{"id":6651,"date":"2019-08-26T11:15:28","date_gmt":"2019-08-26T15:15:28","guid":{"rendered":"https:\/\/blog.brainstation.io\/?p=6651"},"modified":"2020-12-14T10:35:07","modified_gmt":"2020-12-14T15:35:07","slug":"what-is-data-science","status":"publish","type":"post","link":"https:\/\/brainstation.io\/blog\/what-is-data-science","title":{"rendered":"What is Data Science?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">In 2009, Google\u2019s Chief Economist, Hal Varian, told the<\/span> <i><span style=\"font-weight: 400;\">McKinsey Quarterly<\/span><\/i><span style=\"font-weight: 400;\"> that \u201cthe sexy job in the next ten years will be statisticians.\u201d As crazy as it might seem to use the words \u201csexy\u201d and \u201cstatisticians\u201d in the same sentence, he was right. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nearly ten years later, we&#8217;re inundated by data. In fact, <\/span><a href=\"https:\/\/brainstation.io\/blog\/why-a-data-analytics-certificate-is-worth-it\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">every day, 2.5 quintillion bytes of data are created<\/span><\/a><span style=\"font-weight: 400;\">.&nbsp;<\/span><span style=\"font-weight: 400;\">If this avalanche of numbers has accomplished anything, it\u2019s in making the benefits of data analysis abundantly clear. According to <\/span><span style=\"font-weight: 400;\">researchers from MIT<\/span><span style=\"font-weight: 400;\">, \u201ccompanies in the top third of their industry in the use of data-driven decision making were, on average, 5 percent more productive and 6 percent more profitable than their competitors.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It\u2019s no surprise, then, that data science jobs are some of the fastest-growing, most in-demand in technology. Since 2012, <\/span><span style=\"font-weight: 400;\">Data Scientist roles have increased by 650 percent, <\/span><span style=\"font-weight: 400;\">and this rise shows no sign of stopping. In the next two years alone, the number of available data jobs in the US will increase by 364,000 to 2.7 million. In response to this influx, data courses such as BrainStation&#8217;s full-time <a href=\"https:\/\/brainstation.io\/course\/online\/remote-data-science-bootcamp?utm_source=Blog&amp;utm_medium=BSTNblog&amp;utm_campaign=WhatisDataScience\" target=\"_blank\" rel=\"noopener noreferrer\">Data Science Diploma program<\/a> are on the rise to help fill the rise in job openings.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But the question remains&#8230;<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">What is Data Science? <\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Data science makes use of predictive causal analytics, prescriptive analytics, and <a href=\"https:\/\/brainstation.io\/blog\/what-machine-learning-is-and-what-it-can-do\" target=\"_blank\" rel=\"noopener noreferrer\">machine learning<\/a> to help us make predictions, and more importantly, decisions. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Let\u2019s put it in simpler terms: data science uses math and technology to find hidden patterns (and ways to be more productive and profitable) in raw data. To find those patterns, a Data Scientist spends a lot of time collecting, cleaning, modeling, and examining data, from numerous angles (some of which have not been looked at before). <\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\nThis exhaustive approach is one of the reasons why, as Biostatistics Professor <\/span><span style=\"font-weight: 400;\">Jeff Leek once wrote<\/span><span style=\"font-weight: 400;\">, \u201cthe key word in data science is not data; it is science.\u201d <\/span><\/p>\n<p><span style=\"font-weight: 400;\">To find hidden patterns, a <a href=\"https:\/\/brainstation.io\/blog\/a-day-in-the-life-of-a-data-scientist\" target=\"_blank\" rel=\"noopener noreferrer\">Data Scientist<\/a> uses a combination of techniques and concepts, including: <\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Predictive causal analytics: predicts the possibilities of an event in the future. <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Prescriptive analytics: suggests a range of actions and their associated outcomes. &nbsp;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Machine learning: algorithms used on data to discover patterns and make predictions. <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">This isn\u2019t to say that a Data Scientist spends all his or her time with numbers and algorithms. They can, in fact, be heavily involved in the decision-making process across departments \u2014 and to do so they will have to communicate their findings to other human beings. This is how the authors of <\/span><i><span style=\"font-weight: 400;\">Doing Data Science<\/span><\/i><span style=\"font-weight: 400;\"> described it: <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cShe\u2019ll find patterns, build models, and algorithms \u2014 some with the intention of understanding product usage and the overall health of the product, and others to serve as prototypes that ultimately get baked back into the product. She may design experiments, and she is a critical part of data-driven decision making. She\u2019ll communicate with team members, engineers, and leadership in clear language and with data visualizations so that even if her colleagues are not immersed in the data themselves, they will understand the implications.\u201d<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">How do you Become a Data Scientist?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">A Data Scientist requires a number of technical skills to excel in their field, but if we were to boil it down, they must be able to: <\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Collect and store data, <\/b><span style=\"font-weight: 400;\">particularly<\/span> <span style=\"font-weight: 400;\">with<\/span> <span style=\"font-weight: 400;\">the use of databases, spreadsheets, and querying languages, such SQL.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Analyze and model data sets <\/b><span style=\"font-weight: 400;\">with Python, R, Hadoop, and Spark, among other analytical tools. <\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Visualize and present findings, <\/b><span style=\"font-weight: 400;\">using tools like Tableau, PowerBI, <\/span><span style=\"font-weight: 400;\">Plotly, Bokeh, and Matplotlib, among others. <\/span><span style=\"font-weight: 400;\">&nbsp;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">There are, of course, quite a bit of non-technical skills required as well. Communication skills are fundamental \u2014 if you can\u2019t communicate your findings to someone that does not possess your understanding of data, you\u2019re not going to succeed. Similarly, a Data Scientist should have a strong business acumen and domain specific knowledge. What are the challenges facing the industry? What about the company? Being able to answer these types of questions will help guide the data analysis process.&nbsp;<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">What does a Data Scientist do?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">A Data Scientist\u2019s specific tasks can vary depending on the industry they\u2019re in, and the company they work for. Generally speaking, though, he or she can expect some or all of the following daily tasks and responsibilities:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Researching your industry and company to identify pain points, opportunities for growth, and improvements in efficiency and productivity, among other things. <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Defining relevant data sets, and then extracting data from various sources. <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Cleaning data to remove anything unusable and checking that the rest is accurate and uniform. <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Creating and applying algorithms to implement automation tools.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Modeling and analyzing data to identify patterns and trends. <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Creating visualizations or dashboards for other members of the organization to consult.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Presenting findings to other members of the organization. <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Here\u2019s what Jeremy, the Lead Educator for BrainStation\u2019s <\/span><a href=\"https:\/\/brainstation.io\/course\/online\/remote-data-science-bootcamp?utm_source=Blog&amp;utm_medium=BSTNblog&amp;utm_campaign=WhatIsDataScience\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">Data Science Diploma Program<\/span><\/a><span style=\"font-weight: 400;\"> had to say: \u201cData science work ranges from digging deep into the math of specific techniques, developing and implementing models to describe the data, working to automate processes and explaining results to clients. You might be coding an algorithm in the morning, and in a board meeting in the afternoon.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To find out more about tasks and responsibilities, check out <\/span><a href=\"https:\/\/brainstation.io\/blog\/qa-data-science-expert-colin-fraser-telus\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">a conversation we had with Data Scientist Colin Fraser<\/span><\/a><span style=\"font-weight: 400;\">.&nbsp;<\/span><span style=\"font-weight: 400;\">You might also want to check out our video about Mohammed, a <\/span><a href=\"https:\/\/brainstation.io\/blog\/learn-how-a-business-grad-left-banking-and-entered-the-data-science-world\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">BrainStation graduate who now works at Shopify<\/span><\/a><span style=\"font-weight: 400;\"> as a Researcher.<\/span><\/p>\n<div style=\"padding: 56.25% 0 0 0; position: relative;\"><iframe loading=\"lazy\" style=\"position: absolute; top: 0; left: 0; width: 100%; height: 100%;\" src=\"https:\/\/player.vimeo.com\/video\/266891322\" width=\"300\" height=\"150\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/div>\n<h2><span style=\"font-weight: 400;\">What are the Roles of a Data Scientist? <\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Data Scientists can work across many different industries, and can often play an interdisciplinary role in a company. Because of this, common job titles for Data Scientists tend to be quite varied.<\/span><\/p>\n<p>Here, however, are some of the most common data science job titles:<\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Data Scientist&nbsp;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Data Analyst<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Data Architect<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Data Engineer<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Statistician<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Database Administrator<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Business Analyst<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Data and Analytics Manager<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Researcher <\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">There are many other variations out there, and these will continue to evolve as data analysis becomes more prevalent. &nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The good news is that almost all of these positions are in great demand. As we mentioned above, job listings for data-related roles are projected to skyrocket over the next two years, to the point where demand may outstrip supply. American consulting firm <\/span><span style=\"font-weight: 400;\">Mckinsey &amp; Company claims that&nbsp;<\/span><span style=\"font-weight: 400;\">demand may be 50 to 60 percent greater than the projected supply<\/span><span style=\"font-weight: 400;\"> of data professionals. This is backed up by the fact that employers are already struggling to fill data roles: <\/span><span style=\"font-weight: 400;\">on average, <\/span><span style=\"font-weight: 400;\">data science\/analytics jobs remain open for 45 days <\/span><span style=\"font-weight: 400;\">\u2014 five days longer than the market average. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">All that to say, if you have data science skills and experience, you are already in a great position when it comes to career development and progression. <\/span><\/p>\n<h2><span style=\"font-weight: 400;\">What is the Average Salary of a Data Scientist?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Obviously, salary ranges can vary greatly depending on the region you\u2019re in and your level of experience. That said, Data Scientist salaries tend to be on the high end. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">In 2015, Glassdoor reported that the average salary for a Data Scientist is <\/span><span style=\"font-weight: 400;\">$118,709<\/span><span style=\"font-weight: 400;\">. Payscale, meanwhile, claims that the median pay for Data Scientists in the United States is in the area of <\/span><span style=\"font-weight: 400;\">$94K per year<\/span><span style=\"font-weight: 400;\">.<\/span><\/p>\n<div class=\"lead-grid-container\">\n<div class=\"lead__card\">\n<div class=\"lead__image\"><img decoding=\"async\" class=\"hide--mobile\" src=\"https:\/\/brainstation.io\/blog\/wp-content\/uploads\/2020\/03\/Data.jpg\" alt=\"Icon\"><\/div>\n<div class=\"lead__content\">\n<p id=\"lead__heading\" class=\"heading--4\">Become a Data Scientist in just 12 weeks!<\/p>\n<p class=\"lead__description\">BrainStation&#8217;s <a href=\"https:\/\/brainstation.io\/course\/online\/remote-data-science-bootcamp?utm_source=Blog&amp;utm_medium=BlogPost&amp;utm_campaign=lead_bookCall\" target=\"_blank\" rel=\"noopener noreferrer\">Data Science Diploma Program<\/a> is a full-time, 12-week program that provides professionals with the skills and experience to start a new career in data.<\/p>\n<p id=\"lead__button--margin\"><a id=\"lead__button--hover\" class=\"lead__button\" href=\"https:\/\/brainstation.io\/book-call\/data-science-bootcamp?utm_source=Blog&amp;utm_medium=BlogPost&amp;utm_campaign=lead_bookCall\" target=\"_blank\" rel=\"noopener noreferrer\">Speak to a Learning Advisor<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Demand for Data Scientists is skyrocketing&#8230;but what exactly does the role entail? <\/p>\n","protected":false},"author":7,"featured_media":6652,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[330,343,1066],"tags":[331,444,405,445],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is Data Science? | BrainStation\u00ae Blog<\/title>\n<meta name=\"description\" content=\"Demand for Data Scientists is rising, with new data-related job opening across industries. 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