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Metropolis Technologies on LinkedIn: Director, Product Data Science & Analytics

<!DOCTYPE html> <html lang="en"> <head> <meta name="pageKey" content="d_public_post"> <!----><!----> <meta name="locale" content="en_US"> <meta id="config" data-app-version="1.2.803" data-call-tree-id="AAYnlf10l6RVbG+QGuI0gA==" data-multiproduct-name="feedcontent-guest-frontend" data-service-name="feedcontent-guest-frontend" data-browser-id="2f2e7c6c-e280-444f-802d-49d75f571b75" data-enable-page-view-heartbeat-tracking data-page-instance="urn:li:page:d_public_post;qMgFi7YnSxWgbDBH5bOvmA==" data-disable-jsbeacon-pagekey-suffix="false" data-member-id="0" data-should-use-full-url-in-pve-path="true" data-dna-member-lix-treatment="control" data-human-member-lix-treatment="control" data-dfp-member-lix-treatment="control" data-sync-apfc-headers-lix-treatment="control" data-sync-apfc-cb-lix-treatment="control"> <link rel="canonical" href="https://www.linkedin.com/posts/metropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4"> <!----><!----> <!----> <!----> <meta property="al:android:url" content="https://www.linkedin.com/posts/metropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4"> <meta property="al:android:package" content="com.linkedin.android"> <meta property="al:android:app_name" content="LinkedIn"> <meta property="al:ios:url" content="https://www.linkedin.com/posts/metropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4"> <meta property="al:ios:app_store_id" content="288429040"> <meta property="al:ios:app_name" content="LinkedIn"> <link rel="manifest" href="/homepage-guest/manifest.json" crossorigin="use-credentials"> <link rel="icon" href="https://static.licdn.com/aero-v1/sc/h/al2o9zrvru7aqj8e1x2rzsrca"> <script> function getDfd() {let yFn,nFn;const p=new Promise(function(y, n){yFn=y;nFn=n;});p.resolve=yFn;p.reject=nFn;return p;} window.lazyloader = getDfd(); window.tracking = getDfd(); window.impressionTracking = getDfd(); window.ingraphTracking = getDfd(); window.appDetection = getDfd(); window.pemTracking = getDfd(); </script> <!----> <meta name="description" content="We’re #Hiring! It&amp;#39;s been a record year of growth at Metropolis - The acquisition of SP+ in May, nearly 200 cities with Metropolis locations and 9 million…"> <meta name="twitter:description" content="We’re #Hiring! It&amp;#39;s been a record year of growth at Metropolis - The acquisition of SP+ in May, nearly 200 cities with Metropolis locations and 9 million…"> <meta property="og:description" content="We’re #Hiring! It&amp;#39;s been a record year of growth at Metropolis - The acquisition of SP+ in May, nearly 200 cities with Metropolis locations and 9 million…"> <meta property="og:title" content="Metropolis Technologies on LinkedIn: Director, Product Data Science &amp;amp; Analytics"> <meta name="twitter:title" content="Metropolis Technologies on LinkedIn: Director, Product Data Science &amp;amp; Analytics"> <title>Metropolis Technologies on LinkedIn: Director, Product Data Science &amp; Analytics</title> <meta name="twitter:card" content="summary_large_image"> <meta name="robots" content="noarchive, max-image-preview:large"> <meta property="lnkd:url" content="https://www.linkedin.com/feed/update/urn:li:activity:7254180424225103875"> <meta property="og:type" content="article"> <meta property="og:url" content="https://www.linkedin.com/posts/metropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4"> <meta property="og:image" content="https://static.licdn.com/aero-v1/sc/h/c45fy346jw096z9pbphyyhdz7"> <meta name="twitter:image" content="https://static.licdn.com/aero-v1/sc/h/c45fy346jw096z9pbphyyhdz7"> <meta name="twitter:site" content="@linkedin"> <meta property="twitter:url" content="https://www.linkedin.com/posts/metropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4"> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/feedcontent-guest/api/ingraphs/gauge" data-counter-metric-endpoint="/feedcontent-guest/api/ingraphs/counter"> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/1hrv66730ff3p711k86f1bnlj"> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"SocialMediaPosting","@id":"https://www.linkedin.com/posts/metropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4","datePublished":"2024-10-21T17:23:09.272Z","articleBody":"We’re #Hiring! It's been a record year of growth at Metropolis - The acquisition of SP+ in May, nearly 200 cities with Metropolis locations and 9 million members. We are looking for remarkable members to join our team as we expand our mission. 🚀 \n\nCheck out some of our open roles here: \n\n- Director Product Data Science & Analytics: https://lnkd.in/gy3vfFJU \n- Director Software Engineering, Customer Experience: https://lnkd.in/gDuKSESd\n- Director Business Development, Washington DC: https://lnkd.in/gMzrDn68\n- Senior Machine Learning Engineer: https://lnkd.in/gPTp8StH\n- Senior Technical Program Manager, Vision System Integration: https://lnkd.in/gdV9Wv-n","sharedContent":{"@type":"WebPage","headline":"Director, Product Data Science & Analytics","url":"https://job-boards.greenhouse.io/metropolis/jobs/6222522003"},"author":{"name":"Metropolis Technologies","image":{"url":"https://media.licdn.com/dms/image/v2/D4E0BAQEg2nxp-Xy4kg/company-logo_100_100/company-logo_100_100/0/1696206552476/metropolisio_logo?e=2147483647&v=beta&t=LywEoDdVJDeYG477CsYApwrVZbracGMLBB9thmuz5cU","@type":"ImageObject"},"url":"https://www.linkedin.com/company/metropolisio","@type":"Organization","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/FollowAction","userInteractionCount":0}},"hasPart":{"@type":"WebPageElement","isAccessibleForFree":false,"cssSelector":".details"}} </script> <!----> </head> <body dir="ltr"> <!----><!----><!----> <form class="google-auth" action="https://www.linkedin.com/uas/login-submit" method="post"> <input name="loginCsrfParam" value="2f2e7c6c-e280-444f-802d-49d75f571b75" type="hidden"> <!----> <input name="trk" value="public_post_google-one-tap-submit" type="hidden"> <code id="termsAndConditionsRendered" style="display: none"><!--true--></code> <div class="google-one-tap__module 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class="nav__button-tertiary btn-md btn-tertiary" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_nav-header-join" data-tracking-control-name="public_post_nav-header-join" data-test-live-nav-primary-cta data-tracking-will-navigate> Join now </a> <a class="nav__button-secondary btn-secondary-emphasis btn-md" href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;fromSignIn=true&amp;trk=public_post_nav-header-signin" data-tracking-control-name="public_post_nav-header-signin" data-tracking-will-navigate> Sign in </a> <!----> </div> <!----> <!----> </nav> </header> <!----> <!----> <main class="main papabear:flex papabear:w-content-max-w papabear:mx-auto papabear:pt-desktop-content-top-margin mamabear:pt-desktop-content-top-margin " id="main-content" role="main"> <section class="core-rail mx-auto papabear:w-core-rail-width mamabear:max-w-[790px] babybear:max-w-[790px]"> <div class="details mx-details-container-padding"> <section class="mb-3"> <h1 class="section-title mb-2"> Metropolis Technologies’ Post </h1> <article class="relative px-2 pb-0 bg-color-background-container container-lined pt-1.5 main-feed-activity-card main-feed-activity-card-with-comments" data-activity-urn="urn:li:activity:7254180424225103875" data-featured-activity-urn="urn:li:activity:7254180424225103875" data-attributed-urn="urn:li:share:7254180423482712064"> <!----> <!----> <div class="flex"> <div class="base-main-feed-card__entity-lockup"> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/company/metropolisio?trk=public_post_feed-actor-image" class="relative" data-tracking-control-name="public_post_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQEg2nxp-Xy4kg/company-logo_100_100/company-logo_100_100/0/1696206552476/metropolisio_logo?e=2147483647&amp;v=beta&amp;t=LywEoDdVJDeYG477CsYApwrVZbracGMLBB9thmuz5cU" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="View organization page for Metropolis Technologies, graphic"> <!----> </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/company/metropolisio?trk=public_post_feed-actor-name" data-tracking-control-name="public_post_feed-actor-name" aria-label="View organization page for Metropolis Technologies" data-tracking-will-navigate> Metropolis Technologies </a> <!----><!----> </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate"> <!----> 21,008 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1mo <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time> <!----> </span> </div> <!----> </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_ellipsis-menu-semaphore-sign-in-redirect&amp;guestReportContentType=POST&amp;_f=guest-reporting" data-tracking-control-name="public_post_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="POST" data-semaphore-content-urn="urn:li:activity:7254180424225103875" data-semaphore-tracking-prefix="public_post_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle 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href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fhiring&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#Hiring</a>! It's been a record year of growth at Metropolis - The acquisition of SP+ in May, nearly 200 cities with Metropolis locations and 9 million members. We are looking for remarkable members to join our team as we expand our mission. 🚀 Check out some of our open roles here: - Director Product Data Science &amp; Analytics: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2Fgy3vfFJU&amp;urlhash=rTqo&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gy3vfFJU</a> - Director Software Engineering, Customer Experience: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgDuKSESd&amp;urlhash=mqeL&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gDuKSESd</a> - Director Business Development, Washington DC: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgMzrDn68&amp;urlhash=fg8t&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gMzrDn68</a> - Senior Machine Learning Engineer: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgPTp8StH&amp;urlhash=o0C4&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gPTp8StH</a> - Senior Technical Program Manager, Vision System Integration: <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgdV9Wv-n&amp;urlhash=ylCW&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gdV9Wv-n</a></p> <!----> </div> <!----> <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fjob-boards%2Egreenhouse%2Eio%2Fmetropolis%2Fjobs%2F6222522003&amp;urlhash=qzfW&amp;trk=public_post_feed-article-content" target="_self" 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data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHjgLWEXbSwJQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1698598291869?e=2147483647&amp;v=beta&amp;t=kA4DCApcjODTv2Rf0Crnd3Fzg_NxagHLK2OIf_6rYi4" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Greg Rosen"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://www.linkedin.com/in/greg-rosen-735338299?trk=public_post_comment_actor-name" data-tracking-control-name="public_post_comment_actor-name" data-tracking-will-navigate> Greg Rosen </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">It’s always easier when you know how</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 2d </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_comment_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_comment_ellipsis-menu-semaphore-sign-in-redirect&amp;guestReportContentType=COMMENT&amp;_f=guest-reporting" data-tracking-control-name="public_post_comment_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="COMMENT" data-semaphore-content-urn="urn:li:comment:(urn:li:activity:7254180424225103875,7265323623387684864)" data-semaphore-tracking-prefix="public_post_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">I’m on my second year of working for SP. I’ve already been promoted to customer service controller at a different hospital. I’ve been coached in mentored, and I feel very fortunate to have found such a great company to work for highly recommend applying for any of these positions if you were looking to get into a new industry or something different</p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="public_post_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> 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data-tracking-control-name="public_post_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQH1u581h4OXZg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1725675353929?e=2147483647&amp;v=beta&amp;t=ucWCkhVSJpza0RPhR94j3ZX--sDgRvatByMO6lOSNIg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Jason Lynch"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://www.linkedin.com/in/jasonmichaellynch?trk=public_post_comment_actor-name" data-tracking-control-name="public_post_comment_actor-name" data-tracking-will-navigate> Jason Lynch </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline"></p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 1mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_comment_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" 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data-semaphore-tracking-prefix="public_post_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">Thanks for sharing. None in my wheelhouse of CX and leadership operations but I will stay tuned for more!!</p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="public_post_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Like </span> </div> </a> <span class="before:middot font-sans text-s text-color-text-low-emphasis"></span> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_comment_reply" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer comment__reply" data-feed-action="replyToComment" data-feed-control="reply" data-feed-action-category="EXPAND" data-feed-action-type="expandReplyBox" data-tracking-control-name="public_post_comment_reply" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Reply </span> </div> </a> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_comment_reactions" class="comment__reactions-count font-sans text-xs text-color-text-low-emphasis border-l-1 border-solid border-color-border-low-emphasis pl-1 mx-1" data-tracking-control-name="public_post_comment_reactions" data-tracking-will-navigate> 1&nbsp;Reaction </a> <span class="comment__reactions-count font-sans text-xs text-color-text-low-emphasis border-l-1 border-solid border-color-border-low-emphasis pl-1 mx-1 hidden"> 2&nbsp;Reactions </span> </div> </div> </section> <!----> <section class="comment flex grow-1 items-stretch leading-[16px] comment-with-action my-1.5"> <div> <a href="https://www.linkedin.com/in/deannaahowell?trk=public_post_comment_actor-image" data-tracking-control-name="public_post_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQGnLK8t6VuEAQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1687437303163?e=2147483647&amp;v=beta&amp;t=WQoj7Y2RpQ2HnT4K7x-rdqCIAf4pQnb6nsfxmf8Jn5o" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="DeAnna Howell"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://www.linkedin.com/in/deannaahowell?trk=public_post_comment_actor-name" data-tracking-control-name="public_post_comment_actor-name" data-tracking-will-navigate> DeAnna Howell </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">Talent Acquisition Manager @ SP+ | A Metropolis Company | Driving Talent Acquisition | SHRM-CP, Ph. Employer Brand Strategist</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 1mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_comment_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&amp;trk=public_post_comment_ellipsis-menu-semaphore-sign-in-redirect&amp;guestReportContentType=COMMENT&amp;_f=guest-reporting" data-tracking-control-name="public_post_comment_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="COMMENT" data-semaphore-content-urn="urn:li:comment:(urn:li:activity:7254180424225103875,7254235357355933696)" data-semaphore-tracking-prefix="public_post_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">Amazing opportunities! #datascience #leadership</p> <!----> </div> <!----> <!----> </div> <div 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border-color-border-low-emphasis pl-1 mx-1 hidden"> 1&nbsp;Reaction </span> </div> </div> </section> <!----> <section class="comment flex grow-1 items-stretch leading-[16px] comment-with-action my-1.5"> <div> <a href="https://www.linkedin.com/in/rob-hunt-1sg?trk=public_post_comment_actor-image" data-tracking-control-name="public_post_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQHZDMDMDDLYFQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1643949611123?e=2147483647&amp;v=beta&amp;t=T3Prv0qbJxERjUdmugqOtzJ5ketzWYQfH8WY3pIo9cY" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Rob Hunt"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://www.linkedin.com/in/rob-hunt-1sg?trk=public_post_comment_actor-name" data-tracking-control-name="public_post_comment_actor-name" data-tracking-will-navigate> Rob Hunt </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">Director, Regional Human Resources | U.S. Army Veteran</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 1mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] 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focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">Great opportunity!</p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a 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data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQEX1O592aqVuQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1624205972646?e=2147483647&amp;v=beta&amp;t=YFkcHjRFIh4XjHsuFIlxmBMlYHw6x-OJCuEaq_3Ob28" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Shivam Bawa, graphic"> <!----> </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/in/shivam-bawa?trk=public_post_feed-actor-name" data-tracking-control-name="public_post_feed-actor-name" aria-label="View profile for Shivam Bawa" data-tracking-will-navigate> Shivam Bawa </a> <!----><!----> </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate"> <!----> Digital Transformation Enabler | AI Solutions | Enterprise Engineering | Director @ Azumo | MBA | 10x Growth </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1mo <!----> </time> <!----> </span> </div> <!----> </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 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One of our clients learned this the hard way. They invested heavily in building a team of data scientists to analyze customer behavior, improve product recommendations, and forecast demand. The potential for growth was clear—but the results weren’t. After some digging, we realized the problem wasn’t with their data science team. It was the lack of a strong data engineering foundation. Their data pipelines were inconsistent, and their data sources were disorganized. Without the right infrastructure, the data science models couldn’t access clean, reliable data to generate actionable insights. Data engineering is the backbone of any data-driven initiative. It ensures that massive datasets are collected, processed, and organized efficiently so that the data science team can work their magic. Once we helped them build robust data pipelines and structured their data in a way that could scale, the results were immediate. The data science models started to deliver accurate predictions, and their business decisions became smarter and more informed. You need both data engineering and data science to truly drive innovation. Data engineering builds the foundation by ensuring data is clean, reliable, and scalable. Data science transforms that data into insights, identifying trends and opportunities for growth. 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href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fjobseekers&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#jobseekers</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fopentowork&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#opentowork</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fhotjob&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#hotjob</a> ALERT Were you part of a recent <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Flayoff&amp;trk=public_post-text" 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Check out this new <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fjobposting&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#jobposting</a> with <a class="link" href="https://www.linkedin.com/company/goodrx?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>GoodRx</a>! I can help you navigate your search with my 20 years of experience in the industry and as a <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fresumewriter&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#resumewriter</a>. I can prepare a strong ATS friendly resume to get you results and get you back to work QUICKLY! 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How I can help you: • Customized resume preparation- taking the time to thoroughly understand your expertise, not just providing a basic questionnaire or mass-produced “cookie-cutter” resume template. • LinkedIn profile preparation/optimization. • Job search coaching to walk you step-by-step through the process so you aren’t aimlessly applying to jobs and not getting responses. • Freelance Recruiter with a vast network of hiring manager/recruiter contacts to connect you to. 50 of my clients have accepted offers in 2024, 106 accepted offers for new jobs in 2023, 124 in 2021 and 112 in 2022! One obtained a $70K increase in her previous salary, one DOUBLED his salary, one a $50K increase, one a $55K increase and another a $35K increase! Visit my 120+ LinkedIn recommendations of success stories. Two recent client’s success stories: “I went from constant rejection to averaging 6 interviews a week almost overnight.” “I wanted to thank you for all of your help and assistance in this process. I am going on to start my dream job thanks to you and your guidance. I wouldn't have gotten my foot in the door without your reach and connections. Again thank you so much for everything you have done for me and for others. I am blessed to have come across you in this vast network of people." Please take advantage of my FREE RESUME REVIEW offer on my website. <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2Fg-4bcFV&amp;urlhash=DxNA&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/g-4bcFV</a> “Remember you only get one chance to make a first impression, make it a Professional Impression!!”   <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fcareercoach&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#careercoach</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fresumewriter&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#resumewriter</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fono&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#ono</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fnowhiring&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#nowhiring</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fgethired&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#gethired</a></p> <!----> </div> <article aria-label="Reshared post" class="relative pt-1.5 px-2 pb-1 mb-1 babybear:pt-0.5 babybear:pb-0 babybear:mb-0 container-lined bg-color-background-container feed-reshare-content" data-test-id="feed-reshare-content" data-attributed-urn="urn:li:share:7206767461075931136" data-activity-urn="urn:li:activity:7206767462065827840" tabindex="0"> <div class="flex items-center font-sans" data-test-id="feed-reshare-content__entity-lockup"> <a href="https://www.linkedin.com/in/leonlyazidi?trk=public_post_reshare_feed-actor-image" target="_self" class="relative" data-tracking-control-name="public_post_reshare_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQFd3fT1zg65dA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1709816821562?e=2147483647&amp;v=beta&amp;t=cU-qQt_59ZQxCuZk9jRH5LJ3bGVTx-oW_j3gj6G53HE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Leon Lyazidi, graphic"> <!----> </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/in/leonlyazidi?trk=public_post_reshare_feed-actor-name" target="_self" data-tracking-control-name="public_post_reshare_feed-actor-name" aria-label="View profile for Leon Lyazidi" data-tracking-will-navigate> Leon Lyazidi </a> <!----><!----> </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate"> <!----> VP Data &amp; Analytics | Data Science | Measurement | Product Analytics | Marketing Science | Ads | Ex Uber, Disney+, ESPN+ </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 5mo <!----> </time> <!----> </span> </div> <!----> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="feed-reshare-content__commentary">The <a class="link" href="https://www.linkedin.com/company/goodrx?trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>GoodRx</a> team is hiring for critical roles across Data Science &amp; Analytics. If you are interested in helping Americans get the healthcare they need at a price they can afford through data, insights, and modeling, reach out or apply directly! Manager, Data Science <a class="link" href="https://www.linkedin.com/in/henrymei?trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>Henry Mei</a> <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FeUVT9AEQ&amp;urlhash=mPN3&amp;trk=public_post_reshare-text" target="_self" rel="nofollow" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>https://lnkd.in/eUVT9AEQ</a> Lead Data Scientist <a class="link" href="https://www.linkedin.com/in/henrymei?trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>Henry Mei</a> <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FeX5Niy_c&amp;urlhash=-rIE&amp;trk=public_post_reshare-text" target="_self" rel="nofollow" data-tracking-control-name="public_post_reshare-text" 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data-test-id="main-feed-activity-card__commentary">Galaxy I Technologies is looking for Data Scientist in Austin, TX, Sunnyvale, CA, Culver City, CA Title: Data Scientist Location: Austin, TX, Sunnyvale, CA, Culver City, CA Contract: W2 Fulltime Job Description: 1. Investigate large-scale data to uncover trends and identify key insights that will propel the App Store marketing strategies. 2. Determine marketing’s incremental effect on our App Store business, primarily through paid channels. Build datasets and automated dashboards to monitor channel and campaign performance. 3. Provide ad-hoc analysis and support for App Store tentpole campaigns. 4. Develop effective attribution logic that will serve as benchmarks for ad delivery optimization. Establish propensity models to refine campaign audience selection. 5. Help design marketing campaign touchpoint along customer journey and optimize engagement. 6. Collaborate with ML teams to develop model prototypes for eventual production. 7. Partner with business and engineering to define data collection, reporting requirements, metrics, and aggregates for analysis, ETLs, reporting, experimentation and machine learning. For more details reach out at <a class="link" href="https://www.linkedin.com/redir/redirect?url=mailto%3Afarooq%40galaxyitech%2Ecom&amp;urlhash=mLoW&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>farooq@galaxyitech.com</a> or call 480-407-6928 . 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<div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">"First hire data engineers, and then data scientists". This is a bad advice. It implicitly assumes that first, you have to build pipelines for every piece of data you have in the organization. This is a huge investment. And as a result, the ROI is most probably going to be negligible.  The right way seems to be to build product teams. Teams that will go through your organization, identify problems that are big enough and ripe enough to be solved, and then make corresponding data pipelines. 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<div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">A lot of people try deep learning for financial forecasting, only to realize time-series models often win. If you are passionate about techifying finance, check out <a class="link" href="https://www.linkedin.com/in/irina-zhecheva-9689b311?trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>Irina Zhecheva</a>'s post. Here’s why her team is awesome: • 𝐈𝐦𝐩𝐚𝐜𝐭 ✅: Irina and her team have spent 7+ years building automated forecasting data products that execs 𝘢𝘤𝘵𝘶𝘢𝘭𝘭𝘺 use. • 𝐓𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥 𝐬𝐤𝐢𝐥𝐥𝐬 ✅: Before Amazon, Irina did research with one of the best time-series econometricians—yes, the one who literally wrote the textbook on it. <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgE3Xq5dJ&amp;urlhash=5N8J&amp;trk=public_post-text" target="_self" rel="nofollow" data-tracking-control-name="public_post-text" data-tracking-will-navigate>https://lnkd.in/gE3Xq5dJ</a></p> <!----> </div> <article aria-label="Reshared post" class="relative pt-1.5 px-2 pb-1 mb-1 babybear:pt-0.5 babybear:pb-0 babybear:mb-0 container-lined bg-color-background-container feed-reshare-content" data-test-id="feed-reshare-content" data-attributed-urn="urn:li:share:7261881773712695296" data-activity-urn="urn:li:activity:7261881774450835456" tabindex="0"> <div class="flex items-center font-sans" data-test-id="feed-reshare-content__entity-lockup"> <a href="https://www.linkedin.com/in/irina-zhecheva-9689b311?trk=public_post_reshare_feed-actor-image" target="_self" class="relative" data-tracking-control-name="public_post_reshare_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQGc0HT--5lsEw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1517771226935?e=2147483647&amp;v=beta&amp;t=RLmOsMLGiosggWSU97l5RH7o_f8JZ4TP5kVFs5n1Yng" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Irina Zhecheva, graphic"> <!----> </a> <div class="flex flex-col self-start min-w-0 ml-1 "> <div class="text-color-text "> <a class="text-sm link-styled no-underline leading-open" href="https://www.linkedin.com/in/irina-zhecheva-9689b311?trk=public_post_reshare_feed-actor-name" target="_self" data-tracking-control-name="public_post_reshare_feed-actor-name" aria-label="View profile for Irina Zhecheva" data-tracking-will-navigate> Irina Zhecheva </a> <!----><!----> </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate"> <!----> Economist Manager at Amazon </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1w <!----> </time> <!----> </span> </div> <!----> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="feed-reshare-content__commentary">Want to help transform financial decision-making with science at scale? I am <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fhiring&amp;trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>#hiring</a> data scientists to lead high impact forecasting initiatives and build scalable ML forecasting models for financial metrics from the ground up. If you're interested, please apply at the link below or reach out to me directly. Locations: Seattle, Bellevue, Cupertino <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fsciencecareers&amp;trk=public_post_reshare-text" target="_self" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>#sciencecareers</a> <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2Fgk_hwMhh&amp;urlhash=E9-Z&amp;trk=public_post_reshare-text" target="_self" rel="nofollow" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>https://lnkd.in/gk_hwMhh</a> <a class="link" href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Flnkd%2Ein%2FgzFx3ycw&amp;urlhash=d2HT&amp;trk=public_post_reshare-text" target="_self" rel="nofollow" data-tracking-control-name="public_post_reshare-text" data-tracking-will-navigate>https://lnkd.in/gzFx3ycw</a></p> <!----> </div> <!----> <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eamazon%2Ejobs%2Fen%2Fjobs%2F2821566%2Fsenior-data-scientist-amazon-stores-finance-science%3Fno_int_redir%3D1&amp;urlhash=RPK_&amp;trk=public_post_reshare_feed-article-content" target="_self" data-tracking-control-name="public_post_reshare_feed-article-content" data-tracking-will-navigate class="flex flex-col feed-article-content" data-test-id="article-content"> <img alt="Senior Data Scientist, Amazon Stores Finance Science" class="lazy-load w-main-feed-card-media object-cover babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQELjqwXBYGoBQ/articleshare-shrink_800/articleshare-shrink_800/0/1731366942082?e=2147483647&amp;v=beta&amp;t=tFPdwFGRyASFzBUcBrc3KK5CVFHj3boDhxRXxTFEiSg" data-ghost-classes="tw-feed-content-ghost-image" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/42byfw7gh464l64dlwodbbdez"> <!----> <section class="flex justify-between article-content__header py-1"> 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Investigate large-scale data to uncover trends and identify key insights that will propel the App Store marketing strategies. 2. Determine marketing’s incremental effect on our App Store business, primarily through paid channels. Build datasets and automated dashboards to monitor channel and campaign performance. 3. Provide ad-hoc analysis and support for App Store tentpole campaigns. 4. Develop effective attribution logic that will serve as benchmarks for ad delivery optimization. Establish propensity models to refine campaign audience selection. 5. Help design marketing campaign touchpoint along customer journey and optimize engagement. 6. Collaborate with ML teams to develop model prototypes for eventual production. 7. Partner with business and engineering to define data collection, reporting requirements, metrics, and aggregates for analysis, ETLs, reporting, experimentation and machine learning. 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Patrick Old" data-tracking-will-navigate> Patrick Old </a> <!----><!----> </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate"> <!----> Traveling the World | Alumni @ LinkedIn, Nike, Pave </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 4mo <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time> <!----> </span> </div> <!----> </div> </div> <div class="ellipsis-menu absolute right-0 top-0 main-feed-activity-card__ellipsis-menu !top-auto !relative !mr-1" data-test-id="main-feed-activity-card__ellipsis-menu"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="public_post_ellipsis-menu-trigger" 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data-test-id="main-feed-activity-card__commentary">I think one of the most broken parts of the data ecosystem today is the following: 1) Companies hire data scientists to make sense of their data. 2) Companies hire ML engineers to get more advanced insights since they aren’t getting enough from their data scientists. 3) Companies realize that neither data scientists or ML engineers can do their job well without a proper data foundation. 4) Companies hire data engineers to assist. 5) Data engineers face the fact that they need to both a) decommission the insufficient data pipelines/infrastructure created by people who were forced to create them when it isn’t their expertise (not their fault), and b) recreate a new version essentially from scratch. This is DOUBLE the work. Please don’t let data engineering be an afterthought. You will improve your product and data team productivity by making it a priority from the onset. <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Ftech&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#tech</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fdata&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#data</a> <a class="link" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fdataengineering&amp;trk=public_post-text" target="_self" data-tracking-control-name="public_post-text" data-tracking-will-navigate>#dataengineering</a></p> <!----> </div> <!----> <code id="i18n_reaction_singular" style="display: 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class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words " dir="ltr" data-test-id="main-feed-activity-card__commentary">Lately, I've been diving into the intriguing worlds of Data Science and Data Engineering, and the more I explore, the more I realize how distinct and essential they are. Initially, I thought Data Engineering was simply a subset of Data Science, but my research unveiled their unique roles. Let's start with the common thread: data. In today's world, data is the currency that fuels informed decisions, making it invaluable to businesses. Data Science, often dubbed the "Sexiest Job of the 21st Century," involves extracting value from data through scientific methods and algorithms. Data Scientists are the insight generators, creating predictive models from data. Data Engineering, on the other hand, focuses on the infrastructure needed to collect, store, and process data. They're the architects behind the scenes, ensuring data is ready for analysis. To illustrate their partnership: think of a bet on a football game. The Data Engineer collects and prepares data, while the Data Scientist uses it to create predictive models, turning a guess into an informed decision. It's not just about having data; it's about refining and leveraging it. 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intriguing worlds of Data Science and Data Engineering, and the more I explore, the more I realize how distinct and essential they are. Initially, I thought Data Engineering was simply a subset of Data Science, but my research unveiled their unique roles. Let's start with the common thread: data. In today's world, data is the currency that fuels informed decisions, making it invaluable to businesses. Data Science, often dubbed the "Sexiest Job of the 21st Century," involves extracting value from data through scientific methods and algorithms. Data Scientists are the insight generators, creating predictive models from data. Data Engineering, on the other hand, focuses on the infrastructure needed to collect, store, and process data. They're the architects behind the scenes, ensuring data is ready for analysis. To illustrate their partnership: think of a bet on a football game. The Data Engineer collects and prepares data, while the Data Scientist uses it to create predictive models, turning a guess into an informed decision. It's not just about having data; it's about refining and leveraging it. 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focus goes to button on desktop and li on mobile--> <button aria-label="العربية (Arabic)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ar_AE" data-locale="ar_AE" role="menuitem" lang="ar_AE"> العربية (Arabic) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="বাংলা (Bangla)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-bn_IN" data-locale="bn_IN" role="menuitem" lang="bn_IN"> বাংলা (Bangla) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Čeština (Czech)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-cs_CZ" data-locale="cs_CZ" role="menuitem" lang="cs_CZ"> Čeština (Czech) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Dansk (Danish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-da_DK" data-locale="da_DK" role="menuitem" lang="da_DK"> Dansk (Danish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Deutsch (German)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-de_DE" data-locale="de_DE" role="menuitem" lang="de_DE"> Deutsch (German) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Ελληνικά (Greek)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-el_GR" data-locale="el_GR" role="menuitem" lang="el_GR"> Ελληνικά (Greek) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="English (English) selected" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link--selected" data-tracking-control-name="language-selector-en_US" data-locale="en_US" role="menuitem" lang="en_US"> <strong>English (English)</strong> </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Español (Spanish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES"> Español (Spanish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="فارسی (Persian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fa_IR" data-locale="fa_IR" role="menuitem" lang="fa_IR"> فارسی (Persian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Suomi (Finnish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fi_FI" data-locale="fi_FI" role="menuitem" lang="fi_FI"> Suomi (Finnish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Français (French)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-fr_FR" data-locale="fr_FR" role="menuitem" lang="fr_FR"> Français (French) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="हिंदी (Hindi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN"> हिंदी (Hindi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Magyar (Hungarian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU"> Magyar (Hungarian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Bahasa Indonesia (Indonesian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-in_ID" data-locale="in_ID" role="menuitem" lang="in_ID"> Bahasa Indonesia (Indonesian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Italiano (Italian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-it_IT" data-locale="it_IT" role="menuitem" lang="it_IT"> Italiano (Italian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="עברית (Hebrew)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL"> עברית (Hebrew) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="日本語 (Japanese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="한국어 (Korean)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR"> 한국어 (Korean) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="मराठी (Marathi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN"> मराठी (Marathi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Bahasa Malaysia (Malay)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (Malay) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (Norwegian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (Punjabi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Polski (Polish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (Polish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (Romanian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Русский (Russian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU"> Русский (Russian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Svenska (Swedish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE"> Svenska (Swedish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="తెలుగు (Telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN"> తెలుగు (Telugu) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="ภาษาไทย (Thai)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (Thai) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (Tagalog) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Türkçe (Turkish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR"> Türkçe (Turkish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Українська (Ukrainian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA"> Українська (Ukrainian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Tiếng Việt (Vietnamese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN"> Tiếng Việt (Vietnamese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="简体中文 (Chinese (Simplified))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" data-locale="zh_CN" role="menuitem" lang="zh_CN"> 简体中文 (Chinese (Simplified)) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="正體中文 (Chinese (Traditional))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_TW" data-locale="zh_TW" role="menuitem" lang="zh_TW"> 正體中文 (Chinese (Traditional)) </button> </li> <!----> </ul> <button class="language-selector__button select-none relative pr-2 font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover hover:cursor-pointer focus:text-color-link-focus focus:outline-dotted focus:outline-1" aria-expanded="false" data-tracking-control-name="footer-lang-dropdown_trigger"> <span class="language-selector__label-text mr-0.5 break-words"> Language </span> <icon class="language-selector__label-chevron w-2 h-2 absolute top-0 right-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> </div> </li> </ul> <!----> </footer> <div class="contextual-sign-in-modal" data-impression-id="public_post_contextual-sign-in-modal" data-cool-off-enabled data-show-on-page-load> <!----> <div class> <!----> <div id="public_post_contextual-sign-in" class="modal modal--contextual-sign-in" data-outlet="public_post_contextual-sign-in"> <!----> <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_post_contextual-sign-in-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="public_post_contextual-sign-in-modal_modal_dismiss"> <icon class="contextual-sign-in-modal__modal-dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="contextual-sign-in-modal__screen contextual-sign-in-modal__context-screen flex flex-col my-4 mx-3"> <img class="inline-block relative w-16 h-16 contextual-sign-in-modal__img m-auto" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5k9cgtx8rhoyqkcxfoncu1svl" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9l8dv1r8a09nem281grvopn9l" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="public_post_contextual-sign-in-modal-header"> View more industry insights </h2> <p class="contextual-sign-in-modal__subtitle mb-2 mx-12 babybear:mx-0 text-center font-sans text-md text-color-text"> Create your free account or sign in to continue your search </p> <!----> <div class="contextual-sign-in-modal__btn-container m-auto w-[320px] babybear:w-full"> <!----> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button"> <!----> <div class="google-auth-button__placeholder google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center"></div> <!----> </div> </div> <div class="sign-in-modal" data-impression-id="public_post_contextual-sign-in-modal_sign-in-modal"> <button class="sign-in-modal__outlet-btn cursor-pointer btn-md btn-primary" data-tracking-client-ingraph data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="public_post_contextual-sign-in_sign-in-modal"> <!----> Sign in </button> <div class> <!----> <div id="public_post_contextual-sign-in_sign-in-modal" class="modal modal--sign-in" data-outlet="public_post_contextual-sign-in_sign-in-modal"> <!----> <div class="modal__overlay flex items-center bg-color-background-scrim justify-center fixed bottom-0 left-0 right-0 top-0 opacity-0 invisible pointer-events-none z-[1000] transition-[opacity] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.17s] py-4 " aria-hidden="true"> <section aria-modal="true" role="dialog" aria-labelledby="public_post_contextual-sign-in_sign-in-modal-modal-header" tabindex="-1" class="max-h-full modal__wrapper overflow-auto p-0 bg-color-surface max-w-[1128px] min-h-[160px] relative scale-[0.25] shadow-sm shadow-color-border-faint transition-[transform] ease-[cubic-bezier(0.25,0.1,0.25,1.0)] duration-[0.33s] focus:outline-0 w-[1128px] mamabear:w-[744px] babybear:w-[360px] rounded-md"> <button class="modal__dismiss btn-tertiary h-[40px] w-[40px] p-0 rounded-full indent-0 sign-in-modal__dismiss absolute right-0 cursor-pointer m-[20px]" aria-label="Dismiss" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_dismiss"> <icon class="sign-in-modal__dismiss-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/gs508lg3t2o81tq7pmcgn6m2"></icon> </button> <div class="modal__main w-full"> <div class="sign-in-modal__screen flex flex-col py-4 w-[513px] babybear:w-full px-3"> <h2 class="sign-in-modal__header font-sans text-display-md text-color-text "> Welcome back </h2> <code id="i18n_sign_in_form_show_text" style="display: none"><!--"Show"--></code> <code id="i18n_sign_in_form_show_label" style="display: none"><!--"Show your LinkedIn password"--></code> <code id="i18n_sign_in_form_hide_text" style="display: none"><!--"Hide"--></code> <code id="i18n_sign_in_form_hide_label" style="display: none"><!--"Hide your LinkedIn password"--></code> <code id="i18n_username_error_empty" style="display: none"><!--"Please enter an email address or phone number"--></code> <code id="i18n_username_error_too_long" style="display: none"><!--"Email or phone number must be between 3 to 128 characters"--></code> <code id="i18n_username_error_too_short" style="display: none"><!--"Email or phone number must be between 3 to 128 characters"--></code> <code id="i18n_password_error_empty" style="display: none"><!--"Please enter a password"--></code> <code id="i18n_password_error_too_short" style="display: none"><!--"The password you provided must have at least 6 characters"--></code> <code id="i18n_password_error_too_long" style="display: none"><!--"The password you provided must have at most 400 characters"--></code> <!----> <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="mt-1.5 mb-2"> <input name="loginCsrfParam" value="2f2e7c6c-e280-444f-802d-49d75f571b75" type="hidden"> <div class="flex flex-col"> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_post_contextual-sign-in_sign-in-modal_session_key"> Email or phone </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="public_post_contextual-sign-in_sign-in-modal_session_key" name="session_key" required data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph type="text"> </div> </div> <p class="input-helper mt-1.5" for="public_post_contextual-sign-in_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p> </div> <div class="mt-1.5" data-js-module-id="guest-input"> <div class="flex flex-col"> <label class="input-label mb-1" for="public_post_contextual-sign-in_sign-in-modal_session_password"> Password </label> <div class="text-input flex"> <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="public_post_contextual-sign-in_sign-in-modal_session_password" name="session_password" required data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph type="password"> <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Show your LinkedIn password" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Show</button> </div> </div> <p class="input-helper mt-1.5" for="public_post_contextual-sign-in_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p> </div> <input name="session_redirect" value="https://www.linkedin.com/posts/metropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4" type="hidden"> <!----> </div> <div data-id="sign-in-form__footer" class="flex justify-between sign-in-form__footer--full-width"> <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_post_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a> <!----> <input name="trk" value="public_post_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden"> <button class="btn-md btn-primary flex-shrink-0 cursor-pointer sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit"> Sign in </button> </div> <div class="sign-in-form__divider left-right-divider pt-2 pb-3"> <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </form> <div class="w-full max-w-[400px] mx-auto"> <div class="google-auth-button" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"><!--true--></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="public_post_contextual-sign-in-modal_sign-in-modal__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=public_post_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=public_post_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=public_post_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> <div class="google-auth-button__placeholder google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center"></div> <!----> </div> </div> <!----> <p class="sign-in-modal__join-now m-auto font-sans text-md text-color-text mt-2"> New to LinkedIn? <a href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&trk=public_post_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="public_post_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-will-navigate="true" class="sign-in-modal__join-link">Join now</a> </p> </div> </div> <!----> </section> </div> </div> </div> </div> <div class="contextual-sign-in-modal__divider left-right-divider"> <p class="contextual-sign-in-modal__divider-text font-sans text-sm text-color-text px-2"> or </p> </div> </div> <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-color-text my-1"> New to LinkedIn? <a href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fposts%2Fmetropolisio_director-product-data-science-analytics-activity-7254180424225103875-elS4&trk=public_post_contextual-sign-in-modal_join-link" data-tracking-control-name="public_post_contextual-sign-in-modal_join-link" data-tracking-will-navigate="true" class="contextual-sign-in-modal__join-link">Join now</a> </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 contextual-sign-in-modal__terms-and-conditions m-auto w-[320px] pt-2 babybear:w-full" data-impression-id="linkedin-tc__button-skip-tc-text"> By clicking Continue to join or sign in, you agree to LinkedIn’s <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">User Agreement</a>, <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">Privacy Policy</a>, and <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">Cookie Policy</a>. </p> </div> </div> <!----> </section> </div> </div> </div> </div> <div class="cta-modal overflow-hidden container-raised z-10 fixed bottom-3 right-3 min-h-[56px] p-2 babybear:hidden windows-app-upsell windows-app-upsell--msft flex flex-col p-2 w-[359px] !bg-[#F1F8FA] opacity-90 backdrop-blur-[2px] z-1" data-impression-id="public_post_windows-app-upsell_cta-modal" role="dialog" aria-labelledby="cta-modal-header" aria-describedby="cta-modal-subheader"> <div class="windows-app-upsell__linkedin-title-container pt-[6px] mb-1.5 flex align-center"> <icon class="windows-app-upsell__linkedin-bug-icon block w-[21px] h-[21px]" data-svg-class-name="windows-app-upsell__linkedin-bug-icon-svg w-[21px] h-[21px]" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/euqjj7tf5wvr33frd3x1jj9s"></icon> <p class="windows-app-upsell__linkedin-title uppercase text-xs text-color-text-secondary leading-[21px] ml-1"> LinkedIn </p> </div> <p class="windows-app-upsell__title font-sans text-md text-color-text-accent-4-hover font-semibold leading-regular mb-1"> Never miss a beat on the app </p> <p class="windows-app-upsell__body font-sans text-sm text-color-text-secondary leading-regular"> Don’t have the app? Get it in the Microsoft Store. </p> <a class="windows-app-upsell__cta btn-sm btn-secondary-emphasis mt-2 mb-[6px] w-fit" href="ms-windows-store://pdp/?ProductId=9WZDNCRFJ4Q7&amp;mode=mini&amp;cid=guest_desktop_upsell_post2" data-tracking-client-ingraph data-tracking-control-name="public_post_windows-app-upsell_cta" data-tracking-will-navigate> Open the app </a> <button class="cta-modal__dismiss-btn absolute h-4 w-4 p-1 top-2 right-2 hover:cursor-pointer focus:outline focus:outline-2 focus:outline-color-action" data-tracking-control-name="public_post_windows-app-upsell_dismiss" aria-label="Dismiss"> <icon class="cta-modal__dismiss-icon block h-2 w-2 onload" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/adzjokfylbe8pvjr9h8iv96mw"></icon> </button> </div> <code id="activityUrn" style="display: none"><!--"urn:li:activity:7254180424225103875"--></code> <div id="toasts" class="toasts fixed z-8 babybear:right-4 mamabear:right-4 papabear:min-h-[96px] invisible top:auto bottom-4 left-4 papabear:w-[400px] toasts--bottom" type="bottom"> <template id="toast-template"> <div class="toast container-raised flex toast--bottom transition ease-accelerate duration-xxslow " data-id="toast"> <div class="toast__message flex flex-1 babybear:items-center mamabear:items-center papabear:items-start py-2 px-1.5" data-id="toast__message" role="alert" tabindex="-1"> <div class="toast__message-content-container" data-id="toast__message-content-container"> <p class="toast__message-content font-sans text-sm opacity-90 inline babybear:self-center mamabear:self-center papabear:self-start" data-id="toast__message-content"></p> </div> </div> <button class="toast__dismiss-btn cursor-pointer babybear:self-center mamabear:self-center papabear:self-start pt-3 pb-2 papabear:py-2 pl-0.5 pr-0" data-id="toast__dismiss-btn" aria-label="Close"> <svg width="24" height="24" class="fill-color-icon"><path d="M13 4.32 9.31 8 13 11.69 11.69 13 8 9.31 4.31 13 3 11.69 6.69 8 3 4.31 4.31 3 8 6.69 11.68 3Z"></path></svg> </button> </div> </template> <template id="toast-icon-caution"> <icon class="text-color-icon-caution toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/u6kgm8vi5s4rhtbgmjlphlp6"></icon> </template> <template id="toast-icon-error"> <icon class="text-color-icon-negative toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/2ffvlzyh9wb65459t9va8w2ph"></icon> </template> <template id="toast-icon-gdpr"> <icon class="text-color-icon-neutral toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/a0d85elrpgg38lskvq1kvzb3"></icon> </template> <template id="toast-icon-notify"> <icon class="text-color-icon-neutral toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/de23f5me7dfm17unsj9up4vga"></icon> </template> <template id="toast-icon-success"> <icon class="text-color-icon-positive toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c44ryoszao52cyd0y87z7s0uf"></icon> </template> <template id="toast-cta"> <a class="toast__cta cta-link font-medium ml-0.5 text-sm text-inherit inline" target="_blank"></a> </template> </div> <script src="https://static.licdn.com/aero-v1/sc/h/4kdl05tfo7lc1e6o63oput2ah" async></script> <!----> <script src="https://static.licdn.com/aero-v1/sc/h/6m1b8t00vuxmc30ew42uoizb7" async defer></script> <script data-delayed-url="https://static.licdn.com/aero-v1/sc/h/81wy0f4hfrhoilx9eqdwg202z" data-module-id="media-player"></script> <!----> </body> </html>

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