{"id":34298,"date":"2020-04-07T10:38:09","date_gmt":"2020-04-07T02:38:09","guid":{"rendered":"https:\/\/zegal.com\/?p=34298"},"modified":"2021-09-23T14:02:05","modified_gmt":"2021-09-23T06:02:05","slug":"data-science-as-a-bridge-between-business-and-technology","status":"publish","type":"post","link":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/","title":{"rendered":"Data Science as a Bridge Between Business and Technology"},"content":{"rendered":"<div id=\"contentsContainer\">\n<div id=\"contents\">\n<p id=\"E163\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-34435\" src=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920-1024x685.jpg\" alt=\"\" width=\"1024\" height=\"685\" srcset=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920-1024x685.jpg 1024w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920-300x201.jpg 300w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920-768x514.jpg 768w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920-1536x1028.jpg 1536w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920-640x428.jpg 640w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920-1200x803.jpg 1200w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920.jpg 1920w\" sizes=\"auto, (max-width: 639px) 98vw, (max-width: 1199px) 64vw, 770px\" \/><\/p>\n<\/p>\n<p id=\"E165\"><span id=\"E166\" class=\"qowt-font6-OpenSans\">The influence of data on business is expected to increase dramatically. <\/span><\/p>\n<p id=\"E167\"><span id=\"E168\" class=\"qowt-font6-OpenSans\">According to <\/span><a id=\"E169\" contenteditable=\"false\" href=\"https:\/\/techjury.net\/stats-about\/big-data-statistics\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E170\" class=\"qowt-font6-OpenSans\">Tech Jury<\/span><\/a><span id=\"E171\" class=\"qowt-font6-OpenSans\">, the big data analytics market will reach $103 billion by 2023, and this year, the big data market has grown by 20%. <\/span><\/p>\n<p id=\"E172\"><span id=\"E173\" class=\"qowt-font6-OpenSans\">This rapid growth of the data analytics market is also explained by how much data each person generates daily. Tech Jury reports that one person will generate 1.7 gigabytes of data in just a second. This data carries a lot of value, thus, prompting businesses all over the world to hop on this trend as fast as possible to remain relevant. <\/span><\/p>\n<p id=\"E174\"><span id=\"E175\" class=\"qowt-font6-OpenSans\">Reportedly, in the U.S. only, <\/span><a id=\"E176\" contenteditable=\"false\" href=\"https:\/\/learn.g2.com\/big-data-statistics\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E177\" class=\"qowt-font6-OpenSans\">55% of all companies<\/span><\/a><span id=\"E178\" class=\"qowt-font6-OpenSans\"> are already adopting big data analytics. This indicates the importance of data science and the need for professionals, who would bridge the gap between data analytics technology and business.<\/span><\/p>\n<p id=\"E179\"><span id=\"E180\" class=\"qowt-font6-OpenSans\">Sounds great, but there\u2019s one problem. <\/span><\/p>\n<p id=\"E181\"><span id=\"E182\" class=\"qowt-font6-OpenSans\">There\u2019s a shortage of data scientists. <\/span><\/p>\n<h4 id=\"E183\"><span id=\"E184\" class=\"qowt-font6-OpenSans\">What Is This Shortage Premised On?<\/span><\/h4>\n<p id=\"E185\"><span id=\"E186\" class=\"qowt-font6-OpenSans\">Employers report the big gap between the high demand for data scientists and the low percentage of these specialists on the market. <\/span><\/p>\n<p id=\"E187\"><a id=\"E188\" contenteditable=\"false\" href=\"https:\/\/www.datanami.com\/2019\/01\/30\/whats-driving-data-science-hiring-in-2019\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E190\" class=\"qowt-font6-OpenSans\">DataNami<\/span><\/a><span id=\"E192\" class=\"qowt-font6-OpenSans\">, referencing KPMG, reports that 46% of companies experience a skills shortage in big data analytics:<\/span><\/p>\n<p id=\"E193\"><span id=\"E206\" contenteditable=\"false\"><\/span>\u00a0 \u00a0 <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34305\" src=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.13-AM.png\" alt=\"\" width=\"658\" height=\"291\" srcset=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.13-AM.png 658w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.13-AM-300x133.png 300w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.13-AM-640x283.png 640w\" sizes=\"auto, (max-width: 639px) 98vw, (max-width: 1199px) 64vw, 658px\" \/><span class=\"qowt-font6-OpenSans\"><br \/>\n<\/span><\/p>\n<p id=\"E210\"><span id=\"E211\" class=\"qowt-font6-OpenSans\">Image credit: <\/span><a id=\"E212\" contenteditable=\"false\" href=\"https:\/\/www.datanami.com\/2019\/01\/30\/whats-driving-data-science-hiring-in-2019\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E214\" class=\"qowt-font6-OpenSans\">DataNami<\/span><span id=\"E216\" class=\"qowt-font6-OpenSans\">\/KPMG<\/span><\/a><\/p>\n<p id=\"E217\"><span id=\"E218\" class=\"qowt-font6-OpenSans\">The shortage of professionals with big data analytics skills is followed by the shortage of professionals in AI and technical architecture, showing the distinctive gap between business and technology. <\/span><\/p>\n<p id=\"E219\"><span id=\"E220\" class=\"qowt-font6-OpenSans\">According to <\/span><a id=\"E221\" contenteditable=\"false\" href=\"https:\/\/insidebigdata.com\/2018\/08\/19\/infographic-data-scientist-shortage\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E222\" class=\"qowt-font6-OpenSans\">Inside Big Data<\/span><\/a><span id=\"E223\" class=\"qowt-font6-OpenSans\">, there might be several reasons why the shortage of data scientists keeps growing. <\/span><\/p>\n<p id=\"E224\"><span id=\"E225\" class=\"qowt-font6-OpenSans\">One of the reasons is exaggerated education and experience expectations. Although companies offer data scientists a rather attractive salary (starting from $91,000 a year), data scientists need at least 6 years of experience:<\/span><\/p>\n<\/div>\n<\/div>\n<div id=\"pageBorders\"><\/div>\n<div id=\"contentsContainer\">\n<div id=\"contents\">\n<p id=\"E227\"><span id=\"E240\" contenteditable=\"false\"><\/span>\u00a0 \u00a0 <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34317\" src=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.23-AM.png\" alt=\"\" width=\"551\" height=\"407\" srcset=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.23-AM.png 551w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.23-AM-300x222.png 300w\" sizes=\"auto, (max-width: 639px) 98vw, (max-width: 1199px) 64vw, 551px\" \/><span class=\"qowt-font6-OpenSans\"><br \/>\n<\/span><\/p>\n<p id=\"E244\"><span id=\"E245\" class=\"qowt-font6-OpenSans\">Image credit: <\/span><a id=\"E246\" contenteditable=\"false\" href=\"https:\/\/insidebigdata.com\/2018\/08\/19\/infographic-data-scientist-shortage\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E247\" class=\"qowt-font6-OpenSans\">Inside Big Data<\/span><\/a><\/p>\n<p id=\"E248\"><span id=\"E249\" class=\"qowt-font6-OpenSans\">As a result, Inside Big Data reports that companies already experienced a 50% to 60% gap between supply and requisite demand for data scientists. Thus, the source projects that there will be a need in 1.5 million more data scientists and analytics. <\/span><\/p>\n<p id=\"E250\"><span id=\"E251\" class=\"qowt-font6-OpenSans\">Both sources, mentioned above agree on one thing. <\/span><\/p>\n<p id=\"E252\"><span id=\"E253\" class=\"qowt-font6-OpenSans\">Companies should provide big data training to bring up in-house data scientists. <\/span><\/p>\n<p id=\"E254\"><span id=\"E255\" class=\"qowt-font6-OpenSans\">However, judging by the statistics above, companies are reluctant to do that. <\/span><\/p>\n<p id=\"E256\"><span id=\"E257\" class=\"qowt-font6-OpenSans\">So, here are several ways how data scientists can bridge the gap between business and technology.<\/span><\/p>\n<h4 id=\"E258\"><span id=\"E259\" class=\"qowt-font6-OpenSans\">1. Prioritizing Cybersecurity<\/span><\/h4>\n<p id=\"E260\"><span id=\"E261\" class=\"qowt-font6-OpenSans\">A business can lose a lot of money because of weak cybersecurity. There have been precedents in the past few years with big corporations as well as governmental organizations losing millions of dollars as a result of cybersecurity attacks. <\/span><\/p>\n<p id=\"E262\"><span id=\"E263\" class=\"qowt-font6-OpenSans\">However, it\u2019s not just money that they have lost. They have lost terabytes of valuable data, which is one of the <\/span><a id=\"E264\" contenteditable=\"false\" href=\"https:\/\/notbusinessasususal.com\/2019\/08\/general-risks-of-non-protected-digital-privacy\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E265\" class=\"qowt-font6-OpenSans\">risks of non-protected digital privacy<\/span><\/a><span id=\"E266\" class=\"qowt-font6-OpenSans\">. Some say that data is more precious than money. So losing it can be a serious threat to your business\u2019s viability. <\/span><\/p>\n<h5 id=\"E267\"><span id=\"E268\" class=\"qowt-font6-OpenSans\">What\u2019s the role of data scientists in increasing cybersecurity?<\/span><\/h5>\n<p id=\"E269\"><span id=\"E270\" class=\"qowt-font6-OpenSans\">Data scientists employ machine learning to increase cybersecurity. Machine learning works on detecting and preventing threats by following the algorithms that identify unusual patterns and halt them. <\/span><\/p>\n<p id=\"E272\"><span id=\"E273\" class=\"qowt-font6-OpenSans\">Thus, with the help of machine learning, data scientists are able to:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li id=\"E274\" class=\"qowt-li-1_0 qowt-list\"><span id=\"E275\" class=\"qowt-font6-OpenSans\">analyse past exploits<\/span><\/li>\n<li id=\"E276\" class=\"qowt-li-1_0 qowt-list\"><span id=\"E277\" class=\"qowt-font6-OpenSans\">single out unusual behaviour patterns<\/span><\/li>\n<li id=\"E278\" class=\"qowt-li-1_0 qowt-list\"><span id=\"E279\" class=\"qowt-font6-OpenSans\">detect new outliers<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p id=\"E280\"><span id=\"E281\" class=\"qowt-font6-OpenSans\">Data scientists also use machine learning to detect possible threats in the future using regression models. <\/span><\/p>\n<p id=\"E282\"><span id=\"E283\" class=\"qowt-font6-OpenSans\">One of these algorithms is called ARL (Associate Rule Learning), and it analyses the characteristics of a potential threat and, based on its prediction algorithm, generates a response to this threat.<\/span><\/p>\n<\/div>\n<\/div>\n<div id=\"contentsContainer\">\n<div id=\"contents\">\n<p id=\"E284\"><span id=\"E285\" class=\"qowt-font6-OpenSans\">ARL is often compared with sequence mining (another prediction algorithm). But unlike sequence mining, the order of the threat characteristics doesn\u2019t matter to ARL. <\/span><\/p>\n<h5 id=\"E286\"><span id=\"E287\" class=\"qowt-font6-OpenSans\">What does it mean for your cybersecurity?<\/span><\/h5>\n<p id=\"E288\"><span id=\"E289\" class=\"qowt-font6-OpenSans\">It means greater flexibility, as this prediction algorithm is able to identify a bigger variety of potential threats. The only bridge between your business and the benefits of this technology is a data scientist, who can successfully tackle cybersecurity by implementing machine learning algorithms. <\/span><\/p>\n<h4 id=\"E290\"><span id=\"E291\" class=\"qowt-font6-OpenSans\">2. Bringing More Commitment to AI<\/span><\/h4>\n<p id=\"E292\"><span id=\"E293\" class=\"qowt-font6-OpenSans\">Cybersecurity is not the only sphere where data scientists can employ AI. <\/span><\/p>\n<p id=\"E294\"><span id=\"E295\" class=\"qowt-font6-OpenSans\">According to Forbes, <\/span><a id=\"E296\" contenteditable=\"false\" href=\"https:\/\/www.forbes.com\/sites\/forbestechcouncil\/2017\/06\/05\/the-big-unstructured-data-problem\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E297\" class=\"qowt-font6-OpenSans\">80% of all your company data is unstructured<\/span><\/a><span id=\"E298\" class=\"qowt-font6-OpenSans\">. This includes your marketing materials, emails, social media data, as well as many documents, which we used to sort by hand. <\/span><\/p>\n<p id=\"E299\"><span id=\"E300\" class=\"qowt-font6-OpenSans\">Today, however, the data from these sources is so big that your business inevitably needs technology to structure it. <\/span><\/p>\n<p id=\"E301\"><span id=\"E302\" class=\"qowt-font6-OpenSans\">To assess and structure this data, data scientists use machine learning, Natural Language Processing, as well as text analysis, which also speeds up and automates this process. <\/span><\/p>\n<p id=\"E303\"><span id=\"E304\" class=\"qowt-font6-OpenSans\">Apart from big data analytics and structuring, data scientists can employ machine learning and NLP to:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li id=\"E305\" class=\"qowt-li-0_0 qowt-list\"><span id=\"E306\" class=\"qowt-font6-OpenSans\"><strong>Automate tasks<\/strong>. <\/span><span id=\"E307\" class=\"qowt-font6-OpenSans\">For instance, in customer support, data scientists can use machine learning to create conversational AI, which will give answers to standard questions from customers. <\/span><\/li>\n<li id=\"E308\" class=\"qowt-li-0_0 qowt-list\"><span id=\"E309\" class=\"qowt-font6-OpenSans\"><strong>Predict customer behaviour.<\/strong> <\/span><span id=\"E310\" class=\"qowt-font6-OpenSans\">Machine learning uses predictive analysis algorithms, allows data scientists to receive insights from different marketing channels, and based on past experiences, build patterns of customer behavior in the future. <\/span><\/li>\n<li id=\"E311\" class=\"qowt-li-0_0 qowt-list\"><strong><span id=\"E312\" class=\"qowt-font6-OpenSans\">Track your company\u2019s progress.<\/span><\/strong><span id=\"E313\" class=\"qowt-font6-OpenSans\"> Machine learning algorithms can be involved in marketing campaigns to automatically track KPI. <\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p id=\"E314\"><span id=\"E315\" class=\"qowt-font6-OpenSans\">\u201c<\/span><span id=\"E316\" class=\"qowt-font6-OpenSans\">Data scientists bridge the gap between your business and technology by helping you transfer to more versatile hardware (for instance, from IBM) that allows the more seamless <\/span><span id=\"E317\" class=\"qowt-font6-OpenSans\">implementation of machine learning and AI in general<\/span><span id=\"E319\" class=\"qowt-font6-OpenSans\">\u201d, says Lora Jones, a data scientist from <\/span><a id=\"E320\" contenteditable=\"false\" href=\"https:\/\/subjecto.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E322\" class=\"qowt-font6-OpenSans qowt-stl-Hyperlink\">Subjecto<\/span><\/a><span id=\"E324\" class=\"qowt-font6-OpenSans\">. <\/span><\/p>\n<h4 id=\"E325\"><span id=\"E326\" class=\"qowt-font6-OpenSans\">3. Visualising and Standardising the Data<\/span><\/h4>\n<p id=\"E327\"><span id=\"E328\" class=\"qowt-font6-OpenSans\">If your product uses big data, then having <\/span><span id=\"E330\" class=\"qowt-font6-OpenSans\">an in-house data scientist<\/span><span id=\"E332\" class=\"qowt-font6-OpenSans\">\u00a0is crucial for your success. <\/span><\/p>\n<p id=\"E333\"><span id=\"E334\" class=\"qowt-font6-OpenSans\">Data scientists implement algorithms that visualise and standardise this data for a customer to receive a clear picture with no complications. <\/span><\/p>\n<p id=\"E335\"><span id=\"E336\" class=\"qowt-font6-OpenSans\">Such visualisation and standardisation methods include histograms, pie charts, geo maps, 3D plots, etc. <\/span><\/p>\n<p id=\"E337\"><span id=\"E338\" class=\"qowt-font6-OpenSans\">For instance, <\/span><span id=\"E340\" class=\"qowt-font6-OpenSans\">Indoorway<\/span><span id=\"E342\" class=\"qowt-font6-OpenSans\">, a Polish startup that uses RTLS to help manufacturers track processes and eliminate bottlenecks, uses a heat map as a method to visualise and standardise data, received by their Hubs from Tags, carried by forklifts or the employees at a manufacturing facility:<\/span><\/p>\n<\/div>\n<\/div>\n<div id=\"pageBorders\"><\/div>\n<div id=\"contentsContainer\">\n<div id=\"contents\">\n<p id=\"E343\"><span id=\"E356\" contenteditable=\"false\"><\/span>\u00a0 \u00a0 <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34311\" src=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.35-AM.png\" alt=\"\" width=\"601\" height=\"339\" srcset=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.35-AM.png 601w, https:\/\/zegal.com\/wp-content\/uploads\/2020\/03\/Screen-Shot-2020-03-27-at-11.38.35-AM-300x169.png 300w\" sizes=\"auto, (max-width: 639px) 98vw, (max-width: 1199px) 64vw, 601px\" \/><span class=\"qowt-font6-OpenSans\"><br \/>\n<\/span><\/p>\n<p id=\"E360\"><span id=\"E361\" class=\"qowt-font6-OpenSans\">Image credit: <\/span><a id=\"E362\" contenteditable=\"false\" href=\"https:\/\/www.indoorway.com\/lean-manufacturing\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E364\" class=\"qowt-font6-OpenSans\">Indoorway<\/span><\/a><\/p>\n<p id=\"E366\"><span id=\"E367\" class=\"qowt-font6-OpenSans\">This method replaces standard spaghetti diagrams that are usually drawn by hand, thus, completely automating the process of data visualisation and standardisation. <\/span><\/p>\n<p id=\"E368\"><span id=\"E369\" class=\"qowt-font6-OpenSans\">By visualising and standardising big data, data scientists not only help <\/span><a id=\"E370\" contenteditable=\"false\" href=\"https:\/\/3to5marketing.com\/marketing-funnel\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E371\" class=\"qowt-font6-OpenSans\">to acquire and retain customers<\/span><\/a><span id=\"E372\" class=\"qowt-font6-OpenSans\"> with effective technological solutions. They also make work for other teams in your company much easier. <\/span><\/p>\n<p id=\"E373\"><span id=\"E374\" class=\"qowt-font6-OpenSans\">Visualisation and standardisation make huge volumes of data easier to understand and process, but there\u2019s a bigger picture behind it as well. <\/span><\/p>\n<p id=\"E375\"><span id=\"E376\" class=\"qowt-font6-OpenSans\">\u201c<\/span><span id=\"E377\" class=\"qowt-font6-OpenSans\">By making data more accessible, data scientists help your business adopt a more data-centric mindset. Since big data is one of the hottest trends for the upcoming years, getting on board of this trend as soon as possible should be your key priority<\/span><span id=\"E378\" class=\"qowt-font6-OpenSans\">\u201d, says Will <\/span><span id=\"E380\" class=\"qowt-font6-OpenSans\">Bushe<\/span><span id=\"E382\" class=\"qowt-font6-OpenSans\">, business analyst at <\/span><a id=\"E383\" contenteditable=\"false\" href=\"https:\/\/studyker.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span id=\"E385\" class=\"qowt-font6-OpenSans qowt-stl-Hyperlink\">Studyker<\/span><\/a><span id=\"E387\" class=\"qowt-font6-OpenSans\">. <\/span><\/p>\n<h4 id=\"E388\"><span id=\"E389\" class=\"qowt-font6-OpenSans\">So, Set Your Mind to Adopt a Data-Centric Mindset Now!<\/span><\/h4>\n<p id=\"E391\"><span id=\"E392\" class=\"qowt-font6-OpenSans\">Technology brings so many new opportunities to businesses. <\/span><\/p>\n<p id=\"E393\"><span id=\"E396\" class=\"qowt-font6-OpenSans\">Having an in-house data scientist brings your business closer to technology, helping you solve many problems, like cybersecurity threats and data protection, as well as structure, visualise, and standardise your data. <\/span><\/p>\n<p id=\"E397\"><span id=\"E398\" class=\"qowt-font6-OpenSans\">Of course, we still have to wait before we have enough data scientists on the market to cover the growing needs for technological innovations in business. <\/span><\/p>\n<p id=\"E399\"><span id=\"E400\" class=\"qowt-font6-OpenSans\">A great solution is to start providing data science training in your company. By doing this, you not only gain valuable specialists but also give a push to a data-centric mindset in your company. <\/span><\/p>\n<p id=\"E401\"><em><span id=\"E402\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\">Dorian Martin<\/span><span id=\"E403\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\">\u00a0is a professional writer with huge experience in business-related topics. He likes to attend conferences and keep himself updated with every new release in terms of marketing, business management, and entrepreneurship. He is a senior writer\u00a0at\u00a0<\/span><span id=\"E405\" class=\"qowt-font6-OpenSans\"><\/span><span id=\"E407\" class=\"qowt-font6-OpenSans\"><\/span><span id=\"E409\" class=\"qowt-font6-OpenSans\"><\/span><span id=\"E410\" class=\"qowt-font6-OpenSans\"><\/span><span id=\"E412\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\">ClassyEssay<\/span><span id=\"E414\" class=\"qowt-font6-OpenSans\"><\/span><span id=\"E416\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\">\u00a0<\/span><span id=\"E417\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\">and\u00a0<\/span><span id=\"E418\" class=\"qowt-font6-OpenSans\">a<\/span><span id=\"E419\" class=\"qowt-font6-OpenSans\"> <\/span><span id=\"E420\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\">content editor at\u00a0<\/span><span id=\"E422\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\"><\/span><span id=\"E424\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\"><\/span><span id=\"E426\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\"><\/span><span id=\"E427\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\"><\/span><span id=\"E429\" class=\"qowt-font6-OpenSans qowt-stl-Hyperlink\">TopEssayWriting<\/span><span id=\"E431\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\"><\/span><span id=\"E433\" class=\"qowt-font6-OpenSans qowt-stl-qowt-font4-opensans\">.<\/span><\/em><\/p>\n<p class=\"p1\" style=\"text-align: center;\"><b><i>This article does not constitute legal advice.<\/i><\/b><\/p>\n<p class=\"p2\" style=\"text-align: center;\"><i>The opinions expressed in the column above represent the author\u2019s own.<\/i><\/p>\n<p class=\"p3\" style=\"text-align: center;\"><span class=\"s1\"><a href=\"https:\/\/register.zegal.com\/\"><b>Start managing your legal needs with Zegal today<\/b><\/a><\/span><\/p>\n<p><a href=\"https:\/\/zegal.com\/blog\/post\/how-to-write-a-winning-rfp-request-for-proposal-for-your-b2b-venture\/\">FURTHER READING:<span style=\"font-size: 12pt;\">How to Write A Winning RFP (Request for Proposal) for Your B2B Venture<\/span><\/a><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The influence of data on business is expected to increase dramatically. According to Tech Jury, the big data analytics market will reach $103 billion by 2023, and this year, the big data market has grown by 20%. This rapid growth of the data analytics market is also explained by how much data each person generates [&hellip;]<\/p>\n","protected":false},"author":75,"featured_media":34435,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","inline_featured_image":false,"footnotes":""},"categories":[133],"tags":[6818,6820,6821,10307],"usecases":[],"businesstypes":[],"country":[],"class_list":["post-34298","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-startup","tag-cybersecurity","tag-tech","tag-technology","tag-z-syndicate"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.8 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Science as a Bridge Between Business and Technology | Zegal Australia<\/title>\n<meta name=\"description\" content=\"The influence of data on business is increasing dramatically. Here&#039;s why having a data scientist role built into your business early on is essential\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/posts\/34298\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Science as a Bridge Between Business and Technology\" \/>\n<meta property=\"og:description\" content=\"The influence of data on business is increasing dramatically. Here&#039;s why having a data scientist role built into your business early on is essential\" \/>\n<meta property=\"og:url\" content=\"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/\" \/>\n<meta property=\"og:site_name\" content=\"Zegal Australia\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/getzegal\/\" \/>\n<meta property=\"article:published_time\" content=\"2020-04-07T02:38:09+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-09-23T06:02:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1285\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dorian Martin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@getzegal\" \/>\n<meta name=\"twitter:site\" content=\"@getzegal\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dorian Martin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/\"},\"author\":{\"name\":\"Dorian Martin\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#\\\/schema\\\/person\\\/2e466519da6f44aeb3f2bf437292f3e5\"},\"headline\":\"Data Science as a Bridge Between Business and Technology\",\"datePublished\":\"2020-04-07T02:38:09+00:00\",\"dateModified\":\"2021-09-23T06:02:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/\"},\"wordCount\":1304,\"publisher\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/zegal.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/artificial-intelligence-2167835_1920.jpg\",\"keywords\":[\"cybersecurity\",\"tech\",\"technology\",\"z-syndicate\"],\"articleSection\":[\"Startup\"],\"inLanguage\":\"en-AU\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/\",\"url\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/\",\"name\":\"Data Science as a Bridge Between Business and Technology | Zegal Australia\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/zegal.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/artificial-intelligence-2167835_1920.jpg\",\"datePublished\":\"2020-04-07T02:38:09+00:00\",\"dateModified\":\"2021-09-23T06:02:05+00:00\",\"description\":\"The influence of data on business is increasing dramatically. Here's why having a data scientist role built into your business early on is essential\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/#breadcrumb\"},\"inLanguage\":\"en-AU\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-AU\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/#primaryimage\",\"url\":\"https:\\\/\\\/zegal.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/artificial-intelligence-2167835_1920.jpg\",\"contentUrl\":\"https:\\\/\\\/zegal.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/artificial-intelligence-2167835_1920.jpg\",\"width\":1920,\"height\":1285},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/data-science-as-a-bridge-between-business-and-technology\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Legal Templates\",\"item\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/all-docs\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data Science as a Bridge Between Business and Technology\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#website\",\"url\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/\",\"name\":\"Zegal Australia\",\"description\":\"Need legal? Click Zegal.\",\"publisher\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-AU\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#organization\",\"name\":\"Zegal Australia\",\"url\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-AU\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/zegal.com\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/zegal-logo-white.png\",\"contentUrl\":\"https:\\\/\\\/zegal.com\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/zegal-logo-white.png\",\"width\":200,\"height\":69,\"caption\":\"Zegal Australia\"},\"image\":{\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/getzegal\\\/\",\"https:\\\/\\\/x.com\\\/getzegal\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/getzegal\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@legalzegal\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/#\\\/schema\\\/person\\\/2e466519da6f44aeb3f2bf437292f3e5\",\"name\":\"Dorian Martin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-AU\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2daab545dd024a466f25594123c32f5f1fed7af3dd7b22e43b0b7e040edcd51a?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2daab545dd024a466f25594123c32f5f1fed7af3dd7b22e43b0b7e040edcd51a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2daab545dd024a466f25594123c32f5f1fed7af3dd7b22e43b0b7e040edcd51a?s=96&d=mm&r=g\",\"caption\":\"Dorian Martin\"},\"url\":\"https:\\\/\\\/zegal.com\\\/en-au\\\/blog\\\/post\\\/author\\\/dorian-martin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data Science as a Bridge Between Business and Technology | Zegal Australia","description":"The influence of data on business is increasing dramatically. Here's why having a data scientist role built into your business early on is essential","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/posts\/34298\/","og_locale":"en_US","og_type":"article","og_title":"Data Science as a Bridge Between Business and Technology","og_description":"The influence of data on business is increasing dramatically. Here's why having a data scientist role built into your business early on is essential","og_url":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/","og_site_name":"Zegal Australia","article_publisher":"https:\/\/www.facebook.com\/getzegal\/","article_published_time":"2020-04-07T02:38:09+00:00","article_modified_time":"2021-09-23T06:02:05+00:00","og_image":[{"width":1920,"height":1285,"url":"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920.jpg","type":"image\/jpeg"}],"author":"Dorian Martin","twitter_card":"summary_large_image","twitter_creator":"@getzegal","twitter_site":"@getzegal","twitter_misc":{"Written by":"Dorian Martin","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/#article","isPartOf":{"@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/"},"author":{"name":"Dorian Martin","@id":"https:\/\/zegal.com\/en-au\/#\/schema\/person\/2e466519da6f44aeb3f2bf437292f3e5"},"headline":"Data Science as a Bridge Between Business and Technology","datePublished":"2020-04-07T02:38:09+00:00","dateModified":"2021-09-23T06:02:05+00:00","mainEntityOfPage":{"@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/"},"wordCount":1304,"publisher":{"@id":"https:\/\/zegal.com\/en-au\/#organization"},"image":{"@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/#primaryimage"},"thumbnailUrl":"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920.jpg","keywords":["cybersecurity","tech","technology","z-syndicate"],"articleSection":["Startup"],"inLanguage":"en-AU"},{"@type":"WebPage","@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/","url":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/","name":"Data Science as a Bridge Between Business and Technology | Zegal Australia","isPartOf":{"@id":"https:\/\/zegal.com\/en-au\/#website"},"primaryImageOfPage":{"@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/#primaryimage"},"image":{"@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/#primaryimage"},"thumbnailUrl":"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920.jpg","datePublished":"2020-04-07T02:38:09+00:00","dateModified":"2021-09-23T06:02:05+00:00","description":"The influence of data on business is increasing dramatically. Here's why having a data scientist role built into your business early on is essential","breadcrumb":{"@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/#breadcrumb"},"inLanguage":"en-AU","potentialAction":[{"@type":"ReadAction","target":["https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/"]}]},{"@type":"ImageObject","inLanguage":"en-AU","@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/#primaryimage","url":"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920.jpg","contentUrl":"https:\/\/zegal.com\/wp-content\/uploads\/2020\/04\/artificial-intelligence-2167835_1920.jpg","width":1920,"height":1285},{"@type":"BreadcrumbList","@id":"https:\/\/zegal.com\/en-au\/blog\/post\/data-science-as-a-bridge-between-business-and-technology\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Legal Templates","item":"https:\/\/zegal.com\/en-au\/all-docs\/"},{"@type":"ListItem","position":2,"name":"Data Science as a Bridge Between Business and Technology"}]},{"@type":"WebSite","@id":"https:\/\/zegal.com\/en-au\/#website","url":"https:\/\/zegal.com\/en-au\/","name":"Zegal Australia","description":"Need legal? Click Zegal.","publisher":{"@id":"https:\/\/zegal.com\/en-au\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/zegal.com\/en-au\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-AU"},{"@type":"Organization","@id":"https:\/\/zegal.com\/en-au\/#organization","name":"Zegal Australia","url":"https:\/\/zegal.com\/en-au\/","logo":{"@type":"ImageObject","inLanguage":"en-AU","@id":"https:\/\/zegal.com\/en-au\/#\/schema\/logo\/image\/","url":"https:\/\/zegal.com\/wp-content\/uploads\/2021\/11\/zegal-logo-white.png","contentUrl":"https:\/\/zegal.com\/wp-content\/uploads\/2021\/11\/zegal-logo-white.png","width":200,"height":69,"caption":"Zegal Australia"},"image":{"@id":"https:\/\/zegal.com\/en-au\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/getzegal\/","https:\/\/x.com\/getzegal","https:\/\/www.linkedin.com\/company\/getzegal\/","https:\/\/www.youtube.com\/@legalzegal"]},{"@type":"Person","@id":"https:\/\/zegal.com\/en-au\/#\/schema\/person\/2e466519da6f44aeb3f2bf437292f3e5","name":"Dorian Martin","image":{"@type":"ImageObject","inLanguage":"en-AU","@id":"https:\/\/secure.gravatar.com\/avatar\/2daab545dd024a466f25594123c32f5f1fed7af3dd7b22e43b0b7e040edcd51a?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/2daab545dd024a466f25594123c32f5f1fed7af3dd7b22e43b0b7e040edcd51a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2daab545dd024a466f25594123c32f5f1fed7af3dd7b22e43b0b7e040edcd51a?s=96&d=mm&r=g","caption":"Dorian Martin"},"url":"https:\/\/zegal.com\/en-au\/blog\/post\/author\/dorian-martin\/"}]}},"_links":{"self":[{"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/posts\/34298","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/users\/75"}],"replies":[{"embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/comments?post=34298"}],"version-history":[{"count":0,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/posts\/34298\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/media\/34435"}],"wp:attachment":[{"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/media?parent=34298"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/categories?post=34298"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/tags?post=34298"},{"taxonomy":"usecases","embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/usecases?post=34298"},{"taxonomy":"businesstypes","embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/businesstypes?post=34298"},{"taxonomy":"country","embeddable":true,"href":"https:\/\/zegal.com\/en-au\/wp-json\/wp\/v2\/country?post=34298"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}