8\/\">8<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/9\/\">9<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/10\/\">10<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/11\/\">11<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/12\/\">12<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/13\/\">13<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/14\/\">14<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/15\/\">15<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/16\/\">16<\/a><a class=\"page-count-link\" href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/17\/\">17<\/a>\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"nav-next\"><a href=\"https:\/\/stage.tbkdev.com\/dev\/davismartindale.com\/src\/wp-json\/wp\/v2\/posts\/2675\/page\/2\/\" >Next<\/a><\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n[\/basic_container][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"Blog The Benefits and Pitfalls of Jointly Retained Engagements This blog outlines the six important steps to your business valuation engagement with Davis Martindale Advisory Services. You\u2019ve decided to engage a Chartered Business Valuator (\u201cCBV\u201d) to value your business. Perhaps you\u2019re looking to\u00a0sell your business\u00a0and want to get an idea what it may be worth. [...]","protected":false},"author":2,"featured_media":2859,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-2675","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-valuation-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>COVID-19: Forecasting During Covid-19 without a Crystal Ball - Davis Martindale Blog<\/title>\n<meta name=\"description\" content=\"In blog 4 of our Covid-19 Mini Series, we discuss the use of estimates, judgement, and forecasts in the context of Covid-19.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"COVID-19: Forecasting During Covid-19 without a Crystal Ball - 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