{"id":1474,"date":"2015-12-02T14:45:49","date_gmt":"2015-12-02T19:45:49","guid":{"rendered":"https:\/\/solutionsreview.com\/business-intelligence\/?p=1474"},"modified":"2016-10-04T10:49:54","modified_gmt":"2016-10-04T14:49:54","slug":"2016-predictive-analytics-tools-go-mainstream","status":"publish","type":"post","link":"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/","title":{"rendered":"2016: Predictive Analytics Tools Go Mainstream"},"content":{"rendered":"<p style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1575\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99.jpg\" alt=\"Predictions\" width=\"800\" height=\"350\" srcset=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99.jpg 800w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99-450x197.jpg 450w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99-768x336.jpg 768w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99-600x263-2.jpg 600w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99-180x79-1.jpg 180w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99-400x175.jpg 400w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p style=\"text-align: justify\"><strong><em>By\u00a0Aron Ezra<\/em><\/strong><\/p>\n<p style=\"text-align: justify\">We\u2019ve all been dazzled with the promise of what predictive analytics can do \u2014 so much so that one of the recent jokes in tech circles is that when startups are asked, \u201cWhat\u2019s next for your product?,\u201d they always blurt out: \u201cUm, predictive analytics!\u201d<\/p>\n<p style=\"text-align: justify\">It\u2019s easy to see why. The ability for technology to accurately anticipate future needs and serve up appropriate content and solutions seems, well, magical. And as computing power and software continue to evolve, we\u2019re seeing companies do increasingly impressive things in the field. Today\u2019s solutions are able to derive actionable insights that are being used not only to recommend music and movies, but to fight terrorism, forecast the weather, manage employees and improve health outcomes. You name the industry, and predictive analytics seems to be making it better.<\/p>\n<p style=\"text-align: justify\">We\u2019ve already seen huge progress in predictive analytics over the past decade, with several examples capturing headlines. In 2006, Netflix launched their $1 million competition to create a better algorithm for its movie recommendation engine. And in 2012, Target was famously able to correctly guess that a teenage girl was pregnant before her father had a clue \u2014 simply by analyzing her shopping habits.<\/p>\n<p style=\"text-align: justify\">In practice, however, there have been serious hurdles to making predictive analytics work well in most enterprise environments. The problem isn\u2019t what\u2019s theoretically possible; it\u2019s the limits to what most companies have the ability to practically digest and implement.<\/p>\n<p style=\"text-align: justify\">Take that Netflix competition I just mentioned. The winning model <a href=\"https:\/\/sloanreview.mit.edu\/article\/the-four-traps-of-predictive-analytics\/\" target=\"_blank\">was never deployed<\/a>. The combination of 800 algorithms used by the model would have required a gargantuan engineering effort for only a 10 percent improvement in predictive ability.<\/p>\n<p style=\"text-align: justify\">There\u2019s also a real lack of critical skills in many enterprises.\u00a0<a href=\"https:\/\/www.forbes.com\/sites\/forbesinsights\/2015\/11\/17\/predictive-analytics-is-a-team-sport\/\" target=\"_blank\">Forbes Insights recently found<\/a> predictive analytics skills are in high demand in more than two thirds of organizations. When <a href=\"https:\/\/www.intelligenthq.com\/marketing\/infographic-most-coveted-digital-marketing-skills-for-2014\/\" target=\"_blank\">the Online Marketing Institute surveyed<\/a> 747 executives from the Fortune 500 companies on their biggest skill shortages, the number one talent gap was analytical ability. There wasn\u2019t a close second.<\/p>\n<p style=\"text-align: justify\">On top of that, there is a dizzying array of choices (usually expensive ones) to help interpret all the data. Software solutions come from a <a href=\"https:\/\/solutionsreview.com\/business-intelligence\/business-intelligence-data-analytics-and-data-mining-solutions-directory\/\" target=\"_blank\">who&#8217;s who of enterprise Business Intelligence<\/a>, including IBM, Oracle, SAS, and SAP, and countless others.<\/p>\n<p style=\"text-align: justify\">In short, this is a world where it is easy to get overwhelmed, fall behind, and under-perform.<\/p>\n<p style=\"text-align: justify\">A large part of my job is spent developing next-generation predictive tools that are far easier for enterprises to actually use. As CEO of <a href=\"https:\/\/www.offercraft.com\">OfferCraft<\/a>, a software company that helps organizations present marketing offers and employee incentives in the most effective way possible, we need to constantly anticipate which incentives will resonate the most.<\/p>\n<p style=\"text-align: justify\">We\u2019re now finally starting to see predictive analytics become more accessible and easier to use. Below are five positive trends that will make it easier for enterprises in 2016 (and beyond) to embrace predictive analytics:<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\"><strong>1. Taxonomy that is more standardized:<\/strong> Often the hardest part about creating good predictive models isn\u2019t getting the data or building the model; it\u2019s prepping and categorizing the data for analysis. As the field matures, structured data collection will become more standardized and widespread, reducing the time and expense of scrubbing raw data.<\/p>\n<p style=\"text-align: justify\"><strong>2. More collaboration:<\/strong> Many companies are so ultra-protective of their proprietary predictive tools that insights and methodologies are not shared. That\u2019s starting to change as more enterprises insist that their business intelligence partners collaborate more.<\/p>\n<p style=\"text-align: justify\"><strong>3. More willingness to embrace what\u2019s possible with good predictive tools:<\/strong> I still frequently run into skeptical executives who prefer trusting their gut to trusting \u201cscience.\u201d Those are the folks who will be left behind.<\/p>\n<p style=\"text-align: justify\"><strong>4. More emphasis on training and data literacy:<\/strong> Many C-suites now include a chief data officer, chief data scientist, or chief analytics officer. This, in turn, has made data literacy a funded priority at most enterprises, and more educational programs are popping up to meet this growing need. There are now <a href=\"https:\/\/www.cio.com\/article\/2917914\/data-center\/companies-must-teach-employees-how-to-swim-in-new-oceans-of-data.html\">more than 100 master\u2019s degree programs<\/a> in analytics and data science, including new programs at Arizona State, Fordham University and The University of Maryland. I expect the level of data sophistication among enterprise employees will continue to mature in the coming years.<\/p>\n<p style=\"text-align: justify\"><strong>5. Tools are getting cheaper:<\/strong> Good data storage and analytics tools haven\u2019t traditionally been cheap or easy to use. That is changing. <a href=\"https:\/\/www.forbes.com\/sites\/ciocentral\/2012\/04\/16\/the-big-cost-of-big-data\/\">Web giants Amazon, Google, Facebook, and Yahoo have developed<\/a> a massively scalable storage and computer architecture to help companies manage Big Data at a fraction of the cost. Predictive analytics tools are sure to follow, increasing in power and decreasing in cost at roughly the rate of Moore\u2019s Law.<\/p>\n<p style=\"text-align: justify\">It\u2019s an exciting time to be in the field \u2014 we\u2019ve only scratched the surface of what is going to be possible using predictive analytics. 2016 won\u2019t be the year when everything changes, but it will move us much further down the road to more widespread adoption. At least, that\u2019s what my predictive analytics tools are telling me.<\/p>\n<p style=\"text-align: justify\"><em><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-1475 alignleft\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/Aron-Ezra-CEO-Headshot-Square.jpg\" alt=\"Aron Ezra\" width=\"120\" height=\"124\" srcset=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/Aron-Ezra-CEO-Headshot-Square.jpg 530w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/Aron-Ezra-CEO-Headshot-Square-291x300.jpg 291w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/Aron-Ezra-CEO-Headshot-Square-262x270-2.jpg 262w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/Aron-Ezra-CEO-Headshot-Square-78x81-1.jpg 78w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/Aron-Ezra-CEO-Headshot-Square-174x180.jpg 174w\" sizes=\"(max-width: 120px) 100vw, 120px\" \/>Aron Ezra is CEO of <\/em><a href=\"https:\/\/www.offercraft.com\/\" target=\"_blank\">OfferCraft<\/a><em>, a software company that helps organizations create better incentives to more effectively motivate their target audiences. Ezra was previously the CEO of MacroView Labs (acquired by Bally Technologies), and a senior executive at several consulting firms. He has given hundreds of presentations to thousands of executives across all industries. He\u2019s been named one of the Most Intriguing People in Las Vegas and one of the Top 10 Rising Business Leaders in the city. Aron is a graduate of Princeton University. <a href=\"https:\/\/www.linkedin.com\/profile\/view?id=AA4AAATkiiABvE7rAgl901LvS2rnJzOddNaMTT4&amp;trk=send_invitation_success_message_name&amp;goback=%2Enpv_AAkAAATkiiABKqlmGaXnHMXTixNsupsAhdZcQ8w_*1_*1_NAME*4SEARCH_EaZJ_*1_en*4US_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_*1_tyah_*1_*1\" target=\"_blank\">Connect with him on LinkedIn.<\/a><\/em><\/p>\n<div class=\"hr hr\"><\/div>\n<div class=\"widget\"><div class=\"aside-card\">\t\t\t<div class=\"textwidget\"><p><a href=\"https:\/\/insightjam.com\"><img decoding=\"async\" title=\"Insight Jam Ad\" src=\"https:\/\/solutionsreview.com\/wp-content\/uploads\/2023\/11\/ij2.jpg\" alt=\"Insight Jam Ad\" \/><\/a><\/p>\n<\/div>\n\t\t<\/div><\/div>\n<h3><\/h3>\n","protected":false},"excerpt":{"rendered":"<p>By\u00a0Aron Ezra We\u2019ve all been dazzled with the promise of what predictive analytics can do \u2014 so much so that one of the recent jokes in tech circles is that when startups are asked, \u201cWhat\u2019s next for your product?,\u201d they always blurt out: \u201cUm, predictive analytics!\u201d It\u2019s easy to see why. The ability for technology [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":1575,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[4],"tags":[153,259,260,256,81,32,152],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>2016: Predictive Analytics Tools Go Mainstream<\/title>\n<meta name=\"description\" content=\"OfferCraft&#039;s CEO Aron Ezra believes that 2016 will be the year Predictive Analytics tools go mainstream.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tim King\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/\",\"name\":\"2016: Predictive Analytics Tools Go Mainstream\",\"isPartOf\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99.jpg\",\"datePublished\":\"2015-12-02T19:45:49+00:00\",\"dateModified\":\"2016-10-04T14:49:54+00:00\",\"author\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\"},\"description\":\"OfferCraft's CEO Aron Ezra believes that 2016 will be the year Predictive Analytics tools go mainstream.\",\"breadcrumb\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/#primaryimage\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/12\/oie_26164120QPxCDN99.jpg\",\"width\":800,\"height\":350},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/2016-predictive-analytics-tools-go-mainstream\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/solutionsreview.com\/business-intelligence\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"2016: Predictive Analytics Tools Go Mainstream\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#website\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/\",\"name\":\"Best Business Intelligence and Data Analytics Tools, Software, Solutions &amp; Vendors\",\"description\":\"BI Guides, Analysis and Best Practices\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/solutionsreview.com\/business-intelligence\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\",\"name\":\"Tim King\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2023\/12\/tk.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2023\/12\/tk.jpg\",\"caption\":\"Tim King\"},\"description\":\"Tim is Solutions Review's Executive Editor and leads coverage on data management and analytics. 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