{"id":15860,"date":"2022-10-03T22:47:32","date_gmt":"2022-10-04T02:47:32","guid":{"rendered":"https:\/\/d3.harvard.edu\/platform-digit\/?post_type=hck-submission&#038;p=15860"},"modified":"2022-10-03T22:48:45","modified_gmt":"2022-10-04T02:48:45","slug":"big-data-at-the-weather-company","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/big-data-at-the-weather-company\/","title":{"rendered":"The Weather Company: Using Big Data to Drive Marketing Insights"},"content":{"rendered":"\n\n\n<p>In 2012, The Weather Company (TWC) was at a crossroads. Founded in 1982 as \u201cThe Weather Channel,\u201d the company\u2019s core business <a href=\"https:\/\/www.digitalvidya.com\/blog\/case-study-the-weather-companytwc-found-big-business-in-big-data\/\">centered on<\/a> cable television programming, including weather forecasts and other weather-related content such as documentaries. But for years, <a href=\"https:\/\/medium.com\/@higrina\/case-study-the-weather-company-twc-analyzing-business-opportunities-that-leverage-its-big-data-ae2cc088bbed\">viewership had been declining<\/a> in the face of \u201ccord-cutting\u201d by consumers, as well as the proliferation of digital weather tools made ubiquitous by the smartphone. Yet, TWC had no mobile weather app\u2014indeed, <a href=\"https:\/\/www.google.com\/url?sa=t&amp;rct=j&amp;q=&amp;esrc=s&amp;source=web&amp;cd=&amp;ved=2ahUKEwifkfnNtMX6AhUdkYkEHR6fAyoQFnoECD0QAQ&amp;url=https%3A%2F%2Fwww.heidrick.com%2F-%2Fmedia%2F60B309FAF8CE4FDDB073D79E44AAACE2.ashx&amp;usg=AOvVaw35A6TesVD-hprCFC9UKykJ\">no real online presence to speak of<\/a>.<\/p>\n\n\n\n<p>Confronting these headwinds, the company embarked on an ambitious plan to leverage big data to propel the company into new, digital-first business verticals. The company <a href=\"https:\/\/www.nytimes.com\/2012\/10\/22\/business\/media\/weather-channels-parent-company-is-renamed.html\">announced its pivot<\/a> by rebranding as \u201cThe Weather Company.\u201d The embrace of data analytics was a natural next step despite the company\u2019s decades-long roots in the cable television business. <a href=\"https:\/\/www.informationweek.com\/software-platforms\/big-data-reshapes-weather-channel-predictions\">Said CTO Bryson Koelher<\/a>: \u201cWeather is the original big data application\u2026 when mainframes first came about, one of the first applications was a weather forecasting model.\u201d<\/p>\n\n\n\n<p><strong>The company\u2019s digital transformation entailed three main steps:<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left\"><strong>First<\/strong>, TWC augmented its deep bench of talent in meteorology and atmospheric physics by <a href=\"https:\/\/www.analyticsinsight.net\/what-makes-the-weather-channel-the-best-forecaster-in-the-world\/\">hiring data scientists and machine learning experts<\/a> to work on cross-disciplinary teams building more complex forecasting models integrating a wider array of data. Relatedly, it expanded its pool of weather data by acquiring Weather Underground, which offered a weather app that used \u201c<a href=\"https:\/\/www.google.com\/url?sa=t&amp;rct=j&amp;q=&amp;esrc=s&amp;source=web&amp;cd=&amp;cad=rja&amp;uact=8&amp;ved=2ahUKEwih0eiAuMX6AhXDrokEHa97Ah0QFnoECC4QAQ&amp;url=https%3A%2F%2Fwww.heidrick.com%2F-%2Fmedia%2F60B309FAF8CE4FDDB073D79E44AAACE2.ashx&amp;usg=AOvVaw35A6TesVD-hprCFC9UKykJ\">crowd-sourced microclimate data<\/a>\u201d to offer precise weather forecasts through its mobile app.&nbsp;<\/p>\n\n\n\n<p><strong>Second<\/strong>, TWC overhauled its IT infrastructure by moving its 13 data centers into the cloud and integrating the \u201c<a href=\"https:\/\/www.informationweek.com\/software-platforms\/big-data-reshapes-weather-channel-predictions\">loose-knit collection of aging applications<\/a>\u201d constituting its legacy platform into a single integrated data platform. This integration not only enabled more efficient data analytics processing, but it also made it easier for third-party partners to plug into the platform. Costs for each API call\u2014when a third-party application called on TWC servers to access weather data\u2014<a href=\"https:\/\/www.google.com\/url?sa=t&amp;rct=j&amp;q=&amp;esrc=s&amp;source=web&amp;cd=&amp;cad=rja&amp;uact=8&amp;ved=2ahUKEwih0eiAuMX6AhXDrokEHa97Ah0QFnoECC4QAQ&amp;url=https%3A%2F%2Fwww.heidrick.com%2F-%2Fmedia%2F60B309FAF8CE4FDDB073D79E44AAACE2.ashx&amp;usg=AOvVaw35A6TesVD-hprCFC9UKykJ\">plummeted to 1\/70th<\/a> of the cost under the pre-cloud infrastructure, driving customer growth. Today, TWC is one of the world\u2019s largest API platforms, with over 25,000 partners and over <a href=\"https:\/\/www.google.com\/url?sa=t&amp;rct=j&amp;q=&amp;esrc=s&amp;source=web&amp;cd=&amp;cad=rja&amp;uact=8&amp;ved=2ahUKEwih0eiAuMX6AhXDrokEHa97Ah0QFnoECC4QAQ&amp;url=https%3A%2F%2Fwww.heidrick.com%2F-%2Fmedia%2F60B309FAF8CE4FDDB073D79E44AAACE2.ashx&amp;usg=AOvVaw35A6TesVD-hprCFC9UKykJ\">26 billion daily API calls<\/a>.&nbsp;<\/p>\n\n\n\n<p><strong>Third<\/strong>, TWC began a period of experimentation to understand new verticals where its big data strategy would generate value for its business customers. A key vertical that emerged was marketing and advertising. TWC hoped to generate hyper-localized insights about consumers\u2019 behavior by analyzing \u201c<a href=\"https:\/\/www.wsj.com\/articles\/SB10001424127887323639704579012674092402660\">when, where and how often people check the weather<\/a>,\u201d which would allow businesses to better target their advertisements.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/10\/PJ-BP966_WEATHE_P_20130814192117.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"749\" height=\"499\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/10\/PJ-BP966_WEATHE_P_20130814192117.jpg\" alt=\"\" class=\"wp-image-15867\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/10\/PJ-BP966_WEATHE_P_20130814192117.jpg 749w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/10\/PJ-BP966_WEATHE_P_20130814192117-300x200.jpg 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/10\/PJ-BP966_WEATHE_P_20130814192117-600x400.jpg 600w\" sizes=\"auto, (max-width: 749px) 100vw, 749px\" \/><\/a><figcaption><em><strong>Consumers in humid locales were targeted with anti-frizz hair products whereas consumers in dry locales were targeted with volumizing hair products<\/strong><\/em>. <em>Source: <a href=\"https:\/\/www.wsj.com\/articles\/SB10001424127887323639704579012674092402660\">Wall Street Journal.<\/a><\/em><\/figcaption><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><strong>TWC\u2019s early experiments yielded surprising findings, according to a <a href=\"https:\/\/www.wsj.com\/articles\/SB10001424127887323639704579012674092402660\">Wall Street Journal report<\/a>:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Consumers in different locales respond to the same weather differently:<\/strong><ul><li>Bug spray sales increased during spring in Dallas when the dew point was <em>below<\/em> average, whereas bug spray sold better in Boston when the dew point was <em>above<\/em> average.<\/li><li>In Chicago, heatwaves caused a surge in air conditioner purchases <em>within a day<\/em>, whereas consumers in Atlanta\u2014ostensibly more acclimated to heat\u2014tended to wait <em>more than 2 days <\/em>during heatwaves before purchasing relief.<\/li><\/ul><\/li><li><strong>When a consumer checked the weather affected their consumption habits:<\/strong><ul><li>Michaels\u2019 craft stores had hypothesized that sales would surge on rainy days\u2014when many people would take up craft projects. Instead, TWC insights showed that Michaels&#8217; store sales surged when weather forecasts <em>predicted rain<\/em>&nbsp;<em>3 days in advance<\/em>.<\/li><li>Individuals who checked the weather earlier in the day were more likely to make decisions about how to plan the rest of their day\u2014including potential shopping trips.<\/li><\/ul><\/li><\/ul>\n\n\n\n<p><\/p>\n\n\n\t\t<div class=\"embed-wrapper\">\n\t\t\t<figure class=\"wp-block-embed wp-embed-aspect-16-9 wp-has-aspect-ratio\"> \n\t\t\t\t<div\n\t\t\t\t\tclass=\"rkv-video-placeholder center\"\n\t\t\t\t\tstyle=\"background-image:url(https:\/\/img.youtube.com\/vi\/affm2cJu44o\/hqdefault.jpg);aspect-ratio:16 \/ 9\"\n\t\t\t\t\tdata-provider=\"youtube\"\n\t\t\t\t\tdata-video-id=\"affm2cJu44o\"\n\t\t\t\t><\/div>\n\t\t\t<\/figure>\n\t\n\t\t\t\t\t<\/div>\n\t\t\n\n\n<p><strong>Future Applications<\/strong><\/p>\n\n\n\n<p>In November 2015, TWC was <a href=\"https:\/\/money.cnn.com\/2015\/10\/28\/technology\/ibm-weather-channel\/index.html\">acquired by IBM<\/a>. In November 2019, IBM launched <a href=\"https:\/\/www.cnbc.com\/2019\/11\/14\/ibm-hopes-to-change-weather-forecasting-around-the-globe-using-big-data-and-a-new-supercomputer.html\">Global High-Resolution Atmospheric Forecasting<\/a> (GRAF), which brought IBM&#8217;s supercomputing power together with TWC\u2019s weather prediction know-how. <a href=\"https:\/\/www.cnbc.com\/2019\/11\/14\/ibm-hopes-to-change-weather-forecasting-around-the-globe-using-big-data-and-a-new-supercomputer.html\">GRAF promised forecasts<\/a> that refreshed hourly on areas as small as 2 miles wide (as compared to every 6-12 hours, on areas as small as 6-9 miles wide, under the most advanced weather forecasting alternatives then on the market). The supercomputer underlying GRAF claimed to process <a href=\"https:\/\/www.cnbc.com\/2019\/11\/14\/ibm-hopes-to-change-weather-forecasting-around-the-globe-using-big-data-and-a-new-supercomputer.html\">12 trillion pieces of weather data<\/a> integrated from an array of sources including smartphones and airplanes. GRAF promised to continue extending TWC\u2019s pioneering approach to weather-related predictive analytics into new applications across a range of industries.&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A legacy media company arrests its decline through an ambitious digital transformation strategy built on big data and predictive analytics.<\/p>\n","protected":false},"author":19368,"featured_media":15861,"comment_status":"open","ping_status":"closed","template":"","categories":[],"class_list":["post-15860","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-digit\/assignment\/competing-with-data-3\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The Weather Company: Using Big Data to Drive Marketing Insights - Digital Innovation and Transformation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/big-data-at-the-weather-company\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Weather Company: Using Big Data to Drive Marketing Insights - 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