  {"id":2397,"date":"2015-11-22T09:24:02","date_gmt":"2015-11-22T14:24:02","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-digit\/submission\/data-and-analytics-creating-value-for-hulu\/"},"modified":"2015-11-22T09:24:02","modified_gmt":"2015-11-22T14:24:02","slug":"data-and-analytics-creating-value-for-hulu","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/data-and-analytics-creating-value-for-hulu\/","title":{"rendered":"Data and Analytics Creating Value for Hulu"},"content":{"rendered":"<p>Founded in 2007 and launched publicly in 2008, Hulu is a partially ad-supported online video distributor, largely focused on PayTV content currently on the air. A joint-venture between Fox, Disney, and NBCUniversal, Hulu has changed its business model, pricing, and content partners over the years; however, it continues stream thousands of hours of premium television and movie content to its subscribers.<a href=\"#_ftn1\" name=\"_ftnref1\">[1]<\/a><\/p>\n<p><strong><em>Hulu <u>creates value<\/u> through partnering with premium content providers to stream popular television series and movies, and organizing them in a way that makes it easy for the consumer to find and discover content<\/em><\/strong>. The two most salient uses of data here are for content acquisition purposes and for the company\u2019s recommendation engine. After speaking with a Content Acquisition Specialist at Hulu it is easy to see a key component of this role is data analysis. First, the Specialists analyze the content they are looking to acquire by comparing it to similar content on the site, and looking at the show\u2019s historical performance (e.g., on broadcast, cable, etc.). From this data, they can build models estimating how much value they think the content could generate for them. It is then the job of the Specialist to continue to monitor the usage data to see if they are indeed capturing such value from the content. This analysis can now help inform future purchasing decisions.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2396 aligncenter\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Hulu-Content-ACquisition-300x169.jpg\" alt=\"Hulu Content ACquisition\" width=\"300\" height=\"169\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Hulu-Content-ACquisition-300x169.jpg 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Hulu-Content-ACquisition.jpg 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Hulu-Content-ACquisition-600x338.jpg 600w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Hulu also captures significant value from its search recommendation engine, which it continuously works to improve. Hulu strives to recommend content to users that first and foremost aligns with the customer\u2019s interests, but that also helps content owners promote their video. Consumer behavior is the key data set that drives the majority of the recommendations. Through Hulu\u2019s online and offline architecture (see below), Hulu is enabled to use data to inform recommendations decisions and generate daily reporting on the quality of those recommendations.<\/p>\n<p style=\"text-align: center\"><strong>Online Architecture<\/strong><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Online-Arch.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2393\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Online-Arch-300x192.jpg\" alt=\"Online Arch\" width=\"300\" height=\"192\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Online-Arch-300x192.jpg 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Online-Arch.jpg 585w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p style=\"text-align: center\"><strong>Offline Architecture<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-2394 aligncenter\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Offline-Arch-300x167.jpg\" alt=\"Offline Arch\" width=\"300\" height=\"167\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Offline-Arch-300x167.jpg 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Offline-Arch.jpg 585w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/strong>Hulu is continuously trying to improve its algorithms. It tests these relative improvements through A\/B testing. One of the key lessons that the company has learned from these tests is that recommendations should fit a user\u2019s recent preferences, rather than older historical behaviors.<a href=\"#_ftn2\" name=\"_ftnref2\">[2]<\/a><\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong><em>Hulu <u>captures value<\/u> through advertisements and subscription fees<\/em><\/strong><strong>.<\/strong> This strategy is different than competitors such as Netflix and Amazon, who do not monetize through advertising at all. Advertising is another opportunity for Hulu to realize the value of its data. Because it has robust consumer viewing behavior data, it makes it easier for them to target specific viewers for advertising partners. Since Hulu\u2019s content is inherently premium as well, this allows the company to charge premium CPMs to most internet video companies.<a href=\"#_ftn3\" name=\"_ftnref3\">[3]<\/a><\/p>\n<p><strong><em>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 While originally the major networks tool to experiment with online video platforms, Hulu has evolved to be a force to be reckoned with in the online distribution marketplace<\/em><\/strong>. While the company has yet to reach continued profitability, it is estimated to be bringing in $1.5bn-$1.7bn in revenue this year, up from $1bn in 2013. While the company still has a long way to go to catch up to Netflix\u2019s $5.5bn in revenue in 2014, Hulu owners have started to invest more in the site, giving Hulu a better chance at catching up. Per the below graph, Hulu is expected to nearly double its spending on content in 2015 to an estimated $1.5bn.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-2395 aligncenter\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Shopping-Spree-300x228.jpg\" alt=\"Shopping Spree\" width=\"300\" height=\"228\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Shopping-Spree-300x228.jpg 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Shopping-Spree-600x456.jpg 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2015\/11\/Shopping-Spree.jpg 700w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/strong>While still trailing behind Netflix\u2019s $3.3bn, it will be interesting to see how this increased investment plays out in the marketplace and if it indeed leads to increased subscriber acquisition and revenues. That said, this also raises the question around the continuous increase in programming costs. With more and more deep-pocketed players entering the content distribution space, and premium high quality content as a scarce resource, it will be interesting to see just how expensive programming will become.<\/p>\n<p><a href=\"#_ftnref1\" name=\"_ftn1\">[1]<\/a> <a href=\"http:\/\/www.hulu.com\/press\/about\">http:\/\/www.hulu.com\/press\/about<\/a><\/p>\n<p><a href=\"#_ftnref2\" name=\"_ftn2\">[2]<\/a> <a href=\"http:\/\/tech.hulu.com\/blog\/2011\/09\/19\/recommendation-system\/\">http:\/\/tech.hulu.com\/blog\/2011\/09\/19\/recommendation-system\/<\/a><\/p>\n<p><a href=\"#_ftnref3\" name=\"_ftn3\">[3]<\/a> <a href=\"http:\/\/blog.hulu.com\/2015\/08\/25\/hulu-offers-smarter-advertising-with-programmatic-buying\/\">http:\/\/blog.hulu.com\/2015\/08\/25\/hulu-offers-smarter-advertising-with-programmatic-buying\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data is creating value at Hulu through its selection of content to invest in, its search recommendation engine, and its advertisers.<\/p>\n","protected":false},"author":127,"featured_media":2398,"comment_status":"open","ping_status":"closed","template":"","categories":[818,134,655,60,376,57],"class_list":["post-2397","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry","category-ab-testing","category-analytics","category-data","category-hulu","category-recommendation-engine","category-television"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-digit\/assignment\/data-driven-value-creation-value-capture-and-operating-models\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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