{"id":6341,"date":"2018-10-15T10:09:33","date_gmt":"2018-10-15T14:09:33","guid":{"rendered":"https:\/\/blog.brainstation.io\/?p=6341"},"modified":"2018-10-23T10:23:21","modified_gmt":"2018-10-23T14:23:21","slug":"3-reasons-why-developers-make-great-data-scientists","status":"publish","type":"post","link":"https:\/\/brainstation.io\/blog\/3-reasons-why-developers-make-great-data-scientists","title":{"rendered":"3 Reasons Why Developers Make Great Data Scientists"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Data Science has rapidly expanded in the last two years, with Machine Learning Engineers, Big Data Engineers, and Data Scientists ranking amongst the <\/span><a href=\"https:\/\/www.forbes.com\/sites\/louiscolumbus\/2017\/12\/11\/linkedins-fastest-growing-jobs-today-are-in-data-science-machine-learning\/#760c52e351bd\"><span style=\"font-weight: 400;\">top emerging positions on LinkedIn<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Data science is \u201cinherently multidisciplinary,\u201d as John Foreman, MailChimp\u2019s Vice President of Product Management, once said, explaining why Data Scientists were \u201ckind of like the new Renaissance folks.\u201d The field draws on elements of computer science, statistics, and mathematics; a unique blend that is not typically covered in university degree programs. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">This is one of the reasons why <\/span><a href=\"https:\/\/brainstation.io\/courses#data\"><span style=\"font-weight: 400;\">data science training, courses, and diploma programs<\/span><\/a><span style=\"font-weight: 400;\"> are increasing in popularity, helping professionals master the skills they need to meet the demands of this rising field. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">And when it comes to transitioning into a career in data, one group of professionals may be in better position than most: Developers. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here are three reasons Web Developers make great Data Scientists. <\/span><\/p>\n<h2 style=\"text-align: left;\"><b>They\u2019re Got a Background in Data Curation<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Data Science typically covers two broad areas: data analytics and data curation. Analytics deals with analyzing and extracting relevant insights and knowledge from data. This is the activity that people most often associate with data scientists: crunching numbers and producing actionable insights and predictive models. But there is another side to data science: figuring out how to collect, manage, preserve, document, transform, alter, and access the data effectively and efficiently in order for analytics to be possible. In academia, these activities are often referred to as data curation<\/span><i><span style=\"font-weight: 400;\">.<\/span><\/i><\/p>\n<h3><strong><a href=\"https:\/\/d1jxdyr49kipv5.cloudfront.net\/prod\/wp-content\/uploads\/2017\/09\/Screen-Shot-2017-09-12-at-9.47.53-AM.png\"><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-6343 alignleft\" src=\"https:\/\/d1jxdyr49kipv5.cloudfront.net\/prod\/wp-content\/uploads\/2017\/09\/Screen-Shot-2017-09-12-at-9.47.53-AM.png\" alt=\"data science jobs\" width=\"441\" height=\"310\" srcset=\"https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2017\/09\/Screen-Shot-2017-09-12-at-9.47.53-AM.png 441w, https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2017\/09\/Screen-Shot-2017-09-12-at-9.47.53-AM-300x211.png 300w\" sizes=\"(max-width: 441px) 100vw, 441px\" \/><\/a><\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Data curation involves the capturing, modeling, management, documentation, storage, transformation, and retrieval of data. In the professional world, titles for a specialist in data curation include <\/span><i><span style=\"font-weight: 400;\">Data Engineer<\/span><\/i><span style=\"font-weight: 400;\">, <\/span><i><span style=\"font-weight: 400;\">Data Developer<\/span><\/i><span style=\"font-weight: 400;\">, <\/span><i><span style=\"font-weight: 400;\">Business Intelligence Developer, Big Data Specialist,<\/span><\/i><span style=\"font-weight: 400;\"> or sometimes just <\/span><i><span style=\"font-weight: 400;\">Data Scientist.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">These specialists would need to have a strong understanding of the following aspects:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">The relational model and its various implementations (SQL Server, Oracle Database, MySQL, etc.)<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">NoSQL databases including:<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">The Document Store model and NoSql databases like MongoDB <\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Wide column databases like Cassandra<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Key-value stores like Redis<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">The MapReduce programming model and its implementation in Apache Hadoop.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Cloud computing platforms like<\/span><a href=\"https:\/\/aws.amazon.com\/\"> <span style=\"font-weight: 400;\">Amazon Web Services<\/span><\/a><span style=\"font-weight: 400;\"> and<\/span><a href=\"https:\/\/azure.microsoft.com\/\"> <span style=\"font-weight: 400;\">Microsoft Azure<\/span><\/a><strong><a href=\"https:\/\/d1jxdyr49kipv5.cloudfront.net\/prod\/wp-content\/uploads\/2017\/09\/Screen-Shot-2017-09-12-at-9.47.53-AM.png\">\u00a0<\/a><\/strong><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">While the specific technologies are constantly changing and fluctuating in popularity and relevance, the core concepts and ideas remain more constant. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Given these requirements, professionals with training in data structures and computer science are in a great position to lead data curation activities on data science teams. Those with a computer science background, in particular, are well suited for this kind of work, as data structures, schemas, or entity-relationship models are all cornerstones of a computer science education. <\/span><\/p>\n<h3><\/h3>\n<h3><b>They\u2019re Familiar With Programming Languages<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Successful Data Scientists have to have a knowledge of programming languages, including R, Python (<\/span><a href=\"https:\/\/towardsdatascience.com\/what-are-the-skills-needed-to-become-a-data-scientist-in-2018-d037012f1db2\"><span style=\"font-weight: 400;\">53% of data scientists \u201cspeak\u201d R and\/or Python<\/span><\/a><span style=\"font-weight: 400;\">), SQL, and Java, among others. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">This gives developers an obvious advantage over other professionals looking to make the switch into data \u2013\u00a0even if they\u2019re not familiar with these languages. Put simply, a good developer or programmer will learn languages as the need arises, which means they are constantly learning new tools, languages, frameworks, and theories. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">This emphasis on continuous learning is ideal for the still nascent data science field, which is growing and changing rapidly. After all, when starting a career in data science (and data analytics), one of the first steps is often learning how to build a predictive model using machine learning. Models have to be trained, tested, tuned, validated, and deployed, and Data Scientists should understand each step in this process. <\/span><\/p>\n<h3><b>They Know How to Program<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">The challenge for Data Scientists in the future will not be in building the aforementioned predictive models, but in integrating these kinds of data toolkits into an organization\u2019s production stack. And, apart from an affinity for numbers, that takes computer science knowledge and programming experience over anything else. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">As Josh Wills, Slack\u2019s Director of Data Engagement, once said, a Data Scientist is a \u201cperson who is better at statistics than any software engineer, and better at software engineering than any statistician.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In other words, advantage developers. <\/span><\/p>\n<p>&nbsp;<\/p>\n<p><i><span style=\"font-weight: 400;\">If you\u2019re looking to make the jump to data science, check out BrainStation\u2019s <\/span><\/i><a href=\"https:\/\/brainstation.io\/courses#data\"><i><span style=\"font-weight: 400;\">Data Science courses and programs<\/span><\/i><\/a><i><span style=\"font-weight: 400;\">.<\/span><\/i><\/p>\n","protected":false},"excerpt":{"rendered":"<p>When it comes to transitioning into a career in data, developers have the inside track. <\/p>\n","protected":false},"author":7,"featured_media":6344,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[343],"tags":[419,601,405,418,189,602,176],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>3 Reasons Why Developers Make Great Data Scientists<\/title>\n<meta name=\"description\" content=\"When it comes to landing Data Science jobs, programmers may have the inside track. 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