{"id":672,"date":"2018-05-08T01:55:21","date_gmt":"2018-05-07T22:55:21","guid":{"rendered":"http:\/\/kusuaks7\/?p=277"},"modified":"2025-06-19T10:46:11","modified_gmt":"2025-06-19T10:46:11","slug":"a-campaign-for-data-science-in-stem-curriculum","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/bigdata-cloud\/a-campaign-for-data-science-in-stem-curriculum\/","title":{"rendered":"A Campaign for Data Science in STEM Curriculum"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"672\" class=\"elementor elementor-672\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-5ed43898 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5ed43898\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3da8a7e6\" data-id=\"3da8a7e6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7b0a7dd0 elementor-widget elementor-widget-text-editor\" data-id=\"7b0a7dd0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<strong><em>Ready to learn Data Science? <a href=\"https:\/\/www.experfy.com\/training\/courses\">Browse courses<\/a>\u00a0like\u00a0<a href=\"https:\/\/www.experfy.com\/training\/tracks\/data-science-training-certification\">Data Science Training and Certification<\/a> developed by industry thought leaders and Experfy in Harvard Innovation Lab.<\/em><\/strong>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ece4144 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ece4144\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-48c8d25\" data-id=\"48c8d25\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-47506d4 elementor-widget elementor-widget-image\" data-id=\"47506d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"620\" height=\"360\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/rsz_bigstock-stem-science-technology-en-136906751.jpg\" class=\"attachment-large size-large wp-image-37886\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/rsz_bigstock-stem-science-technology-en-136906751.jpg 620w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/rsz_bigstock-stem-science-technology-en-136906751-300x174.jpg 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/rsz_bigstock-stem-science-technology-en-136906751-610x354.jpg 610w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f5a151b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f5a151b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-20f56f4\" data-id=\"20f56f4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-283d418 elementor-widget elementor-widget-text-editor\" data-id=\"283d418\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u201cI want to include data science in my curriculum, but I can\u2019t find anything useful on the Internet. Can you help?\u201d asked Bill Gibson, a computer science teacher at our local high school. Bill knew I was a geek, but not that I\u2019m the head of analytics at TIBCO. Thanks to this serendipitous exchange, we\u2019ll be introducing his students to a critical STEM field for the 21st century.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-28b3520 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"28b3520\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4e9b17f\" data-id=\"4e9b17f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c0607c7 elementor-widget elementor-widget-text-editor\" data-id=\"c0607c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tBill is prescient and his students are lucky. But all kids entering high school and college should get some exposure to the\u00a0wonderful world of data science. McKinsey &amp; Company\u00a0<a href=\"http:\/\/www.mckinsey.com\/business-functions\/business-technology\/our-insights\/big-data-the-next-frontier-for-innovation\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">projects that by 2018<\/a>, the United States could face a shortage of 140,000 to 190,000 data science workers. Harvard Business Review called data science\u00a0<a href=\"https:\/\/hbr.org\/2012\/10\/data-scientist-the-sexiest-job-of-the-21st-century\" target=\"_blank\" rel=\"noopener noreferrer\">the Sexiest Job of the 21st Century.<\/a>\u00a0The average data scientist\u00a0<a href=\"https:\/\/www.glassdoor.com\/Salaries\/data-scientist-salary-SRCH_KO0,14.htm\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">earns<\/a>\u00a0over $113,000 a year.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-82ff50d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"82ff50d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3dae3ee\" data-id=\"3dae3ee\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-35f9418 elementor-widget elementor-widget-text-editor\" data-id=\"35f9418\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tHowever, even though data science is a \u201csexy,\u201d growing, and pays well, we\u2019re not teaching it. It\u2019s estimated that only about 5% of universities have a data science curriculum, and even fewer high schools expose students to data science. What gives?\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-bace168 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bace168\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3c30323\" data-id=\"3c30323\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aa31833 elementor-widget elementor-widget-text-editor\" data-id=\"aa31833\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tLet\u2019s start with defining data science: \u201cthe field of extracting knowledge and insights from data in various forms,\u201d according to Wikipedia \u2026 yes, I can hear the collective bored sighs of teenagers across the nation. So let\u2019s try a more exciting visual explanation about what data science can do. Consider the following code:\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2a05183 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a05183\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7f733b7\" data-id=\"7f733b7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-21969e7 elementor-widget elementor-widget-image\" data-id=\"21969e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"523\" height=\"711\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/following-code.png\" class=\"attachment-large size-large wp-image-37887\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/following-code.png 523w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/following-code-221x300.png 221w\" sizes=\"(max-width: 523px) 100vw, 523px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-e73b029 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e73b029\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c102dfd\" data-id=\"c102dfd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cfeda72 elementor-widget elementor-widget-text-editor\" data-id=\"cfeda72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tNot exactly compelling. But data science is what turns such dull numbers into something stunning, like this:\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-ae05323 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ae05323\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4d755ce\" data-id=\"4d755ce\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6ad3ca0 elementor-widget elementor-widget-image\" data-id=\"6ad3ca0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"720\" height=\"343\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/like-this.png\" class=\"attachment-large size-large wp-image-37888\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/like-this.png 720w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/like-this-300x143.png 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/like-this-610x291.png 610w\" sizes=\"(max-width: 720px) 100vw, 720px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-7ca20bc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ca20bc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4ad8c21\" data-id=\"4ad8c21\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7d7743c elementor-widget elementor-widget-text-editor\" data-id=\"7d7743c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThis famous image tells a story. Known as \u201cthe map that made a nation cry,\u201d it was created in 1869 by Joseph Minard and has been called the best statistical graphic of all time.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2b07017 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2b07017\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b470229\" data-id=\"b470229\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-beb9b65 elementor-widget elementor-widget-text-editor\" data-id=\"beb9b65\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMinard\u2019s cartographic depiction of numerical data uses numbers to tell the devastating tale of Napoleon\u2019s attack on Russia from 1812\u20131813. It quantifies, from left to right in tan, 422,000 French soldiers entering Russia in 1812. The tan line narrows to illustrate the vast numbers of men who died in the campaign (mainly due to the Russia\u2019s \u201cscorched earth\u201d tactic). By the time the French get to Moscow, only 100,000 men survive. Black represents their retreat (right to left). The black line continues to get thinner as it moves west. Below the path of retreat, Minard also displays the time and temperature: When the French leave Moscow, the temperature is 0, then dips as low as 30 degrees below zero. Finally, a year later, the French army exits Russia as a thin stroke representing only 10,000 men. 412,000 men perished.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-be09edd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"be09edd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0da60e1\" data-id=\"0da60e1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0e70803 elementor-widget elementor-widget-text-editor\" data-id=\"0e70803\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMinard\u2019s graphic is a marvel. It shows six dimensions of data in one vivid image: the number of troops, their direction of travel, their location, the temperature, the time, and situation relative to specific dates. Creatively, it is the data geek\u2019s equivalent of the Mona Lisa. Like any work of art, you see more as you linger over it. For example, on September 28, 1813, the thickness of the black line is cut in half as 25,000 men perish trying to cross the Berezina river.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-d79a727 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d79a727\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b556ada\" data-id=\"b556ada\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-feaec56 elementor-widget elementor-widget-text-editor\" data-id=\"feaec56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tToday, between one and two TRILLION statistical graphics like this are created every year. Minard used pen and paper, but most are now created on a computer. Statistical graphics speak powerfully and can influence all sorts of change in the world: they explain weather patterns, predict crop yields, help discover new drugs. They can even \u201cmake a nation cry\u201d like Minard\u2019s diagram.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-cd0bce7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cd0bce7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64e9110\" data-id=\"64e9110\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f56bdba elementor-widget elementor-widget-text-editor\" data-id=\"f56bdba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tData science now impacts every profession, from entry-level office workers to CEOs, from football coaches to general managers, from accountants to CFOs. Minard was a civil engineer who hated war, which drove him to create his masterpiece. Millions of others have subsequently been inspired to speak through data.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-c7f4ff0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c7f4ff0\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c50e5ec\" data-id=\"c50e5ec\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b53011c elementor-widget elementor-widget-text-editor\" data-id=\"b53011c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSo why does McKinsey project such a serious shortage in data worker supply? Because businesses now have new forms of data available to them at a scale that is historically unprecedented. In the past 20 years, everything has become connected\u2014the internet, mobile phones, embedded sensors. And every device generates data. All that data needs to be analyzed.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2966d64 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2966d64\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0f1e8fa\" data-id=\"0f1e8fa\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8c5681e elementor-widget elementor-widget-text-editor\" data-id=\"8c5681e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tConsider the\u00a0<a href=\"http:\/\/spotfire.tibco.com\/assets\/bltb845dba39439b726\/ss-vestas.pdf?_ga=1.247931662.826672787.1470243797\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">Vestas<\/a>\u00a0company, which runs wind farms. Each of their 52,000 windmills has 1,000 sensors that send data readings every few seconds. That equals two gigabytes of readings each day. In terms that might speak to the average high school student, this means the windmills of just one company generate the equivalent of 15 million text messages or 2,000 printed books.\u00a0<em>EVERY DAY!<\/em>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-315ebbc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"315ebbc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6eaf391\" data-id=\"6eaf391\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b3d2ac elementor-widget elementor-widget-text-editor\" data-id=\"3b3d2ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nSo there\u2019s a lot of data, with more on the way, and lots of data scientists are needed to make use of it all. Data science is only growing more critically important as our technology advances. It will be key in all businesses in the future and there looks to be a massive shortage of data pros, a job that pays well and is fun. It helps us tell important stories. I don\u2019t need to produce an infographic to make this tale any more compelling. Bill Gibson\u2019s instincts are right, data science deserves a spot in every STEM education curriculum.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>There&rsquo;s a lot of data, and with more on the way, lots of data scientists are needed to make use of it all. Data science is only growing more critically important as our technology advances. It will be key in all businesses in the future and there looks to be a massive shortage of data pros, a job that pays well and is fun. It helps us tell important stories. I don&rsquo;t need to produce an infographic to make this tale any more compelling. Data science deserves a spot in every STEM education curriculum.<\/p>\n","protected":false},"author":291,"featured_media":3610,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[187],"tags":[94],"ppma_author":[1832],"class_list":["post-672","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bigdata-cloud","tag-data-science"],"authors":[{"term_id":1832,"user_id":291,"is_guest":0,"slug":"mark-palmer","display_name":"Mark Palmer","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","user_url":"","last_name":"Palmer","first_name":"Mark","job_title":"","description":"Mark Palmer, SVP of Analytics at&nbsp;<a href=\"https:\/\/www.linkedin.com\/company\/9159\" target=\"_blank\" rel=\"noopener\">TIBCO Spotfire<\/a>, has extensive working in the financial technology, with expertise in algorithmic trading applications and automated trading architecture development. He has spoken at numerous industry events and is frequently quoted in leading publications, including the Wall Street Journal, Time Magazine, the Financial Times and CNBC. Under his leadership, StreamBase was honored by the World Economic Forum with one of the most prestigious awards in technology innovation &ndash;Technology Pioneers."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/291"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=672"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/672\/revisions"}],"predecessor-version":[{"id":37891,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/672\/revisions\/37891"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/3610"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=672"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=672"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=672"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}