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Certificate in Applied Data Science - I School Online
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Students become familiar with the challenges of working with data — asking a good question, inference and causality, decision making — as well as how to best utilize the new tools and techniques for data analytics, including machine learning and data mining. A Foundation in Modern Data Analysis The need for expertise in data analytics continues to grow in all organizations and disciplines. 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Inter;--var-d2-font-weight: 400;--var-d3-font-size: 70px;--var-d3-mobile-font-size: 70px;--var-d3-tablet-font-size: 70px;--var-d3-letter-spacing: var(--var-h3-letter-spacing);--var-d3-line-height: var(--var-h3-line-height);--var-d3-color: var(--var-color-h1-color);--var-d3-font-family: Inter;--var-d3-font-weight: 400;--var-d4-font-size: 36px;--var-d4-mobile-font-size: 36px;--var-d4-tablet-font-size: 36px;--var-d4-letter-spacing: var(--var-h4-letter-spacing);--var-d4-line-height: var(--var-h4-line-height);--var-d4-color: var(--var-color-d1-color);--var-d4-font-family: Inter;--var-d4-font-weight: 600;--var-d5-font-size: 15px;--var-d5-mobile-font-size: 15px;--var-d5-tablet-font-size: 15px;--var-d5-letter-spacing: var(--var-h5-letter-spacing);--var-d5-line-height: var(--var-h5-line-height);--var-d5-color: var(--var-color-d5-color);--var-d5-font-family: Inter;--var-d5-font-weight: 400;--var-d6-font-size: 26px;--var-d6-mobile-font-size: 26px;--var-d6-tablet-font-size: 26px;--var-d6-letter-spacing: var(--var-h6-letter-spacing);--var-d6-line-height: var(--var-h6-line-height);--var-d6-color: var(--var-color-d6-color);--var-d6-font-family: Inter;--var-d6-font-weight: 400;--var-color-type-dark: #282828;--var-color-type-light: #fff;--var-breadcrumb-td-last: none;--var-logo-1-height: 28px;--var-logo-1-padding: 12px 0;--var-navbar-logo-1-alignment: left;--var-logo-1-vertical-alignment: middle;--var-logo-1-background-color: theme-dark;--var-logo-1-active-border-color: initial;--var-logo-1-hover-border-color: initial;--var-logo-2-height: initial;--var-logo-2-padding: initial;--var-navbar-logo-2-alignment: left;--var-logo-2-vertical-alignment: middle;--var-logo-2-background-color: initial;--var-logo-2-active-border-color: initial;--var-logo-2-hover-border-color: initial;--var-logo-footer-height: 68px;--var-logo-footer-padding: initial;--var-logo-mobile-height: initial;--var-logo-mobile-padding: 8px;--var-navbar-logo-mobile-alignment: center;--var-mobile-footer-top-margin: 0px;--var-mobile-footer-bottom-margin: 15px;}.container {width: 100%;max-width: var(--var-container-width);}.container--half {width: 100%;max-width: calc( var(--var-container-width) / 2 );}.container--narrow {width: 100%;max-width: var(--var-container--narrow-width);}.container--narrow--half {width: 100%;max-width: calc( var(--var-container--narrow-width) / 2 );}.container--wide {width: 100%;max-width: var(--var-container--wide-width);}.container--wide--half {width: 100%;max-width: calc( var(--var-container--wide-width) / 2 );}.extra-narrow {width: 100%;max-width: var(--var-extra-narrow-width);}.extra-narrow--half {width: 100%;max-width: calc( var(--var-extra-narrow-width) / 2 );}.Normal-xl {width: 100%;max-width: var(--var-Normal-xl-width);}.Normal-xl--half {width: 100%;max-width: calc( var(--var-Normal-xl-width) / 2 );}.u--background-color-theme-dark { background-color: var(--var-color-theme-dark) !important; }.u--border-theme-dark { border-color: var(--var-color-theme-dark) !important; }.u--tabletBorder-theme-dark { border-color: var(--var-color-theme-dark) !important; }.u--mobileBorder-theme-dark { border-color: var(--var-color-theme-dark) !important; }.u--text-theme-dark { color: var(--var-color-theme-dark) !important; }.twoyou-extended--unorderedList.u--list-color-theme-dark li::before { color: #002676; }.twoyou-extended--unorderedList.u--list-color-theme-dark li > ul li::before { color: #002676; }.u--table-head-theme-dark thead { border-bottom-color: #002676 !important; }.u--table-head-background-theme-dark thead { background-color: #002676 !important; }.u--table-head-text-theme-dark thead th { color: #002676 !important; }.u--table-foot-theme-dark tfoot { border-top-color: #002676 !important; }.u--link-text-theme-dark a { color: #002676 !important; }.u--link-background—color-theme-dark a { background-color: #002676 !important; }.u--tabletText-theme-dark { color: #002676; }.u--mobileText-theme-dark { color: #002676; }.u--mobileBackground-theme-dark { background-color: #002676; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-theme-dark { background-color: #002676!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-theme-dark { background-color: #002676!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-theme-dark { background-color: #002676!important; }}.u--background-color-theme-light { background-color: var(--var-color-theme-light) !important; }.u--border-theme-light { border-color: var(--var-color-theme-light) !important; }.u--tabletBorder-theme-light { border-color: var(--var-color-theme-light) !important; }.u--mobileBorder-theme-light { border-color: var(--var-color-theme-light) !important; }.u--text-theme-light { color: var(--var-color-theme-light) !important; }.twoyou-extended--unorderedList.u--list-color-theme-light li::before { color: #fdb515; }.twoyou-extended--unorderedList.u--list-color-theme-light li > ul li::before { color: #fdb515; }.u--table-head-theme-light thead { border-bottom-color: #fdb515 !important; }.u--table-head-background-theme-light thead { background-color: #fdb515 !important; }.u--table-head-text-theme-light thead th { color: #fdb515 !important; }.u--table-foot-theme-light tfoot { border-top-color: #fdb515 !important; }.u--link-text-theme-light a { color: #fdb515 !important; }.u--link-background—color-theme-light a { background-color: #fdb515 !important; }.u--tabletText-theme-light { color: #fdb515; }.u--mobileText-theme-light { color: #fdb515; }.u--mobileBackground-theme-light { background-color: #fdb515; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-theme-light { background-color: #fdb515!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-theme-light { background-color: #fdb515!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-theme-light { background-color: #fdb515!important; }}.u--background-color-theme-cta { background-color: var(--var-color-theme-cta) !important; }.u--border-theme-cta { border-color: var(--var-color-theme-cta) !important; }.u--tabletBorder-theme-cta { border-color: var(--var-color-theme-cta) !important; }.u--mobileBorder-theme-cta { border-color: var(--var-color-theme-cta) !important; }.u--text-theme-cta { color: var(--var-color-theme-cta) !important; }.twoyou-extended--unorderedList.u--list-color-theme-cta li::before { color: #fdb515; }.twoyou-extended--unorderedList.u--list-color-theme-cta li > ul li::before { color: #fdb515; }.u--table-head-theme-cta thead { border-bottom-color: #fdb515 !important; }.u--table-head-background-theme-cta thead { background-color: #fdb515 !important; }.u--table-head-text-theme-cta thead th { color: #fdb515 !important; }.u--table-foot-theme-cta tfoot { border-top-color: #fdb515 !important; }.u--link-text-theme-cta a { color: #fdb515 !important; }.u--link-background—color-theme-cta a { background-color: #fdb515 !important; }.u--tabletText-theme-cta { color: #fdb515; }.u--mobileText-theme-cta { color: #fdb515; }.u--mobileBackground-theme-cta { background-color: #fdb515; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-theme-cta { background-color: #fdb515!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-theme-cta { background-color: #fdb515!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-theme-cta { background-color: #fdb515!important; }}.u--background-color-theme-accent { background-color: var(--var-color-theme-accent) !important; }.u--border-theme-accent { border-color: var(--var-color-theme-accent) !important; }.u--tabletBorder-theme-accent { border-color: var(--var-color-theme-accent) !important; }.u--mobileBorder-theme-accent { border-color: var(--var-color-theme-accent) !important; }.u--text-theme-accent { color: var(--var-color-theme-accent) !important; }.twoyou-extended--unorderedList.u--list-color-theme-accent li::before { color: #fdb515; }.twoyou-extended--unorderedList.u--list-color-theme-accent li > ul li::before { color: #fdb515; }.u--table-head-theme-accent thead { border-bottom-color: #fdb515 !important; }.u--table-head-background-theme-accent thead { background-color: #fdb515 !important; }.u--table-head-text-theme-accent thead th { color: #fdb515 !important; }.u--table-foot-theme-accent tfoot { border-top-color: #fdb515 !important; }.u--link-text-theme-accent a { color: #fdb515 !important; }.u--link-background—color-theme-accent a { background-color: #fdb515 !important; }.u--tabletText-theme-accent { color: #fdb515; }.u--mobileText-theme-accent { color: #fdb515; }.u--mobileBackground-theme-accent { background-color: #fdb515; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-theme-accent { background-color: #fdb515!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-theme-accent { background-color: #fdb515!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-theme-accent { background-color: #fdb515!important; }}.u--background-color-theme-cta-contrast { background-color: var(--var-color-theme-cta-contrast) !important; }.u--border-theme-cta-contrast { border-color: var(--var-color-theme-cta-contrast) !important; }.u--tabletBorder-theme-cta-contrast { border-color: var(--var-color-theme-cta-contrast) !important; }.u--mobileBorder-theme-cta-contrast { border-color: var(--var-color-theme-cta-contrast) !important; }.u--text-theme-cta-contrast { color: var(--var-color-theme-cta-contrast) !important; }.twoyou-extended--unorderedList.u--list-color-theme-cta-contrast li::before { color: #282828; }.twoyou-extended--unorderedList.u--list-color-theme-cta-contrast li > ul li::before { color: #282828; }.u--table-head-theme-cta-contrast thead { border-bottom-color: #282828 !important; }.u--table-head-background-theme-cta-contrast thead { background-color: #282828 !important; }.u--table-head-text-theme-cta-contrast thead th { color: #282828 !important; }.u--table-foot-theme-cta-contrast tfoot { border-top-color: #282828 !important; }.u--link-text-theme-cta-contrast a { color: #282828 !important; }.u--link-background—color-theme-cta-contrast a { background-color: #282828 !important; }.u--tabletText-theme-cta-contrast { color: #282828; }.u--mobileText-theme-cta-contrast { color: #282828; }.u--mobileBackground-theme-cta-contrast { background-color: #282828; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-theme-cta-contrast { background-color: #282828!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-theme-cta-contrast { background-color: #282828!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-theme-cta-contrast { background-color: #282828!important; }}.u--background-color-theme-accent-contrast { background-color: var(--var-color-theme-accent-contrast) !important; }.u--border-theme-accent-contrast { border-color: var(--var-color-theme-accent-contrast) !important; }.u--tabletBorder-theme-accent-contrast { border-color: var(--var-color-theme-accent-contrast) !important; }.u--mobileBorder-theme-accent-contrast { border-color: var(--var-color-theme-accent-contrast) !important; }.u--text-theme-accent-contrast { color: var(--var-color-theme-accent-contrast) !important; }.twoyou-extended--unorderedList.u--list-color-theme-accent-contrast li::before { color: #282828; }.twoyou-extended--unorderedList.u--list-color-theme-accent-contrast li > ul li::before { color: #282828; }.u--table-head-theme-accent-contrast thead { border-bottom-color: #282828 !important; }.u--table-head-background-theme-accent-contrast thead { background-color: #282828 !important; }.u--table-head-text-theme-accent-contrast thead th { color: #282828 !important; }.u--table-foot-theme-accent-contrast tfoot { border-top-color: #282828 !important; }.u--link-text-theme-accent-contrast a { color: #282828 !important; }.u--link-background—color-theme-accent-contrast a { background-color: #282828 !important; }.u--tabletText-theme-accent-contrast { color: #282828; }.u--mobileText-theme-accent-contrast { color: #282828; }.u--mobileBackground-theme-accent-contrast { background-color: #282828; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-theme-accent-contrast { background-color: #282828!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-theme-accent-contrast { background-color: #282828!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-theme-accent-contrast { background-color: #282828!important; }}.u--background-color-h1-color { background-color: var(--var-color-h1-color) !important; }.u--border-h1-color { border-color: var(--var-color-h1-color) !important; }.u--tabletBorder-h1-color { border-color: var(--var-color-h1-color) !important; }.u--mobileBorder-h1-color { border-color: var(--var-color-h1-color) !important; }.u--text-h1-color { color: var(--var-color-h1-color) !important; }.twoyou-extended--unorderedList.u--list-color-h1-color li::before { color: #003263; }.twoyou-extended--unorderedList.u--list-color-h1-color li > ul li::before { color: #003263; }.u--table-head-h1-color thead { border-bottom-color: #003263 !important; }.u--table-head-background-h1-color thead { background-color: #003263 !important; }.u--table-head-text-h1-color thead th { color: #003263 !important; }.u--table-foot-h1-color tfoot { border-top-color: #003263 !important; }.u--link-text-h1-color a { color: #003263 !important; }.u--link-background—color-h1-color a { background-color: #003263 !important; }.u--tabletText-h1-color { color: #003263; }.u--mobileText-h1-color { color: #003263; }.u--mobileBackground-h1-color { background-color: #003263; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-h1-color { background-color: #003263!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-h1-color { background-color: #003263!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-h1-color { background-color: #003263!important; }}.u--background-color-d1-color { background-color: var(--var-color-d1-color) !important; }.u--border-d1-color { border-color: var(--var-color-d1-color) !important; }.u--tabletBorder-d1-color { border-color: var(--var-color-d1-color) !important; }.u--mobileBorder-d1-color { border-color: var(--var-color-d1-color) !important; }.u--text-d1-color { color: var(--var-color-d1-color) !important; }.twoyou-extended--unorderedList.u--list-color-d1-color li::before { color: #ffffff; }.twoyou-extended--unorderedList.u--list-color-d1-color li > ul li::before { color: #ffffff; }.u--table-head-d1-color thead { border-bottom-color: #ffffff !important; }.u--table-head-background-d1-color thead { background-color: #ffffff !important; }.u--table-head-text-d1-color thead th { color: #ffffff !important; }.u--table-foot-d1-color tfoot { border-top-color: #ffffff !important; }.u--link-text-d1-color a { color: #ffffff !important; }.u--link-background—color-d1-color a { background-color: #ffffff !important; }.u--tabletText-d1-color { color: #ffffff; }.u--mobileText-d1-color { color: #ffffff; }.u--mobileBackground-d1-color { background-color: #ffffff; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-d1-color { background-color: #ffffff!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-d1-color { background-color: #ffffff!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-d1-color { background-color: #ffffff!important; }}.u--background-color-d2-color { background-color: var(--var-color-d2-color) !important; }.u--border-d2-color { border-color: var(--var-color-d2-color) !important; }.u--tabletBorder-d2-color { border-color: var(--var-color-d2-color) !important; }.u--mobileBorder-d2-color { border-color: var(--var-color-d2-color) !important; }.u--text-d2-color { color: var(--var-color-d2-color) !important; }.twoyou-extended--unorderedList.u--list-color-d2-color li::before { color: #004aae; }.twoyou-extended--unorderedList.u--list-color-d2-color li > ul li::before { color: #004aae; }.u--table-head-d2-color thead { border-bottom-color: #004aae !important; }.u--table-head-background-d2-color thead { background-color: #004aae !important; }.u--table-head-text-d2-color thead th { color: #004aae !important; }.u--table-foot-d2-color tfoot { border-top-color: #004aae !important; }.u--link-text-d2-color a { color: #004aae !important; }.u--link-background—color-d2-color a { background-color: #004aae !important; }.u--tabletText-d2-color { color: #004aae; }.u--mobileText-d2-color { color: #004aae; }.u--mobileBackground-d2-color { background-color: #004aae; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-d2-color { background-color: #004aae!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-d2-color { background-color: #004aae!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-d2-color { background-color: #004aae!important; }}.u--background-color-d5-color { background-color: var(--var-color-d5-color) !important; }.u--border-d5-color { border-color: var(--var-color-d5-color) !important; }.u--tabletBorder-d5-color { border-color: var(--var-color-d5-color) !important; }.u--mobileBorder-d5-color { border-color: var(--var-color-d5-color) !important; }.u--text-d5-color { color: var(--var-color-d5-color) !important; }.twoyou-extended--unorderedList.u--list-color-d5-color li::before { color: #282828; }.twoyou-extended--unorderedList.u--list-color-d5-color li > ul li::before { color: #282828; }.u--table-head-d5-color thead { border-bottom-color: #282828 !important; }.u--table-head-background-d5-color thead { background-color: #282828 !important; }.u--table-head-text-d5-color thead th { color: #282828 !important; }.u--table-foot-d5-color tfoot { border-top-color: #282828 !important; }.u--link-text-d5-color a { color: #282828 !important; }.u--link-background—color-d5-color a { background-color: #282828 !important; }.u--tabletText-d5-color { color: #282828; }.u--mobileText-d5-color { color: #282828; }.u--mobileBackground-d5-color { background-color: #282828; } @media screen and (max-width: 768px) { .u--mobileBackgroundColor-d5-color { background-color: #282828!important; }} @media screen and (min-width: 769px) and (max-width: 1023px) { .u--tabletBackgroundColor-d5-color { background-color: #282828!important; }} @media screen and (min-width: 1024px) { .u--desktopBackgroundColor-d5-color { background-color: #282828!important; }}.u--background-color-d6-color { background-color: var(--var-color-d6-color) !important; }.u--border-d6-color { border-color: var(--var-color-d6-color) !important; }.u--tabletBorder-d6-color { border-color: var(--var-color-d6-color) !important; }.u--mobileBorder-d6-color { border-color: var(--var-color-d6-color) !important; }.u--text-d6-color { color: var(--var-color-d6-color) !important; }.twoyou-extended--unorderedList.u--list-color-d6-color li::before { color: #5173b6; }.twoyou-extended--unorderedList.u--list-color-d6-color li > ul li::before { color: #5173b6; }.u--table-head-d6-color thead { border-bottom-color: #5173b6 !important; }.u--table-head-background-d6-color thead { background-color: #5173b6 !important; }.u--table-head-text-d6-color thead th { color: #5173b6 !important; }.u--table-foot-d6-color tfoot { border-top-color: #5173b6 !important; }.u--link-text-d6-color a { color: #5173b6 !important; }.u--link-background—color-d6-color a { background-color: #5173b6 !important; }.u--tabletText-d6-color { color: 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</li><li class="u-show--desktop"><a class="btn btn--action header-cta u--disable-external-icon" href="https://ischoolonline.berkeley.edu/choose-your-program/" target="_blank">Apply Now<span class="u-srText">External link:</span><i class="material-icons">open_in_new</i></a></li></ul> </div> </div> </div> </header> <div id="content" class="site-content"> <div class="breadcrumbs-container"> <div class="breadcrumbs"> <p id="breadcrumbs"><span><span><a href="https://ischoolonline.berkeley.edu/">Home</a></span> / <span><a href="https://ischoolonline.berkeley.edu/cybersecurity/">Cybersecurity</a></span> / <span><a href="https://ischoolonline.berkeley.edu/cybersecurity/curriculum/">Curriculum</a></span> / <span class="breadcrumb_last" aria-current="page">Certificate in Applied Data Science</span></span></p> </div> </div> <section id="primary" class="content-area u-hasSidebar"> <main id="main" class="site-main container"> <aside class="sidebar u--hide u--show-block--tablet-landscape span-12 span-3--tablet-landscape span-6--tablet u--padding-right-1 u--padding-bottom-3 u--padding-bottom-5--tablet"> <nav><ul class="sidebarNav indented-menu"><li class="pagenav"><a href="https://ischoolonline.berkeley.edu/cybersecurity/" />Cybersecurity</a><ul><li class="page_item page-item-17 page_item_has_children current_page_ancestor current_page_parent"><a href="https://ischoolonline.berkeley.edu/cybersecurity/curriculum/">Curriculum</a> <ul class='children'> <li class="page_item page-item-4394"><a href="https://ischoolonline.berkeley.edu/cybersecurity/curriculum/web-application-security-assessment/">Web Application Security Assessment</a></li> <li class="page_item page-item-2116 current_page_item"><a href="https://ischoolonline.berkeley.edu/cybersecurity/curriculum/data-science-certificate/">Certificate in Applied Data Science</a></li> </ul> </li> <li class="page_item page-item-43"><a href="https://ischoolonline.berkeley.edu/cybersecurity/what-is-cybersecurity/">What is Cybersecurity?</a></li> <li class="page_item page-item-4611"><a href="https://ischoolonline.berkeley.edu/cybersecurity/class-profile/">MICS Class Profile</a></li> </ul></li></ul></nav><div class="sidebar-content"></div> </aside> <div class="main-content" id="main-body-content"> <div class="twoyou-heading"> <h1 class="wp-block-heading u--margin-bottom-2" id="h-certificate-in-applied-data-science">Certificate in Applied Data Science</h1> </div> <p class="u--margin-bottom-2 twoyou-paragraph-p">The Certificate in Applied Data Science introduces the tools, methods, and conceptual approaches used to support modern data analysis and decision making in professional and applied research settings. Students become familiar with the challenges of working with data — asking a good question, inference and causality, decision making — as well as how to best utilize the new tools and techniques for data analytics, including machine learning and data mining.</p> <figure class="wp-block-image size-full" id="wp-image-674d8931a7369"><img width="767" height="34" src="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/divider-image-1_desktop_767.jpg" alt="" class="wp-image-2122" loading="lazy" srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/divider-image-1_desktop_767.jpg 767w, https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/divider-image-1_desktop_767.jpg?resize=440,20 440w" sizes="(max-width: 767px) 100vw, 767px" /><style></style></figure> <div class="twoyou-heading"> <h2 class="wp-block-heading u--margin-bottom-2" id="h-a-foundation-in-modern-data-analysis">A Foundation in Modern Data Analysis</h2> </div> <p class="u--margin-bottom-2 twoyou-paragraph-p">The need for expertise in data analytics continues to grow in all organizations and disciplines. Graduate students in every field are now working with data from new sources: web sites, electronic medical records, transaction records, sensor networks, smartphones, and digitized records and documents. The analytical tools and methods traditionally used to derive insights from structured and well-curated data sets — such as the census, surveys, and administrative data — are not sufficient for this new, unstructured, and often user-generated data.</p> <p class="u--margin-bottom-2 twoyou-paragraph-p">The Certificate in Applied Data Science provides hands-on practice working with unstructured and user-provided data to identify new ways to inform decision making. The curriculum <strong>educates professionals and scholars to be intelligent consumers of data science techniques in a variety of domains</strong>, with a foundation of skills for applying these techniques in their own professional spaces.</p> <div class="twoyou-heading"> <h2 class="wp-block-heading u--margin-bottom-2" id="h-curriculum">Curriculum</h2> </div> <p class="u--margin-bottom-2 twoyou-paragraph-p">Once they have completed all of their required foundational courses during the first two to three terms in the program,master’s in cybersecurity (MICS) students are eligible to start taking course work that will count toward the certificate. <strong>Students are required to complete all of their certificate course work prior to enrolling in Capstone in their final semester.</strong><strong></strong></p> <p class="u--margin-bottom-2 twoyou-paragraph-p">The certificate requires three 3-unit courses that students <strong>must complete with a letter grade of B or higher</strong>.</p> <p class="u--margin-bottom-2 twoyou-paragraph-p">Students will take:</p> <p class="is-style-default u--margin-bottom-2 twoyou-paragraph-p"><strong>An introduction to data science course:</strong></p> <div class="wp-block-twoyou-columns has-3-columns is-spaced wp-block-columns"> <div id="column-8232b76d-9ed7-44dc-bb72-45a8bc0eb411" class="wp-block-twoyou-column is-vertically-aligned-top u--padding-left-1 u--padding-top-1 u--padding-right-1 u--padding-bottom-1 u--padding-all-1 u--border-radius-square span-12 span-4--tablet"><style>#column-8232b76d-9ed7-44dc-bb72-45a8bc0eb411 { border-width: 0px;}</style> <a href="/data-science/curriculum/research-design-application-data-analysis/" class="wp-block-twoyou-card"><style> @media screen and (min-width: 1024px) { #card-ffa9a406-b8d0-4b65-b96a-6fb6e5d4e6da .cardItem-body-width { width: 100%; } } @media screen and (min-width: 761px) and (max-width: 1023px) { #card-ffa9a406-b8d0-4b65-b96a-6fb6e5d4e6da .cardItem-body-width { width: 100%; } } @media screen and (max-width: 760px) { #card-ffa9a406-b8d0-4b65-b96a-6fb6e5d4e6da .cardItem-body-width { width: 100%; } } </style><article aria-labelledby="article-title-ffa9a406-b8d0-4b65-b96a-6fb6e5d4e6da" id="card-ffa9a406-b8d0-4b65-b96a-6fb6e5d4e6da" class="cardItem"><figure class="cardItem-figure"><picture><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/research-design-data-analysis_mobile_299x216.jpg" media="(min-width: 1024px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/research-design-data-analysis_mobile_299x216.jpg" media="(min-width: 480px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/research-design-data-analysis_mobile_299x216.jpg" /><img loading="lazy" src="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/research-design-data-analysis_mobile_299x216.jpg" alt="" /></picture></figure><div class="cardItem-body u--margin-top-0 u--margin-left-0 u--margin-right-0 u--margin-bottom-0 cardItem-body--left cardItem-body--left-tablet cardItem-body--left-mobile cardItem-body-width"><header class="cardItem-header u--background-color-color-black u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"><div><p id="article-title-ffa9a406-b8d0-4b65-b96a-6fb6e5d4e6da" class="cardItem-title u-textStyle--d1 u--align-left"><a href="https://ischoolonline.berkeley.edu/data-science/curriculum/research-design-application-data-analysis/">Research Design and Application for Data and Analysis</a></p></div></header><div class="cardItem-content u--background-color-color-black u--text-color-white u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"> <p class="u--margin-bottom-2 twoyou-paragraph-p">3 UNITS</p> </div></div></article></a> </div> <div id="column-11b1bd6f-13b0-465f-b7b2-5c79ca49f832" class="wp-block-twoyou-column is-vertically-aligned-top u--border-radius-square span-12 span-4--tablet"><style>#column-11b1bd6f-13b0-465f-b7b2-5c79ca49f832 { border-width: 0px;}</style></div> <div id="column-d7a2c414-4085-4217-b8e8-1f2489cee835" class="wp-block-twoyou-column is-vertically-aligned-top u--border-radius-square span-12 span-4--tablet"><style>#column-d7a2c414-4085-4217-b8e8-1f2489cee835 { border-width: 0px;}</style></div> </div> <p class="u--margin-bottom-2 twoyou-paragraph-p"><strong>A course in analytical methods and techniques of data science:</strong></p> <div class="wp-block-twoyou-columns has-3-columns is-spaced wp-block-columns"> <div id="column-ffd7be0a-6992-4dda-878c-5eab31da4823" class="wp-block-twoyou-column is-vertically-aligned-top u--padding-left-1 u--padding-top-1 u--padding-right-1 u--padding-bottom-1 u--padding-all-1 u--border-radius-square span-12 span-4--tablet"><style>#column-ffd7be0a-6992-4dda-878c-5eab31da4823 { border-width: 0px;}</style> <a href="/cybersecurity/curriculum/applied-machine-learning-for-cybersecurity/" class="wp-block-twoyou-card"><style> @media screen and (min-width: 1024px) { #card-26639866-1b7b-4418-b2c1-d733eaac9f60 .cardItem-body-width { width: 100%; } } @media screen and (min-width: 761px) and (max-width: 1023px) { #card-26639866-1b7b-4418-b2c1-d733eaac9f60 .cardItem-body-width { width: 100%; } } @media screen and (max-width: 760px) { #card-26639866-1b7b-4418-b2c1-d733eaac9f60 .cardItem-body-width { width: 100%; } } </style><article aria-labelledby="article-title-26639866-1b7b-4418-b2c1-d733eaac9f60" id="card-26639866-1b7b-4418-b2c1-d733eaac9f60" class="cardItem"><figure class="cardItem-figure"><picture><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/applied-machine-learning-cybersecurity_mobile_299x216.jpg" media="(min-width: 1024px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/applied-machine-learning-cybersecurity_mobile_299x216.jpg" media="(min-width: 480px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/applied-machine-learning-cybersecurity_mobile_299x216.jpg" /><img loading="lazy" src="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/applied-machine-learning-cybersecurity_mobile_299x216.jpg" alt="" /></picture></figure><div class="cardItem-body u--margin-top-0 u--margin-left-0 u--margin-right-0 u--margin-bottom-0 cardItem-body--left cardItem-body--left-tablet cardItem-body--left-mobile cardItem-body-width"><header class="cardItem-header u--background-color-color-black u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"><div><p id="article-title-26639866-1b7b-4418-b2c1-d733eaac9f60" class="cardItem-title u-textStyle--d1 u--align-left"><a href="https://ischoolonline.berkeley.edu/cybersecurity/curriculum/applied-machine-learning-for-cybersecurity/">Applied Machine Learning for Cybersecurity</a></p></div></header><div class="cardItem-content u--background-color-color-black u--text-color-white u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"> <p class="u--margin-bottom-2 twoyou-paragraph-p">3 UNITS</p> </div></div></article></a> </div> <div id="column-3051938a-da3e-4aa6-9825-e356fb651a71" class="wp-block-twoyou-column is-vertically-aligned-top u--padding-left-1 u--padding-top-1 u--padding-right-1 u--padding-bottom-1 u--padding-all-1 u--border-radius-square span-12 span-4--tablet"><style>#column-3051938a-da3e-4aa6-9825-e356fb651a71 { border-width: 0px;}</style></div> <div id="column-d71199c6-b805-483e-89af-9207326bf3bc" class="wp-block-twoyou-column is-vertically-aligned-top u--padding-left-1 u--padding-top-1 u--padding-right-1 u--padding-bottom-1 u--padding-all-1 u--border-radius-square span-12 span-4--tablet"><style>#column-d71199c6-b805-483e-89af-9207326bf3bc { border-width: 0px;}</style></div> </div> <p class="u--margin-bottom-2 twoyou-paragraph-p"><strong>An additional elective (choose one):</strong></p> <div class="wp-block-twoyou-columns has-3-columns is-spaced wp-block-columns"> <div id="column-3a1c6407-47ff-4966-80b4-f3153ae67e4c" class="wp-block-twoyou-column is-vertically-aligned-top u--padding-left-1 u--padding-top-1 u--padding-right-1 u--padding-bottom-1 u--padding-all-1 u--border-radius-square span-12 span-4--tablet"><style>#column-3a1c6407-47ff-4966-80b4-f3153ae67e4c { border-width: 0px;}</style> <a href="/data-science/curriculum/data-visualization/" class="wp-block-twoyou-card"><style> @media screen and (min-width: 1024px) { #card-b3da07bb-de29-4766-960d-db03dae415f9 .cardItem-body-width { width: 100%; } } @media screen and (min-width: 761px) and (max-width: 1023px) { #card-b3da07bb-de29-4766-960d-db03dae415f9 .cardItem-body-width { width: 100%; } } @media screen and (max-width: 760px) { #card-b3da07bb-de29-4766-960d-db03dae415f9 .cardItem-body-width { width: 100%; } } </style><article aria-labelledby="article-title-b3da07bb-de29-4766-960d-db03dae415f9" id="card-b3da07bb-de29-4766-960d-db03dae415f9" class="cardItem"><figure class="cardItem-figure"><picture><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/data-visualization-communication-mobile_299x216.jpg" media="(min-width: 1024px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/data-visualization-communication-mobile_299x216.jpg" media="(min-width: 480px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/data-visualization-communication-mobile_299x216.jpg" /><img loading="lazy" src="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/data-visualization-communication-mobile_299x216.jpg" alt="" /></picture></figure><div class="cardItem-body u--margin-top-0 u--margin-left-0 u--margin-right-0 u--margin-bottom-0 cardItem-body--left cardItem-body--left-tablet cardItem-body--left-mobile cardItem-body-width"><header class="cardItem-header u--background-color-color-black u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"><div><p id="article-title-b3da07bb-de29-4766-960d-db03dae415f9" class="cardItem-title u-textStyle--d1 u--align-left"><a href="https://ischoolonline.berkeley.edu/data-science/curriculum/data-visualization/"><a href="https://ischoolonline.berkeley.edu/data-science/curriculum/data-visualization/">Data Visualization</a></a></p></div></header><div class="cardItem-content u--background-color-color-black u--text-color-white u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"> <p class="u--margin-bottom-2 twoyou-paragraph-p">3 UNITS</p> </div></div></article></a> </div> <div id="column-2fd1617e-4e28-417d-ac22-187785dc5788" class="wp-block-twoyou-column is-vertically-aligned-top u--padding-left-1 u--padding-top-1 u--padding-right-1 u--padding-bottom-1 u--padding-all-1 u--border-radius-square span-12 span-4--tablet"><style>#column-2fd1617e-4e28-417d-ac22-187785dc5788 { border-width: 0px;}</style> <a href="/data-science/curriculum/experiments-and-causal-inference/" class="wp-block-twoyou-card"><style> @media screen and (min-width: 1024px) { #card-6d4ba49b-4475-4619-adb3-050896304dea .cardItem-body-width { width: 100%; } } @media screen and (min-width: 761px) and (max-width: 1023px) { #card-6d4ba49b-4475-4619-adb3-050896304dea .cardItem-body-width { width: 100%; } } @media screen and (max-width: 760px) { #card-6d4ba49b-4475-4619-adb3-050896304dea .cardItem-body-width { width: 100%; } } </style><article aria-labelledby="article-title-6d4ba49b-4475-4619-adb3-050896304dea" id="card-6d4ba49b-4475-4619-adb3-050896304dea" class="cardItem"><figure class="cardItem-figure"><picture><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/experiments-causality_mobile_299x216.jpg" media="(min-width: 1024px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/experiments-causality_mobile_299x216.jpg" media="(min-width: 480px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/experiments-causality_mobile_299x216.jpg" /><img loading="lazy" src="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/experiments-causality_mobile_299x216.jpg" alt="" /></picture></figure><div class="cardItem-body u--margin-top-0 u--margin-left-0 u--margin-right-0 u--margin-bottom-0 cardItem-body--left cardItem-body--left-tablet cardItem-body--left-mobile cardItem-body-width"><header class="cardItem-header u--background-color-color-black u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"><div><p id="article-title-6d4ba49b-4475-4619-adb3-050896304dea" class="cardItem-title u-textStyle--d1 u--align-left"><a href="https://ischoolonline.berkeley.edu/data-science/curriculum/experiments-and-causal-inference/">Experiments and Causal Inference</a></p></div></header><div class="cardItem-content u--background-color-color-black u--text-color-white u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"> <p class="u--margin-bottom-2 twoyou-paragraph-p">3 UNITS</p> </div></div></article></a> </div> <div id="column-ab2d4489-7858-4044-a57e-2c39239577d8" class="wp-block-twoyou-column is-vertically-aligned-top u--padding-left-1 u--padding-top-1 u--padding-right-1 u--padding-bottom-1 u--padding-all-1 u--border-radius-square span-12 span-4--tablet"><style>#column-ab2d4489-7858-4044-a57e-2c39239577d8 { border-width: 0px;}</style> <a href="/data-science/curriculum/natural-language-processing/" class="wp-block-twoyou-card"><style> @media screen and (min-width: 1024px) { #card-da2c738d-43f4-46a8-a4be-8124515cfe01 .cardItem-body-width { width: 100%; } } @media screen and (min-width: 761px) and (max-width: 1023px) { #card-da2c738d-43f4-46a8-a4be-8124515cfe01 .cardItem-body-width { width: 100%; } } @media screen and (max-width: 760px) { #card-da2c738d-43f4-46a8-a4be-8124515cfe01 .cardItem-body-width { width: 100%; } } </style><article aria-labelledby="article-title-da2c738d-43f4-46a8-a4be-8124515cfe01" id="card-da2c738d-43f4-46a8-a4be-8124515cfe01" class="cardItem"><figure class="cardItem-figure"><picture><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/natural-language_mobile_299x216.jpg" media="(min-width: 1024px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/natural-language_mobile_299x216.jpg" media="(min-width: 480px)" /><source srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/natural-language_mobile_299x216.jpg" /><img loading="lazy" src="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/natural-language_mobile_299x216.jpg" alt="" /></picture></figure><div class="cardItem-body u--margin-top-0 u--margin-left-0 u--margin-right-0 u--margin-bottom-0 cardItem-body--left cardItem-body--left-tablet cardItem-body--left-mobile cardItem-body-width"><header class="cardItem-header u--background-color-color-black u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"><div><p id="article-title-da2c738d-43f4-46a8-a4be-8124515cfe01" class="cardItem-title u-textStyle--d1 u--align-left"><a href="https://ischoolonline.berkeley.edu/data-science/curriculum/natural-language-processing/">Natural Language Processing and Deep Learning</a></p></div></header><div class="cardItem-content u--background-color-color-black u--text-color-white u--padding-top-2 u--padding-left-2 u--padding-right-2 u--padding-bottom-2 u--padding-all-2"> <p class="u--margin-bottom-2 twoyou-paragraph-p">3 UNITS</p> </div></div></article></a> </div> </div> <div aria-hidden="true" class="twoyou-separator-container twoyou-separator-center u--margin-top-3 u--margin-bottom-3"><div style="border-width:1px;width:100%" class="twoyou-separator"><hr class="wp-block-separator has-css-opacity" /></div></div> <div class="twoyou-heading"> <h3 class="wp-block-heading u--margin-bottom-2" id="h-prerequisites">Prerequisites</h3> </div> <style>.outer-list ul.block-36e95281-e726-493b-8ca2-02ecffb4135c li, .icon-list ul.block-36e95281-e726-493b-8ca2-02ecffb4135c li { }ul.twoyou-extended--unorderedList.block-36e95281-e726-493b-8ca2-02ecffb4135c li::before, ul.twoyou-extended--unorderedList.block-36e95281-e726-493b-8ca2-02ecffb4135c li ul li::before { }@media all and (max-width: 1024px) { ul.twoyou-extended--unorderedList.block-36e95281-e726-493b-8ca2-02ecffb4135c li::before, ul.twoyou-extended--unorderedList.block-36e95281-e726-493b-8ca2-02ecffb4135c li ul li::before { }}@media all and (max-width: 767px) { ul.twoyou-extended--unorderedList.block-36e95281-e726-493b-8ca2-02ecffb4135c li::before, ul.twoyou-extended--unorderedList.block-36e95281-e726-493b-8ca2-02ecffb4135c li ul li::before { }}</style><div class="outer-list "> <div><style>.twoyou-extended--unorderedList:not(.remove-list-style).block-36e95281-e726-493b-8ca2-02ecffb4135c li::before { font-size: 1.3em; vertical-align: middle; } .twoyou-extended--unorderedList:not(.remove-list-style).block-36e95281-e726-493b-8ca2-02ecffb4135c li > ul li::before, .twoyou-extended--unorderedList:not(.remove-list-style).block-36e95281-e726-493b-8ca2-02ecffb4135c li > ol ul li::before { font-size: 1.3em; vertical-align: middle; }</style><div style="--start:0" class=""><ul class="twoyou-extended--unorderedList desktop-column-count--1 mobile-column-count--1 block-36e95281-e726-493b-8ca2-02ecffb4135c"><li>Be registered and enrolled in a graduate degree program at UC Berkeley.</li><li>Remain in good academic standing.</li><li>Meet course and subject matter prerequisites for courses taken in the certificate program, including Python programming and basic statistics knowledge.</li></ul></div></div> </div> <p class="u--margin-bottom-2 u--padding-bottom-3 twoyou-paragraph-p"></p> <figure class="wp-block-image size-full" id="wp-image-674d8931b1af6"><img width="767" height="34" src="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/divider-image-1_desktop_767.jpg" alt="" class="wp-image-2122" loading="lazy" srcset="https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/divider-image-1_desktop_767.jpg 767w, https://ischoolonline.berkeley.edu/wp-content/uploads/sites/37/2021/05/divider-image-1_desktop_767.jpg?resize=440,20 440w" sizes="(max-width: 767px) 100vw, 767px" /><style></style></figure> <div class="twoyou-heading"> <h2 class="wp-block-heading u--margin-bottom-2" id="h-cost">Cost</h2> </div> <p class="u--margin-bottom-2 twoyou-paragraph-p">Standard MICS tuition fees will apply for the additional courses required for the Graduate Certificate in Applied Data Science, and <strong>we anticipate that students will need to be enrolled for six semesters in order to complete the required 33 units to earn both their MICS degree and the Graduate Certificate in Applied Data Science</strong>.</p> <div class="twoyou-heading"> <h2 class="wp-block-heading u--margin-bottom-2" id="h-application-process">Application Process</h2> </div> <p class="u--margin-bottom-2 twoyou-paragraph-p">All currently enrolled MICS students who are interested in pursuing the Graduate Certificate in Applied Data Science must apply and be admitted. <strong>Applications are open three times a year for MICS students.</strong> For admitted/enrolled MICS students, please contact your Student Success Advisor to discuss the application process and deadlines. For prospective MICS students, please contact an Admissions Counselor for more information at admissions@cybersecurity.berkeley.edu or <a href="tel:+1-855-860-5259">1-855-860-5259</a>.</p> <p class="u--margin-bottom-2 u--padding-bottom-2 twoyou-paragraph-p">You can also fill out our form to request more information.</p> <div class="inlineFormMarkup-wrapper form-wrapper-c14ba9f0-cc34-4d23-8432-97bb61994c45"> <!-- Mount point for inline form --> <div id='form-id-c14ba9f0-cc34-4d23-8432-97bb61994c45'></div> <!-- End mount point for inline form --> <!-- Package data get added here --> <div id="taxi-form-packages"> <div> <code id='ucb-umt-893-hp-taxi-lead-form-package-c14ba9f0-cc34-4d23-8432-97bb61994c45' data-last-modified="Tue, 08 Oct 2019 20:01:29 GMT" style="display:none"> </code> <code id='ucb-umt-893-full-taxi-lead-form-package-c14ba9f0-cc34-4d23-8432-97bb61994c45' data-last-modified="Tue, 08 Oct 2019 20:01:29 GMT" style="display:none"> </code> </div> </div> <!-- End package data --> 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quiz init --> <!-- Script tag for quiz forms toggle of quiz --> <!-- End script tag for quiz ui toggle --> </div> <p class="u--margin-bottom-2 u--padding-bottom-2 twoyou-paragraph-p"></p> </div> <svg display="none" xmlns="http://www.w3.org/2000/svg"> <symbol id="request-icon" viewBox="0 0 512 512" id=".7067209713290228"> <path d='M160,164s1.44-33,33.54-59.46C212.6,88.83,235.49,84.28,256,84c18.73-.23,35.47,2.94,45.48,7.82C318.59,100.2,352,120.6,352,164c0,45.67-29.18,66.37-62.35,89.18S248,298.36,248,324' style='fill:none;stroke: var(--var-color-theme-cta-contrast);stroke-linecap:round;stroke-miterlimit:10;stroke-width:85px'></path><circle style="fill: var(--var-color-theme-cta-contrast);" cx='248' cy='420' r='50'></circle> </symbol> </svg> <aside class="floating-cta-wrapper background-transparent "> <button data-clientid="2421602141674d8931d77ac" id="2421602141674d8931d77ac-homepage-lead-form-next-action-button" class="button button--theme-cta floating-cta show-lead-form"> <svg width="26" height="26"> <use xlink:href="#request-icon" xmlns:xlink="http://www.w3.org/1999/xlink"></use> </svg> REQUEST <span>INFO</span> </button> <div class="inlineFormMarkup-wrapper form-wrapper-2421602141674d8931d77ac"> <!-- Mount point for inline form --> <!-- End mount point for inline form --> <!-- Package data get added here --> <div id="taxi-form-packages"> <div> <code id='ucb-umt-893-hp-taxi-lead-form-package-2421602141674d8931d77ac' data-last-modified="Tue, 08 Oct 2019 20:01:29 GMT" style="display:none"> </code> <code id='ucb-umt-893-full-taxi-lead-form-package-2421602141674d8931d77ac' data-last-modified="Tue, 08 Oct 2019 20:01:29 GMT" style="display:none"> </code> </div> </div> <!-- End package data --> <!-- Template for inline form --> <!-- End template for inline form --> <!-- Template for inline quiz form --> <!-- Template for inline quiz form --> <!-- Template for inline form --> <!-- End template for inline form --> <div> <!-- End homepage template --> <div id="2421602141674d8931d77ac-hp-widget-modal"> <!-- Modal mount point --> <div id="2421602141674d8931d77ac-taxi-plugin-mount-point" class="taxi-form-wrapper-homepage-modal"></div> <!-- End modal mount point --> <!-- Modal template --> <code id="2421602141674d8931d77ac-taxi-lead-form-template" style="display:none"> <div class="taxi_forms_widget taxi_forms_widget_modal modal-overlay" tabindex="-1" aria-hidden="true"> <div class="modal" role="dialog" aria-labelledby="2421602141674d8931d77ac-title"> <button class="modal__close button button--close"> <span class="icon icon--close" aria-hidden="true"> <i class="material-icons">close</i> </span> <span class="u--sr-only">Close Modal</span> </button> <h2 class="modal__title"> <span id="2421602141674d8931d77ac-title"> Request More Information </span> </h2> <div class="modal__body u--padding-bottom-1"> <div class="form-message"> <p id="2421602141674d8931d77ac-intro_text" class="u--margin-bottom-2"></p> <div id="2421602141674d8931d77ac-lead-form-progress-bar-mount-point"></div> </div> </div> <div id="2421602141674d8931d77ac-lead-form-error-mount-point" role="dialog" aria-label="Errors" tabindex="-1"></div> <div class="form-body steps"> <div name="taxiForm" class="taxi-form"> <div class="taxi-form-steps modal__body u--border-top u--padding-bottom-1"> <div id="2421602141674d8931d77ac-lead-form-field-mount-point"></div> </div> </div> </div> <div class="modal__footer"> <button id="2421602141674d8931d77ac-lead-form-next-action-button" class="taxi-form-next-step button button--theme-cta button--block lead-form-next-step" role="button"> Next Step </button> <div id="2421602141674d8931d77ac-lead-form-footer-mount-point"></div> </div> </div> </div> </code> <!-- End modal template --> </div> </div> <!-- Script tag for inline forms --> <!-- End script tag for inline forms --> <!-- Script tag for inline forms --> <!-- End script tag for inline forms --> <!-- Script tag for homepage forms --> <!-- End script tag for homepage forms --> <!-- Script tag for airtrain forms --> <!-- End script tag for airtrain forms --> <!-- Script tag for homepage modal --> <!-- End script tag for homepage modal --> <!-- Script tag for button modal --> <script> function initTaxiModal2421602141674d8931d77ac() { var options = { formId: decodeURIComponent( 'form-id-893' ), klondikeServer: 'https://prospects.api.2u.com/prospects', prospectFormGrouping: decodeURIComponent( 'ucb-umt' ), taxiLeadFormVersion: '1.0.4', thankYouURL: { valid: true, value: decodeURIComponent( '%2Fthank-you%2F' ) }, splashCreative: { valid: true, value: decodeURIComponent( 'inbound' ) }, env: 'prod', }; let fullPackageId = mkTaxiPackageId(false, decodeURIComponent( 'ucb-umt-893' )); fullPackageId = fullPackageId.concat(decodeURIComponent( '-2421602141674d8931d77ac' )); var identifiers = { idPrefix: decodeURIComponent( '2421602141674d8931d77ac' ), mountPoint: decodeURIComponent( '2421602141674d8931d77ac-taxi-plugin-mount-point' ), template: decodeURIComponent( '2421602141674d8931d77ac-taxi-lead-form-template' ), packageFrom: fullPackageId, }; setupTaxiForm(options, identifiers); setupTaxiGlobalModalEvents(true, "body", '2421602141674d8931d77ac-taxi-plugin-mount-point'); }; </script> <!-- End script tag for homepage modal --> <!-- Script tag to grab the taxi package data --> <script type="text/javascript"> document.addEventListener('DOMContentLoaded', function () { fetch( 'https://prospect-form-packages.2u.com/ucb-umt/893-multi.json' ).then(function(response) { return response.json(); }).then(function(data) { var shortPackageData = JSON.stringify(data[0]); var packageData = JSON.stringify(data[1]); var homePagePackage = document.getElementById(decodeURIComponent( 'ucb-umt-893-hp-taxi-lead-form-package-2421602141674d8931d77ac' )); homePagePackage.innerHTML = shortPackageData; var pagePackage = document.getElementById(decodeURIComponent( 'ucb-umt-893-full-taxi-lead-form-package-2421602141674d8931d77ac' )); pagePackage.innerHTML = packageData; if(typeof initTaxi2421602141674d8931d77ac === "function"){ initTaxi2421602141674d8931d77ac(); } if(typeof initTaxiModal2421602141674d8931d77ac === "function"){ initTaxiModal2421602141674d8931d77ac(); } }).catch(function(err) { console.log('Taxi form error:', err) }); }); </script> <!-- End script tag for package data --> <!-- Script tag to grab the airtrain package data --> <!-- End script tag for package data --> <!-- Script tag for quiz to init the template moving into the mount point --> <!-- End script tag for quiz init --> <!-- Script tag for quiz forms toggle of quiz --> <!-- End script tag for quiz ui toggle --> </div> </aside> </main> </section> </div> </div> <footer class="footer footer-color u-bg--theme-dark is-typesmall"> <div class="footer-inner container"> <nav aria-label="Bottom"> <ul id="menu-footer" class="footerNav"><li id="menu-item-262" class="menu-item menu-item-type-post_type menu-item-object-page current-page-ancestor 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class="footer-copyrightNotice">© 2024 UC Berkeley School of Information</span> </div> </footer> <div class="default-form-clone"> <div class="inlineFormMarkup-wrapper form-wrapper-2530709426674d8931dee4a"> <!-- Mount point for inline form --> <!-- End mount point for inline form --> <!-- Package data get added here --> <div id="taxi-form-packages"> <div> <code id='ucb-umt-893-hp-taxi-lead-form-package-2530709426674d8931dee4a' data-last-modified="Tue, 08 Oct 2019 20:01:29 GMT" style="display:none"> </code> <code id='ucb-umt-893-full-taxi-lead-form-package-2530709426674d8931dee4a' data-last-modified="Tue, 08 Oct 2019 20:01:29 GMT" style="display:none"> </code> </div> </div> <!-- End package data --> <!-- Template for inline form --> <!-- End template for inline form --> <!-- Template for inline quiz form --> <!-- Template for inline quiz form --> <!-- Template for inline form --> <!-- End template for inline form --> <div> <!-- End homepage template --> <div id="2530709426674d8931dee4a-hp-widget-modal"> <!-- Modal mount point --> <div id="2530709426674d8931dee4a-taxi-plugin-mount-point" class="taxi-form-wrapper-homepage-modal"></div> <!-- End modal mount point --> <!-- Modal template --> <code id="2530709426674d8931dee4a-taxi-lead-form-template" style="display:none"> <div class="taxi_forms_widget taxi_forms_widget_modal modal-overlay" tabindex="-1" aria-hidden="true"> <div class="modal" role="dialog" aria-labelledby="2530709426674d8931dee4a-title"> <button class="modal__close button button--close"> <span class="icon icon--close" aria-hidden="true"> <i class="material-icons">close</i> </span> <span class="u--sr-only">Close Modal</span> </button> <h2 class="modal__title"> <span id="2530709426674d8931dee4a-title"> Request More Information </span> </h2> <div class="modal__body u--padding-bottom-1"> <div class="form-message"> <p id="2530709426674d8931dee4a-intro_text" class="u--margin-bottom-2"></p> <div id="2530709426674d8931dee4a-lead-form-progress-bar-mount-point"></div> </div> </div> <div id="2530709426674d8931dee4a-lead-form-error-mount-point" role="dialog" aria-label="Errors" tabindex="-1"></div> <div class="form-body steps"> <div name="taxiForm" class="taxi-form"> <div class="taxi-form-steps modal__body u--border-top u--padding-bottom-1"> <div id="2530709426674d8931dee4a-lead-form-field-mount-point"></div> </div> </div> </div> <div class="modal__footer"> <button id="2530709426674d8931dee4a-lead-form-next-action-button" class="taxi-form-next-step button button--theme-cta button--block lead-form-next-step" role="button"> Next Step </button> <div id="2530709426674d8931dee4a-lead-form-footer-mount-point"></div> </div> </div> </div> </code> <!-- End modal template --> </div> </div> <!-- Script tag for inline forms --> <!-- End script tag for inline forms --> <!-- Script tag for inline forms --> <!-- End script tag for inline forms --> <!-- Script tag for homepage forms --> <!-- End script tag for homepage forms --> <!-- Script tag for airtrain forms --> <!-- End script tag for airtrain forms --> <!-- Script tag for homepage modal --> <!-- End script tag for homepage modal --> <!-- Script tag for button modal --> <script> function initTaxiModal2530709426674d8931dee4a() { var options = { formId: decodeURIComponent( 'form-id-893' ), klondikeServer: 'https://prospects.api.2u.com/prospects', prospectFormGrouping: decodeURIComponent( 'ucb-umt' ), taxiLeadFormVersion: '1.0.4', thankYouURL: { valid: true, value: decodeURIComponent( '%2Fthank-you%2F' ) }, splashCreative: { valid: true, value: decodeURIComponent( 'inbound' ) }, env: 'prod', }; let fullPackageId = mkTaxiPackageId(false, decodeURIComponent( 'ucb-umt-893' )); fullPackageId = fullPackageId.concat(decodeURIComponent( '-2530709426674d8931dee4a' )); var identifiers = { idPrefix: decodeURIComponent( '2530709426674d8931dee4a' ), mountPoint: decodeURIComponent( '2530709426674d8931dee4a-taxi-plugin-mount-point' ), template: decodeURIComponent( '2530709426674d8931dee4a-taxi-lead-form-template' ), packageFrom: fullPackageId, }; setupTaxiForm(options, identifiers); setupTaxiGlobalModalEvents(true, "body", '2530709426674d8931dee4a-taxi-plugin-mount-point'); }; </script> <!-- End script tag for homepage modal --> <!-- Script tag to grab the taxi package data --> <script type="text/javascript"> document.addEventListener('DOMContentLoaded', function () { fetch( 'https://prospect-form-packages.2u.com/ucb-umt/893-multi.json' ).then(function(response) { return response.json(); }).then(function(data) { var shortPackageData = JSON.stringify(data[0]); var packageData = JSON.stringify(data[1]); var homePagePackage = document.getElementById(decodeURIComponent( 'ucb-umt-893-hp-taxi-lead-form-package-2530709426674d8931dee4a' )); homePagePackage.innerHTML = shortPackageData; var pagePackage = document.getElementById(decodeURIComponent( 'ucb-umt-893-full-taxi-lead-form-package-2530709426674d8931dee4a' )); pagePackage.innerHTML = packageData; if(typeof initTaxi2530709426674d8931dee4a === "function"){ initTaxi2530709426674d8931dee4a(); } if(typeof initTaxiModal2530709426674d8931dee4a === "function"){ initTaxiModal2530709426674d8931dee4a(); } }).catch(function(err) { console.log('Taxi form error:', err) }); }); </script> <!-- End script tag for package data --> <!-- Script tag to grab the airtrain package data --> <!-- End script tag for package data --> <!-- Script tag for quiz to init the template moving into the mount point --> <!-- End script tag for quiz init --> <!-- Script tag for quiz forms toggle of quiz --> <!-- End script tag for quiz ui toggle --> </div> </div> <script type="text/javascript" id="frontend-scripts-js-extra"> /* <![CDATA[ */ var visitorData = {"ip":"8.222.208.146"}; /* ]]> */ </script> <script src="https://ischoolonline.berkeley.edu/wp-content/themes/twoyou/dist/scripts/bundle-0934139c.js?ver=1730714351" type="text/javascript" async></script> <script 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