{"id":301,"date":"2025-05-27T10:45:42","date_gmt":"2025-05-27T14:45:42","guid":{"rendered":"https:\/\/www.clarku.edu\/data-science-program\/?p=301"},"modified":"2025-06-05T15:40:49","modified_gmt":"2025-06-05T19:40:49","slug":"dsci-125-introduction-to-data-science","status":"publish","type":"post","link":"https:\/\/www.clarku.edu\/data-science\/dsci-125-introduction-to-data-science\/","title":{"rendered":"DSCI 125 &#8211; Introduction to Data Science"},"content":{"rendered":"\n<p>Data is the fuel of the modern economy! An organization\u2019s ability to manage data and generate insights enables better decision-making. In this course, we introduce a number of concepts, methods, and tools purposed with extracting information from data as we go through key issues in Data Science. We cover data representations in Python, visualizing data, statistics and probability, data gathering and processing, intro to machine learning, natural language processing, retrieval, and data ethics. Students will gain hands-on experience in the data science process: posing questions, gathering data, developing analyses, articulating and presenting data-informed decisions.<\/p>\n\n\n\n<p><strong>Prerequisites: <\/strong><a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt6280\" target=\"_blank\" rel=\"noreferrer noopener\">CSCI 120<\/a>\u00a0or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt6596\" target=\"_blank\" rel=\"noreferrer noopener\">CSCI 124<\/a>\u00a0and<\/p>\n\n\n\n<p><a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt6229\" rel=\"noreferrer noopener\" target=\"_blank\">MATH 120<\/a>&nbsp; or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt3987\" rel=\"noreferrer noopener\" target=\"_blank\">MATH 124<\/a>&nbsp;or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt6470\" rel=\"noreferrer noopener\" target=\"_blank\">GEOG 110<\/a>&nbsp;or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt2968\" rel=\"noreferrer noopener\" target=\"_blank\">ECON 160<\/a>&nbsp;or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt1234\" rel=\"noreferrer noopener\" target=\"_blank\">SOC 202<\/a>&nbsp; or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt835\" rel=\"noreferrer noopener\" target=\"_blank\">PSYC 105<\/a>&nbsp; or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt7342\" rel=\"noreferrer noopener\" target=\"_blank\">PSCI 107<\/a>&nbsp; or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt4145\" rel=\"noreferrer noopener\" target=\"_blank\">QBUS 110<\/a>&nbsp;<\/p>\n\n\n\n<p>(Minimum grade of C- required for pre-reqs)<br><br><strong>Course Designation\/Attribute:<\/strong> POP<br><br><strong>Anticipated Terms Offered:<\/strong> Spring 2025<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This course provides foundational knowledge in statistical and computational concepts essential for data-centered computing and its applications.<\/p>\n","protected":false},"author":7,"featured_media":302,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[21],"tags":[],"class_list":["post-301","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science-core"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.1 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>DSCI 125 - Introduction to Data Science | Data Science | Clark University<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.clarku.edu\/data-science\/dsci-125-introduction-to-data-science\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DSCI 125 - Introduction to Data Science\" \/>\n<meta property=\"og:description\" content=\"This course provides foundational knowledge in statistical and computational concepts essential for data-centered computing and its applications.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.clarku.edu\/data-science\/dsci-125-introduction-to-data-science\/\" \/>\n<meta property=\"og:site_name\" content=\"Data Science\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ClarkUniversityWorcester\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-27T14:45:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-05T19:40:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.clarku.edu\/data-science\/wp-content\/uploads\/sites\/58\/data-science.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"900\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@clarkuniversity\" \/>\n<meta name=\"twitter:site\" content=\"@clarkuniversity\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Carol D&#039;Onofrio\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.clarku.edu\\\/data-science\\\/dsci-125-introduction-to-data-science\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.clarku.edu\\\/data-science\\\/dsci-125-introduction-to-data-science\\\/\"},\"headline\":\"DSCI 125 &#8211; 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