Statsig | LinkedIn

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Accelerate product growth with integrated feature flags, experimentation and analytics. | Statsig is the leading product experimentation platform that helps businesses use data to ship fast and build better products. Companies like Microsoft, Figma, Notion, Flipkart, Eventbrite, Ancestry, Headspace, and Univision use Statsig to manage feature rollouts, automate experiments, and make decisions based on performance metrics. Founded in 2021 by former Facebook engineers, Statsig supports thousands of experiments impacting over a billion end users globally."> <meta property="og:title" content="Statsig | LinkedIn"> <meta property="og:description" content="Statsig | 18,291 followers on LinkedIn. Accelerate product growth with integrated feature flags, experimentation and analytics. | Statsig is the leading product experimentation platform that helps businesses use data to ship fast and build better products. Companies like Microsoft, Figma, Notion, Flipkart, Eventbrite, Ancestry, Headspace, and Univision use Statsig to manage feature rollouts, automate experiments, and make decisions based on performance metrics. Founded in 2021 by former Facebook engineers, Statsig supports thousands of experiments impacting over a billion end users globally."> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/D4D0BAQEEyMLquYDMEg/company-logo_200_200/company-logo_200_200/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=ZI8L1dR38gG0haqyquxHQNGcgXVTJPzZ4J-vFzEYthI"> <meta property="og:type" content="article"> <meta property="og:url" content="https://www.linkedin.com/company/statsig"> <meta name="twitter:card" content="summary"> <meta name="twitter:site" content="@linkedin"> <meta name="twitter:title" content="Statsig | LinkedIn"> <meta name="twitter:description" content="Statsig | 18,291 followers on LinkedIn. Accelerate product growth with integrated feature flags, experimentation and analytics. | Statsig is the leading product experimentation platform that helps businesses use data to ship fast and build better products. Companies like Microsoft, Figma, Notion, Flipkart, Eventbrite, Ancestry, Headspace, and Univision use Statsig to manage feature rollouts, automate experiments, and make decisions based on performance metrics. Founded in 2021 by former Facebook engineers, Statsig supports thousands of experiments impacting over a billion end users globally."> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/D4D0BAQEEyMLquYDMEg/company-logo_200_200/company-logo_200_200/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=ZI8L1dR38gG0haqyquxHQNGcgXVTJPzZ4J-vFzEYthI"> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/organization-guest/api/ingraphs/gauge" data-counter-metric-endpoint="/organization-guest/api/ingraphs/counter"> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/7w6w374587hrap8eiqkfaizgr"> <script type="application/ld+json"> {"@context":"http://schema.org","@type":"Organization","name":"Statsig","url":"https://www.linkedin.com/company/statsig","address":{"type":"PostalAddress","addressLocality":"Bellevue","addressRegion":"Washington","addressCountry":"US"},"description":"Statsig is the leading product experimentation platform that helps businesses use data to ship fast and build better products. Companies like Microsoft, Figma, Notion, Flipkart, Eventbrite, Ancestry, Headspace, and Univision use Statsig to manage feature rollouts, automate experiments, and make decisions based on performance metrics. Founded in 2021 by former Facebook engineers, Statsig supports thousands of experiments impacting over a billion end users globally. Statsig democratizes experimentation, an essential aspect of reducing development risk, and previously only accessible to big tech companies.","numberOfEmployees":{"value":95,"@type":"QuantitativeValue"},"logo":{"contentUrl":"https://media.licdn.com/dms/image/v2/D4D0BAQEEyMLquYDMEg/company-logo_200_200/company-logo_200_200/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=ZI8L1dR38gG0haqyquxHQNGcgXVTJPzZ4J-vFzEYthI","description":"Statsig","@type":"ImageObject"},"slogan":"Accelerate product growth with integrated feature flags, experimentation and analytics.","sameAs":"http://www.statsig.com"} </script>  </head> <body dir="ltr">   <a href="#main-content" class="skip-link btn-md btn-primary absolute z-11 -top-[100vh] focus:top-0"> Skip to main content </a> <header class="header base-detail-page__header px-mobile-container-padding bg-color-background-container global-alert-offset"> <nav class="nav pt-1.5 pb-2 flex items-center justify-between relative flex-nowrap babymamabear:py-1.5 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data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Statsig"> </div> <div class="top-card-layout__entity-info-container flex flex-wrap papabear:flex-nowrap"> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full babybear:flex-none babybear:w-full"> <h1 class="top-card-layout__title font-sans text-lg papabear:text-xl font-bold leading-open text-color-text mb-0"> Statsig </h1> <h2 class="top-card-layout__headline break-words font-sans text-md leading-open text-color-text"> Software Development </h2> <h3 class="top-card-layout__first-subline font-sans text-md leading-open text-color-text-low-emphasis"> Bellevue, Washington <span class="before:middot"></span> 18,291 followers </h3> <h4 class="top-card-layout__second-subline font-sans text-sm leading-open text-color-text-low-emphasis mt-0.5"> <span class="line-clamp-2">Accelerate product growth with integrated feature flags, experimentation and analytics.</span> </h4> <div class="top-card-layout__cta-container flex flex-wrap mt-0.5 papabear:mt-0 ml-[-12px]"> <a class="top-card-layout__cta mt-2 ml-1.5 h-auto babybear:flex-auto top-card-layout__cta--primary btn-md btn-primary" href="https://www.linkedin.com/jobs/statsig-jobs-worldwide?f_C=19048773&trk=top-card_top-card-primary-button-top-card-primary-cta" data-tracking-control-name="top-card_top-card-primary-button-top-card-primary-cta" data-tracking-will-navigate> Find your next role </a> <a class="top-card-layout__cta mt-2 ml-1.5 h-auto babybear:flex-auto top-card-layout__cta--secondary btn-md btn-secondary" href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&fromSignIn=true&trk=top-card_top-card-secondary-button-top-card-secondary-cta" data-tracking-control-name="top-card_top-card-secondary-button-top-card-secondary-cta" data-tracking-will-navigate> Follow </a> </div> </div> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full top-card-layout__entity-info--right-column ml-details-container-padding max-w-[288px] babybear:my-2 babybear:ml-0"> <ul>  <li class="papabear:mb-1.5"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fsearch%2Fresults%2Fpeople%2F%3FfacetCurrentCompany%3D%255B19048773%255D&trk=org-employees_cta_face-pile-cta" target="_self" data-tracking-control-name="full-link" data-tracking-will-navigate class="face-pile flex !no-underline" data-tracking-client-ingraph> <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]"> <img class="inline-block relative rounded-[50%] w-4 h-4 face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" 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outline-offset-[-1px] visited:text-color-label tab-selected" aria-current="true" href="https://www.linkedin.com/company/statsig?trk=nav_type_overview" data-tracking-control-name="nav_type_overview" data-tracking-will-navigate> Overview </a> </li>  <li class="tab flex ml-3 first-of-type:ml-0"> <a class="tab__link tab-md hover:no-underline hover:visited:text-color-label hover:focus:text-color-label outline-offset-[-1px] visited:text-color-label " aria-current="false" href="https://www.linkedin.com/company/statsig/jobs?trk=nav_type_jobs" data-tracking-control-name="nav_type_jobs" data-tracking-will-navigate> Jobs </a> </li>  </ul> </nav> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 text-color-text" data-test-id="about-us">  <h2 class="core-section-container__title section-title"> About us </h2>  <div class="core-section-container__content break-words"> <p class="break-words whitespace-pre-wrap text-color-text" data-test-id="about-us__description">Statsig is the leading product experimentation platform that helps businesses use data to ship fast and build better products. Companies like Microsoft, Figma, Notion, Flipkart, Eventbrite, Ancestry, Headspace, and Univision use Statsig to manage feature rollouts, automate experiments, and make decisions based on performance metrics. Founded in 2021 by former Facebook engineers, Statsig supports thousands of experiments impacting over a billion end users globally. Statsig democratizes experimentation, an essential aspect of reducing development risk, and previously only accessible to big tech companies.</p> <dl class="mt-6"> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__website"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Website </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> <a class="link-no-visited-state hover:no-underline" data-tracking-control-name="about_website" href="https://www.linkedin.com/redir/redirect?url=http%3A%2F%2Fwww%2Estatsig%2Ecom&urlhash=3HvT&trk=about_website" target="_blank" rel="noopener" data-tracking-will-navigate aria-describedby="websiteLinkDescription"> http://www.statsig.com <icon class="align-middle" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/49229g4q0jsla5l1xojq1wob9" aria-hidden="true"></icon> </a> <p class="hidden" id="websiteLinkDescription">External link for Statsig</p> </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__industry"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Industry </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> Software Development </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__size"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Company size </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> 51-200 employees </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__headquarters"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Headquarters </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> Bellevue, Washington </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__organizationType"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Type </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> Privately Held </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__foundedOn"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Founded </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> 2021 </dd> </div> <div class="mb-2 flex papabear:mr-3 mamabear:mr-3 babybear:flex-wrap" data-test-id="about-us__specialties"> <dt class="font-sans text-md font-bold text-color-text break-words w-40 papabear:flex-shrink-0 papabear:mr-3 mamabear:flex-shrink-0 mamabear:mr-3 babybear:mb-1"> Specialties </dt> <dd class="font-sans text-md text-color-text break-words overflow-hidden"> Experimentation, Data Analytics, Feature Flag, A/B Testing, Product Analytics, Session Replay, and Web Analytics </dd> </div> </dl> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4" data-test-id="products">  <h2 class="core-section-container__title section-title"> Products </h2>  <div class="core-section-container__content break-words"> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link "> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/products/statsig/" data-tracking-control-name="organization_guest_main_product_card" data-tracking-will-navigate> <span class="sr-only"> <img class="inline-block relative w-6 h-6 !block" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D0BAQEEyMLquYDMEg/company-logo_100_100/company-logo_100_100/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=WghsWGcDBvuuyQGMjZ-0hdjFaxUN8vz8E1_bwrWhGvs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Click here to view Statsig"> Statsig </span> </a> <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[134px] babybear:w-full babybear:h-auto babybear:min-h-[134px] babybear:max-h-[250px]"> <img class="mamabear:h-[100%] papabear:h-[100%]" data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5627AQE3pd7MK2mIJA/articleshare-shrink_480/articleshare-shrink_480/0/1715718838315?e=2147483647&v=beta&t=38CqZ3s7WQYMw0MCCthxh7XPlvAMSH0m_cGxmH-ccfg" alt="Click here to view Statsig">  </div> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> <img class="inline-block relative w-6 h-6 !block" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D0BAQEEyMLquYDMEg/company-logo_100_100/company-logo_100_100/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=WghsWGcDBvuuyQGMjZ-0hdjFaxUN8vz8E1_bwrWhGvs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Click here to view Statsig"> Statsig </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> <a class="link-styled z-1" href="https://www.linkedin.com/products/categories/product-analytics-software?trk=organization_guest_main_product_card_category_link" aria-label="View Product Analytics Software on LinkedIn" data-tracking-control-name="organization_guest_main_product_card_category_link" data-tracking-will-navigate> Product Analytics Software </a> </h4> <p class="base-main-card__description body-text text-color-text "> Statsig is a complete platform for product growth, with 4 major products: experimentation, feature flagging, product analytics, and session session replays. All of Statsig's products are powered by a single of data and infrastructure, and can be run in your data warehouse. Today, thousands of companies rely on Statsig, including OpenAI, Notion, Atlassian, Microsoft. Statsig can help you... - Iterate Faster: Turn ideas into tests or scale your current experimentation program with the world’s most powerful experimentation infrastructure & stats engine. - Ship Smarter: Speed up releases without increasing risk. Link every release to product data for automated alerts and guardrails, then give your whole team the power to ship and watch the magic happen. - Learn more from your data: Empower every stakeholder on your team — from Product to Engineering to Data —with unified analytics, backed by one set of data and a full set of product analytics tools. </p>  </div>  </div> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 locations">  <h2 class="core-section-container__title section-title"> Locations </h2>  <div class="core-section-container__content break-words"> <ul class="show-more-less__list show-more-less__list--no-hidden-elems" data-impression-id="org-locations_show-more-less"> <li class="mb-3 papabear:w-50% papabear:odd:mr-2 papabear:odd:w-[calc(50%-16px)]"> <span class="tag-sm tag-enabled"> Primary </span> <div id="address-0">  <p> Bellevue, Washington, US </p> </div> <a class="link-no-visited-state hover:no-underline" data-tracking-control-name="org-locations_url" href="https://www.bing.com/maps?where=Bellevue+Washington+US&trk=org-locations_url" target="_blank" rel="noopener" data-tracking-will-navigate aria-describedby="address-0"> Get directions <icon class="align-middle" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/49229g4q0jsla5l1xojq1wob9" aria-hidden="true"></icon> </a> </li> </ul> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4" data-test-id="employees-at">  <h2 class="core-section-container__title section-title"> Employees at Statsig </h2>  <div class="core-section-container__content break-words"> <ul> <li> <a href="https://www.linkedin.com/in/vernal?trk=org-employees" target="_self" data-tracking-control-name="org-employees" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQELYs-M-KClIg/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1677430648739?e=2147483647&v=beta&t=0sx2QLrWEWgIcDhOdb6B_lvC9ik0OGwtT7eYsTC1NMY" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Mike Vernal’s profile"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Mike Vernal  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Investor + Engineer </h4>   </div>  </a> </li> <li> <a href="https://www.linkedin.com/in/vijaye?trk=org-employees" target="_self" data-tracking-control-name="org-employees" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D4D03AQHN1cGAXvO_CA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1710928643305?e=2147483647&v=beta&t=hv-6GBA5xKGRElXUx7n7otxKVgRBs-jjQCcCH_xuwuM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Vijaye R.’s profile"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Vijaye R.  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Founder & CEO at Statsig </h4>   </div>  </a> </li> <li> <a href="https://www.linkedin.com/in/oliverzheng?trk=org-employees" target="_self" data-tracking-control-name="org-employees" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C5603AQEf2APyKrcKjA/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1657213351942?e=2147483647&v=beta&t=Dd5dX9VNYyvSSWaUqVD3uBDDswVU1w8qUsKlPlI0wZ4" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Oliver Zheng’s profile"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Oliver Zheng  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Software Engineer </h4>   </div>  </a> </li> <li> <a href="https://www.linkedin.com/in/trchan?trk=org-employees" target="_self" data-tracking-control-name="org-employees" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link ">  <img class="inline-block relative rounded-[50%] w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQEfuaYxsSRf3w/profile-displayphoto-shrink_100_100/profile-displayphoto-shrink_100_100/0/1718309011928?e=2147483647&v=beta&t=yWSnQBijOZfNWoWz6FMZNGijPKvphLvb44zpra7yTPg" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Click here to view Timothy Chan’s profile"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Timothy Chan  </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Head of Data @ Statsig </h4>   </div>  </a> </li> </ul> <a class="mt-4 inline-block btn-md btn-secondary-emphasis hover:no-underline" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fsearch%2Fresults%2Fpeople%2F%3FfacetCurrentCompany%3D%255B19048773%255D&trk=public_biz_employees-join" data-tracking-control-name="public_biz_employees-join" data-tracking-will-navigate> See all employees </a> </div> </section> <section class="core-section-container core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 updates" data-test-id="updates">  <h2 class="core-section-container__title section-title"> Updates </h2>  <div class="core-section-container__content break-words"> <ul class="updates__list"> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_%3F%3F%3F-%3F%3F%3F%3F%3F%3F%3F%3F%3F%3F%3F%3F%3F%3F%3F-%3F%3F%3F%3F-activity-7265816074305118208-YZeJ" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 1"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265816074305118208" data-featured-activity-urn="urn:li:activity:7265816074305118208" data-attributed-urn="urn:li:ugcPost:7265815992302206976" data-id="main-feed-card">   <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/statsig?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D4D0BAQEEyMLquYDMEg/company-logo_100_100/company-logo_100_100/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=WghsWGcDBvuuyQGMjZ-0hdjFaxUN8vz8E1_bwrWhGvs" 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 Statsig, 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/statsig?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Statsig" data-tracking-will-navigate> Statsig </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  18,291 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 11h  </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265816074305118208" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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 attributed-text-segment-list__content-truncated" dir="ltr" data-test-id="main-feed-activity-card__commentary">𝐁𝟮𝐁 𝐄𝐱𝐩𝐞𝐫𝐢𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧 𝐖𝐞𝐞𝐤 𝐃𝐚𝐲 𝟱: 𝐖𝐫𝐚𝐩𝗶𝗻𝗴 𝐮𝐩 𝐨𝐧 𝐭𝐡𝐞 𝐰𝐞𝐞𝐤 📚 Over the past few days, we’ve explored 𝐚𝐥𝐥 𝐭𝐡𝐢𝐧𝐠𝐬 𝐁𝟮𝐁 𝐞𝐱𝐩𝐞𝐫𝐢𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧 - from 𝘀𝗲𝘁𝘁𝗶𝗻𝗴 𝘂𝗽 𝗕𝟮𝗕 𝘁𝗲𝘀𝘁𝘀 for success, to sharing tips on 𝘂𝗻𝗶𝗾𝘂𝗲 𝘁𝗿𝗲𝗮𝘁𝗺𝗲𝗻𝘁𝘀 𝗮𝗻𝗱 𝘀𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝗮𝗹 𝗺𝗲𝘁𝗵𝗼𝗱𝘀 for B2B experiments, using 𝗴𝘂𝗲𝗿𝗿𝗶𝗹𝗹𝗮 𝘁𝗮𝗰𝘁𝗶𝗰𝘀 𝗳𝗼𝗿 𝗕𝟮𝗕 𝗴𝗿𝗼𝘄𝘁𝗵, and so much more. In case you missed it, we’ve compiled all the content below ⬇️ Have questions, thoughts or hot takes? Drop them in the comments 𝐃𝐚𝐲 𝟭 -How to Design B2B Experiments for Success w/ <a class="link" href="https://www.linkedin.com/in/trchan?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Timothy Chan</a>: <a class="link" href="https://bit.ly/4fBDZCr?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4fBDZCr</a> & <a class="link" href="https://bit.ly/4122WCm?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4122WCm</a> - Choosing the right unit of randomization for B2B experiments w/ <a class="link" href="https://www.linkedin.com/in/lin-jia-dartmouth?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Lin Jia</a>: <a class="link" href="https://bit.ly/4i4BTg2?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4i4BTg2</a> - Don’t let your experiment results get derailed by outlier customers w/ <a class="link" href="https://www.linkedin.com/in/craig-sexauer?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Craig Sexauer</a>: <a class="link" href="https://bit.ly/4i2SOzf?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4i2SOzf</a> 𝐃𝐚𝐲 𝟮 - What types of tests to run as a B2B company w/ vineeth madhusudanan (Experimentation/PM): <a class="link" href="https://bit.ly/3ZnhA4X?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/3ZnhA4X</a> & <a class="link" href="https://bit.ly/4eIL1nz?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4eIL1nz</a> - How Notion runs B2B experimentation w/ <a class="link" href="https://www.linkedin.com/in/sid-sharath-kumar?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Siddharth</a>: <a class="link" href="https://bit.ly/3V4lUVo?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/3V4lUVo</a> - How Statsig thinks about experimentation as a B2B company w/ <a class="link" href="https://www.linkedin.com/in/pierreestephan?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Pierre Estephan</a>: <a class="link" href="https://bit.ly/3Ok7rR4?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/3Ok7rR4</a> - Running switchback tests as a B2B company w/ <a class="link" href="https://www.linkedin.com/in/mpmakris?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Michael Makris</a>: <a class="link" href="https://bit.ly/40YwwZo?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/40YwwZo</a> 𝐃𝐚𝐲 𝟯 - How to run B2B experiments with small sample sizes w/ <a class="link" href="https://www.linkedin.com/in/lizobermaier?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Liz Obermaier</a>: <a class="link" href="https://bit.ly/40UfP1n?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/40UfP1n</a> & <a class="link" href="https://bit.ly/4gj30ST?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4gj30ST</a> & <a class="link" href="https://bit.ly/3CPVobH?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/3CPVobH</a> - Setting up your experiment for success when dealing with small sample sizes w/ <a class="link" href="https://www.linkedin.com/in/maseger?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Margaret-Ann Seger</a>: <a class="link" href="https://bit.ly/4eZaWYp?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4eZaWYp</a> - Using power analysis and CUPED in B2B experiments w/ <a class="link" href="https://www.linkedin.com/in/lin-jia-dartmouth?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Lin Jia</a>: <a class="link" href="https://bit.ly/4fV1WEc?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/4fV1WEc</a> 𝗗𝗮𝘆 𝟰 - Guerrilla tactics for B2B experimentation w/ <a class="link" href="https://www.linkedin.com/in/maseger?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Margaret-Ann Seger</a>: <a class="link" href="https://bit.ly/3AVslmE?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/3AVslmE</a> - Making great product decisions when you can’t run experiments w/ <a class="link" href="https://www.linkedin.com/in/aolugbade?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Akin Olugbade</a> <a class="link" href="https://bit.ly/3OlEEM5?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://bit.ly/3OlEEM5</a> Hope you enjoyed the week! Follow us for more content on experimentation, analytics and more. In the meantime, happy building!</p> <button class="attributed-text-segment-list__btn-truncation absolute right-0 bottom-0 pl-1 bg-color-background-container text-color-text-secondary text-sm font-medium babybear:font-bold invisible cursor-pointer hover:text-color-link-hover hover:underline" data-feed-action="see-more-post" data-feed-action-category="EXPAND" data-feed-action-type="expandCommentaryText" data-feed-control="commentary_expand" aria-hidden="true" tabindex="0"> …more </button> </div>  <div class="share-native-video w-main-feed-card-media " data-test-id="feed-native-video-content">  <video class="share-native-video__node video-js" crossorigin="anonymous" 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none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="45 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="45" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" 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href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="3" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 3 Comments </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " 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data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 2"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265767884553891840" data-featured-activity-urn="urn:li:activity:7265767884553891840" data-attributed-urn="urn:li:ugcPost:7265767791025094656" data-id="main-feed-card">   <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/statsig?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D4D0BAQEEyMLquYDMEg/company-logo_100_100/company-logo_100_100/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=WghsWGcDBvuuyQGMjZ-0hdjFaxUN8vz8E1_bwrWhGvs" 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 Statsig, 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/statsig?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Statsig" data-tracking-will-navigate> Statsig </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  18,291 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 14h  </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265767884553891840" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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 attributed-text-segment-list__content-truncated" dir="ltr" data-test-id="main-feed-activity-card__commentary">Amidst sharing daily content for B2B Experimentation Week, we’ve kept doing what we do best: shipping new features 🚀 Feature Friday Week 40: That’s 40 straight weeks of shipping new features! Today, Software Engineer <a class="link" href="https://www.linkedin.com/in/parth-shah-243340b8?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Parth Shah</a> introduces a powerful new addition to Metric Drilldown charts in Product Analytics: Cumulative Rollup 📈 This feature helps you track the cumulative impact of your metrics over time, offering valuable insights into long-term trends and overall growth 🔎 👉 Get instant answers to questions like: - How many times has this feature ever been used? - How many distinct people have ever used this feature? - What is the total revenue generated up to this point? We’re adding tons of exciting features every week to make our Product Analytics tool even more robust. Whether you’re a Statsig Cloud (fully hosted) or Warehouse Native customer, you can dive into Analytics > Metrics Explorer and start exploring right away 🧐 </p> <button class="attributed-text-segment-list__btn-truncation absolute right-0 bottom-0 pl-1 bg-color-background-container text-color-text-secondary text-sm font-medium babybear:font-bold invisible cursor-pointer hover:text-color-link-hover hover:underline" data-feed-action="see-more-post" data-feed-action-category="EXPAND" data-feed-action-type="expandCommentaryText" data-feed-control="commentary_expand" aria-hidden="true" tabindex="0"> …more </button> </div>  <div class="share-native-video w-main-feed-card-media " data-test-id="feed-native-video-content">  <video class="share-native-video__node video-js" crossorigin="anonymous" data-sources="[{"src":"https://dms.licdn.com/playlist/vid/v2/D5605AQFgb7V9EvAh_Q/mp4-640p-30fp-crf28/mp4-640p-30fp-crf28/0/1732294051337?e=2147483647&v=beta&t=wl1GwEUWTxtNAes-1eCCIdDC_wUioPPHYUz7_ikE3Xw","type":"video/mp4","data-bitrate":220178},{"src":"https://dms.licdn.com/playlist/vid/v2/D5605AQFgb7V9EvAh_Q/mp4-720p-30fp-crf28/mp4-720p-30fp-crf28/0/1732294050776?e=2147483647&v=beta&t=IbOUFau5zY8UvfM532vxZFAhTPFDyPzoh5G8X9no8Ak","type":"video/mp4","data-bitrate":331976}]" data-poster-url="https://media.licdn.com/dms/image/v2/D5605AQFgb7V9EvAh_Q/videocover-high/videocover-high/0/1732294043757?e=2147483647&v=beta&t=4uBcdZIwb63836E_JQDabzssIWuxkMGIckUhgrhZ3qs" data-aspect-ratio="1.7777778" data-adaptive-aspect-ratio="true" data-captions-url="https://dms.licdn.com/playlist/vid/v2/D5605AQFgb7V9EvAh_Q/video-auto-caption-webvtt-acs-singleton/video-auto-caption-webvtt-acs-singleton/0/1732294072803?e=2147483647&v=beta&t=44kGgJpYsyRs9feIne_iLIBSPQWTNhzh3j96MmKpiOw" data-digitalmedia-asset-urn="urn:li:digitalmediaAsset:D5605AQFgb7V9EvAh_Q" data-tracking-id="PljM87uMSt6AVk7fI+8iCA==" playsinline> </video> </div>    <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="37 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="37" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 37 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="1" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 1 Comment </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_activity-7265465825099227136-E92g" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 3"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265465825099227136" data-featured-activity-urn="urn:li:activity:7265464717895184384" data-attributed-urn="urn:li:share:7265464717022752770" data-id="main-feed-card">  <p class="!text-sm text-color-text mb-1 pb-[10px] border-b-1 border-solid border-color-border-faint main-feed-activity-card__header mx-main-feed-card-no-gutter px-main-feed-card-no-gutter"> <a href="https://www.linkedin.com/company/statsig?trk=organization_guest_main-feed-card_feed-reaction-header" class="link-styled" data-tracking-control-name="organization_guest_main-feed-card_feed-reaction-header" data-tracking-will-navigate="true" target="_self">Statsig</a> reposted this </p> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/in/aolugbade?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Akin Olugbade, 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/aolugbade?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View profile for Akin Olugbade" data-tracking-will-navigate> Akin Olugbade </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Building more products @ Statsig </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1d  </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265465825099227136" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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="main-feed-activity-card__commentary">𝗠𝗮𝗸𝗶𝗻𝗴 𝗴𝗿𝗲𝗮𝘁 𝗽𝗿𝗼𝗱𝘂𝗰𝘁 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝘄𝗵𝗲𝗻 𝘆𝗼𝘂 𝗰𝗮𝗻'𝘁 𝗿𝘂𝗻 𝗲𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁𝘀 At <a class="link" href="https://www.linkedin.com/company/statsig?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Statsig</a>, our mission is to help teams build and ship more successful products by combining better decisions with faster execution. While many teams rely on our experimentation offerings to guide those product decisions, for others, experimentation isn't feasible yet - whether due to low user volume or other constraints. That's perfectly fine - there are powerful ways to gather clear product signals without running experiments. 📊 𝗘𝘃𝗲𝗿𝘆 𝗮𝗰𝘁𝗶𝗼𝗻 𝘁𝗲𝗹𝗹𝘀 𝗮 𝘀𝘁𝗼𝗿𝘆 Your product generates valuable signals with every interaction. A good product analytics tool turns these signals into insights - showing you exactly how people experience your product. These signals help you spot important patterns: Where do users drop off? Which features drive engagement? What paths do your successful users take? 👀 𝗪𝗮𝘁𝗰𝗵 𝗮𝗻𝗱 𝗹𝗲𝗮𝗿𝗻 Sometimes the clearest signals come from direct observation. A session replay tool gives you a front-row seat to your users' experience, revealing pain points that metrics alone might miss. When you combine these real user sessions with quantitative data, pattern matching becomes easier. 🏢 𝗢𝗿𝗴𝗮𝗻𝗶𝘇𝗮𝘁𝗶𝗼𝗻-𝗹𝗲𝘃𝗲𝗹 𝗶𝗻𝘀𝗶𝗴𝗵𝘁𝘀 For B2B products, individual user-level metrics may be too granular - group analytics can help zoom out a bit. When your customer is an organization rather than a single user, your signals should reflect that. A single user dropping off might be noise, but when entire teams consistently disengage at a specific point, that's a clear signal worth investigating. 🗣️ 𝗧𝗵𝗲 𝗽𝗼𝘄𝗲𝗿 𝗼𝗳 𝗱𝗶𝗿𝗲𝗰𝘁 𝗳𝗲𝗲𝗱𝗯𝗮𝗰𝗸 The most valuable signal? Feedback. Talk to your users constantly. Then talk to them more. Direct feedback is invaluable, especially for early-stage companies. The goal isn't to simply build what users request - it's to develop a mental model of their core problems and needs, and how your product can help them. 💪 𝗕𝘂𝗶𝗹𝗱 𝘄𝗶𝘁𝗵 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲 𝗮𝗻𝗱 𝗵𝘂𝗺𝗶𝗹𝗶𝘁𝘆 Gather signals systematically. Study them carefully. Act on them decisively. But be willing to recognize when signals suggest you're on the wrong path. Great products are built by teams who are confident enough to act, and humble enough to adapt.</p>  </div>    <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="30 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="30" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 30 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="1" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 1 Comment </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_b2b-experimentation-week-day-4-today-statsig-activity-7265418065016684544-RUWV" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 4"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265418065016684544" data-featured-activity-urn="urn:li:activity:7265418065016684544" data-attributed-urn="urn:li:ugcPost:7265417950625435648" data-id="main-feed-card">   <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/statsig?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D4D0BAQEEyMLquYDMEg/company-logo_100_100/company-logo_100_100/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=WghsWGcDBvuuyQGMjZ-0hdjFaxUN8vz8E1_bwrWhGvs" 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 Statsig, 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/statsig?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Statsig" data-tracking-will-navigate> Statsig </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  18,291 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 1d  </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265418065016684544" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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 attributed-text-segment-list__content-truncated" dir="ltr" data-test-id="main-feed-activity-card__commentary">B2B Experimentation Week Day 4: Today, Statsig’s Head of Product, <a class="link" href="https://www.linkedin.com/in/maseger?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Margaret-Ann Seger</a>, shares guerrilla tactics for B2B experimentation. 📈 For a B2B company, becoming data-driven can feel daunting, especially without the scale to run experiments. As a fast-growing startup, we can totally relate to this! 😈 A simple workaround? “Steal from the greats!” 💡 Here’s the idea: If you’re a smaller company trying to figure out something like a pricing strategy but don’t have enough volume to A/B test your way to the perfect price point, take inspiration from established players who’ve already experimented and iterated to find an optimal solution. - Now stealing from the greats isn't just about copying -- it’s about understanding why certain patterns work and adapting them to your unique context. Leverage their data-driven insights to avoid reinventing the wheel. - Think about what underlying assumptions or goals drove their choices. By understanding their intent, you can adapt their approaches to fit your needs. Also, Simpsons fans, there’s a surprise waiting for you at the very end! 😉 Follow <a class="link" href="https://www.linkedin.com/in/skye-scofield?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Skye Scofield</a> and <a class="link" href="https://www.linkedin.com/in/aolugbade?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Akin Olugbade</a> who'll share more content on the topic today. </p> <button class="attributed-text-segment-list__btn-truncation absolute right-0 bottom-0 pl-1 bg-color-background-container text-color-text-secondary text-sm font-medium babybear:font-bold invisible cursor-pointer hover:text-color-link-hover hover:underline" data-feed-action="see-more-post" data-feed-action-category="EXPAND" data-feed-action-type="expandCommentaryText" data-feed-control="commentary_expand" aria-hidden="true" tabindex="0"> …more </button> </div>  <div class="share-native-video w-main-feed-card-media " data-test-id="feed-native-video-content">  <video class="share-native-video__node video-js" crossorigin="anonymous" data-sources="[{"src":"https://dms.licdn.com/playlist/vid/v2/D5605AQFc-Xkgd4ME_Q/mp4-640p-30fp-crf28/mp4-640p-30fp-crf28/0/1732210646312?e=2147483647&v=beta&t=lv_2bX80kBvvgOLCNHNKFuzxS74CgkrAMdk1oqEr6EY","type":"video/mp4","data-bitrate":548148},{"src":"https://dms.licdn.com/playlist/vid/v2/D5605AQFc-Xkgd4ME_Q/mp4-720p-30fp-crf28/mp4-720p-30fp-crf28/0/1732210646818?e=2147483647&v=beta&t=9ZMMLy6Y4SWYsW9EWXxKO2CVIakJvEtjAVPZnu1wyh0","type":"video/mp4","data-bitrate":913413}]" data-poster-url="https://media.licdn.com/dms/image/v2/D5605AQFc-Xkgd4ME_Q/videocover-high/videocover-high/0/1732210637891?e=2147483647&v=beta&t=ml8YGkbWFGbL1HWz-W9fmcuAh9poHO83E7IFqX48kBU" data-aspect-ratio="1.7777778" data-adaptive-aspect-ratio="true" data-captions-url="https://dms.licdn.com/playlist/vid/v2/D5605AQFc-Xkgd4ME_Q/video-auto-caption-webvtt-acs-singleton/video-auto-caption-webvtt-acs-singleton/0/1732210670115?e=2147483647&v=beta&t=cKTST1kwBIUn3yQwK2AoRaeTmlvbGrRVCvagBerhNkI" data-digitalmedia-asset-urn="urn:li:digitalmediaAsset:D5605AQFc-Xkgd4ME_Q" data-tracking-id="nfqDymMlRRaklQnEoEo+Hg==" playsinline> </video> </div>    <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="73 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="73" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 73 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_activity-7265268460920664065--WIo" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 5"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265268460920664065" data-featured-activity-urn="urn:li:activity:7265115452123557888" data-attributed-urn="urn:li:share:7265115451108532224" data-id="main-feed-card">  <p class="!text-sm text-color-text mb-1 pb-[10px] border-b-1 border-solid border-color-border-faint main-feed-activity-card__header mx-main-feed-card-no-gutter px-main-feed-card-no-gutter"> <a href="https://www.linkedin.com/company/statsig?trk=organization_guest_main-feed-card_feed-reaction-header" class="link-styled" data-tracking-control-name="organization_guest_main-feed-card_feed-reaction-header" data-tracking-will-navigate="true" target="_self">Statsig</a> reposted this </p> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/in/maseger?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D5603AQGVAXWxQ-TJnw/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1721946293117?e=2147483647&v=beta&t=TgdPNHtjKW17JY2krduc21s_gGV2S2z_3gpRdbsHDXE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Margaret-Ann Seger, 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/maseger?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View profile for Margaret-Ann Seger" data-tracking-will-navigate> Margaret-Ann Seger </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Head of Product at Statsig </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2d <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265268460920664065" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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="main-feed-activity-card__commentary">𝐒𝐞𝐭𝐭𝐢𝐧𝐠 𝐲𝐨𝐮𝐫 𝐄𝐱𝐩𝐞𝐫𝐢𝐦𝐞𝐧𝐭 𝐔𝐩 𝐟𝐨𝐫 𝐒𝐮𝐜𝐜𝐞𝐬𝐬 𝐖𝐡𝐞𝐧 𝐃𝐞𝐚𝐥𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐒𝐦𝐚𝐥𝐥 𝐒𝐚𝐦𝐩𝐥𝐞 𝐒𝐢𝐳𝐞𝐬 If you’re working with smaller sample sizes, two high-leverage things you can do to set your experiment up for success are: 1/ Choose the right area of your product to experiment on 2/ Pick the right OEC (”Overall Evaluation Criteria”) 𝐂𝐡𝐨𝐨𝐬𝐢𝐧𝐠 𝐖𝐡𝐞𝐫𝐞 𝐭𝐨 𝐄𝐱𝐩𝐞𝐫𝐢𝐦𝐞𝐧𝐭 When designing your experiment, you should be picking your 𝐡𝐢𝐠𝐡𝐞𝐬𝐭-𝐯𝐨𝐥𝐮𝐦𝐞 𝐦𝐞𝐭𝐫𝐢𝐜𝐬 in a target flow to test on. This maximizes the chance that you’ll be able to see an effect in a reasonable amount of time. Choosing a low-volume, down-funnel part of the product vs. experimenting higher up in the funnel could significantly extend how long you'll have to run your experiment for, just based on how many samples you have to play with. 𝐎𝐄𝐂 𝐒𝐞𝐥𝐞𝐜𝐭𝐢𝐨𝐧 Your OEC represents the couple metrics in your experiment that you're using to define success. A good set of OEC should have the following attributes- * 𝐒𝐞𝐧𝐬𝐢𝐭𝐢𝐯𝐞- Have you ever seen this metric move in the past? If not, it might not be very sensitive and so probably isn't the best metric to experiment on. * 𝐂𝐥𝐞𝐚𝐫 𝐃𝐢𝐫𝐞𝐜𝐭𝐢𝐨𝐧𝐚𝐥𝐢𝐭𝐲- It should be clear whether a metric moving up or down is good or bad. An example of an unclear metric might be "clicks"- if your product change causes an increase in clicks it might mean that people are taking more actions (good!) or they might be more confused and having to click around more (bad). * 𝐔𝐧𝐝𝐞𝐫𝐬𝐭𝐚𝐧𝐝𝐚𝐛𝐥𝐞- Your OEC metrics should be easy to understand. An example of metrics that are commonly used in experiments that aren't so understandable are ratio metrics. In the scenario of a ratio metric, the numerator or denominator might be moving (or both simultaneously) and it will be impossible to pinpoint the true impact of your change to a numerator or the denominator. Picking the right OEC can ensure you can get to conclusive experiment results, faster. <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fb2bexperimentation&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#b2bexperimentation</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fproductexperimentation&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#productexperimentation</a></p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQE6YNvmC5ntJA/feedshare-shrink_800/feedshare-shrink_800/0/1732138501886?e=2147483647&v=beta&t=mVuGMVosEG5rmqxlQIGCLA3NpOAJy7N5DRGAq647H0A" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="55 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="55" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <img alt data-reaction-type="INTEREST" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4v7dh2d6cuqm24mzps1pqzeqt" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 55 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="3" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 3 Comments </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_activity-7265171289915420672-M_5M" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 6"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265171289915420672" data-featured-activity-urn="urn:li:activity:7265165732726939648" data-attributed-urn="urn:li:share:7265165730906537985" data-id="main-feed-card">  <p class="!text-sm text-color-text mb-1 pb-[10px] border-b-1 border-solid border-color-border-faint main-feed-activity-card__header mx-main-feed-card-no-gutter px-main-feed-card-no-gutter"> <a href="https://www.linkedin.com/company/statsig?trk=organization_guest_main-feed-card_feed-reaction-header" class="link-styled" data-tracking-control-name="organization_guest_main-feed-card_feed-reaction-header" data-tracking-will-navigate="true" target="_self">Statsig</a> reposted this </p> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/in/pierreestephan?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-6 h-6 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Pierre Estephan, 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/pierreestephan?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View profile for Pierre Estephan" data-tracking-will-navigate> Pierre Estephan </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Engineering Manager at Statsig </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2d <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265171289915420672" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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="main-feed-activity-card__commentary">When I worked at Meta, every new feature or change we shipped was an A/B test. At Statsig, we run WAY fewer tests (even though Statsig is an experimentation company) - but they’re still super valuable. The B2B business model at Statsig means we have much fewer users than the billions of users available for experimentation at Meta. The ability to run properly powered experiments is closely tied to the number of users you have. Also, many of our tens of thousands of users are enterprise customers who need a consistent, stable experience, especially for a tool as critical as Statsig. Even with these constraints, we’ve found a way to successfully run experiments: 𝟭/ 𝗦𝘄𝗶𝗻𝗴 𝗯𝗶𝗴 𝘄𝗵𝗲𝗻 𝗿𝘂𝗻𝗻𝗶𝗻𝗴 𝗲𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁𝘀 The most common example of an A/B test folks at big companies will give is changing the color (increasing prominence) of a button. If you have a smaller user base, it will be incredibly difficult to measure changes to metrics from very small changes to your product. For smaller changes, rely on user research, Design and PM expertise and a strong culture of dogfooding changes before they rollout. Save experiments for larger features that may meaningfully improve (or detract from) core user flows. 𝟮/ 𝗥𝘂𝗻 𝘁𝗲𝘀𝘁𝘀 𝗰𝗹𝗼𝘀𝗲𝗿 𝘁𝗼 𝘆𝗼𝘂𝗿 𝘁𝗼𝗽 𝗼𝗳 𝗳𝘂𝗻𝗻𝗲𝗹 One of the places we’ve had the most success with experimentation is during our sign-up and onboarding flows. These are critical for our PLG motion and enterprise customer ramp up. The closer you are to the top of your funnel, the more users will interact with your change, and the more power your experiments will have. 𝟯/ 𝗖𝗵𝗼𝗼𝘀𝗲 𝘁𝗵𝗲 𝗿𝗶𝗴𝗵𝘁 𝗺𝗲𝘁𝗿𝗶𝗰𝘀 Different metrics have varying levels of sensitivity to changes in user behaviour. Trying to move retention metrics is notoriously difficult because of the long turn-around for a change in user behavior to show up in measurment. Find good proxy metrics that you are confident ladder up your goals and are more sensitive to changes in user behavior, such as time spent, clicks, and other direct usage metrics. Caveat: more sensitive metrics may need guardrails i.e. if you make a button more prominent, it will drive up clicks, but you may be cannibalizing usage from other parts of the page. 𝟰/ 𝗦𝘁𝗮𝗴𝗲 𝘆𝗼𝘂𝗿 𝗿𝗼𝗹𝗹𝗼𝘂𝘁𝘀, 𝗮𝗻𝗱 𝘁𝘂𝗿𝗻 𝗲𝘃𝗲𝗿𝘆 𝗿𝗼𝗹𝗹𝗼𝘂𝘁 𝗶𝗻𝘁𝗼 𝗮 𝘁𝗲𝘀𝘁 This one is super simple. Every new feature we release has metrics to find regressions i.e. latency or error rates. There have been times when we built a feature, thought it was stable, then rolled out to a small number of users - only to see that we had missed something. (See <a class="link" href="https://lnkd.in/g2fYra39?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/g2fYra39</a> for a great example from a customer). Launching features with a small backtest is a great way to make sure you dont introduce a regression to any core user flows or company critical metrics, while keeping your ship velocity high. Thats all for now, happy experimenting! <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fb2bexperimentation&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#b2bexperimentation</a></p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQE9KtmPDyCCug/feedshare-shrink_800/feedshare-shrink_800/0/1732150490188?e=2147483647&v=beta&t=0a1sSzcVs_YzrJDqJcGe7bKeqa-ViH4He-2ZE78CLLY" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="76 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="76" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 76 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="1" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 1 Comment </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_ailat-ai-artificialintelligence-activity-7265106639991517185-ecbz" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 7"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265106639991517185" data-featured-activity-urn="urn:li:activity:7265106639991517185" data-attributed-urn="urn:li:share:7265064746775638016" data-id="main-feed-card">   <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/statsig?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D4D0BAQEEyMLquYDMEg/company-logo_100_100/company-logo_100_100/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=WghsWGcDBvuuyQGMjZ-0hdjFaxUN8vz8E1_bwrWhGvs" 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 Statsig, 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/statsig?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Statsig" data-tracking-will-navigate> Statsig </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  18,291 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2d  </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265106639991517185" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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="main-feed-activity-card__commentary">Next week <a class="link" href="https://www.linkedin.com/in/skye-scofield?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Skye Scofield</a> and <a class="link" href="https://www.linkedin.com/in/marcos-arribas-4202b01bb?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Marcos Arribas</a> will be presenting at AI IN LATAM event on November 28 at the Buenos Aires Convention Center. Join their session on "The Role of Experimentation in the AI Revolution." They'll explore how leading AI companies like <a class="link" href="https://www.linkedin.com/company/openai?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>OpenAI</a>, <a class="link" href="https://www.linkedin.com/company/anthropicresearch?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Anthropic</a>, and <a class="link" href="https://www.linkedin.com/company/notionhq?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Notion</a> are driving technological advancements through a culture of experimentation. Don't miss this opportunity to connect with the team. Register here 👉 <a class="link" href="https://www.ai-lat.com/en?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://www.ai-lat.com/en</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Failat&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#Ailat</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fai&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#AI</a> <a class="link" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fartificialintelligence&trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>#ArtificialIntelligence</a></p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQEPmG2Mi1k2lw/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1732126413103?e=2147483647&v=beta&t=5YFNdclOZl_wBEXY9VnLm-WsD6iDbDPTlCHdZXwdvUk" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="30 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="30" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 30 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="2" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 2 Comments </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_activity-7265095156356308992-ok5Z" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 8"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265095156356308992" data-featured-activity-urn="urn:li:activity:7265090853507854336" data-attributed-urn="urn:li:share:7265090851419090944" data-id="main-feed-card">  <p class="!text-sm text-color-text mb-1 pb-[10px] border-b-1 border-solid border-color-border-faint main-feed-activity-card__header mx-main-feed-card-no-gutter px-main-feed-card-no-gutter"> <a href="https://www.linkedin.com/company/statsig?trk=organization_guest_main-feed-card_feed-reaction-header" class="link-styled" data-tracking-control-name="organization_guest_main-feed-card_feed-reaction-header" data-tracking-will-navigate="true" target="_self">Statsig</a> reposted this </p> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/in/lin-jia-dartmouth?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D5603AQGWXOwvDIwCzg/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1726243629824?e=2147483647&v=beta&t=R3TDEdIm1T9mMgpjvi0LkUZfGMInW1jr0rBRreEKCmM" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Lin Jia, 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/lin-jia-dartmouth?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View profile for Lin Jia" data-tracking-will-navigate> Lin Jia </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Data Science @ Statsig </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2d  </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265095156356308992" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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="main-feed-activity-card__commentary">💡💡 𝗜𝗳 𝘆𝗼𝘂 𝗵𝗮𝘃𝗲 𝗮 𝗿𝗲𝗹𝗮𝘁𝗶𝘃𝗲𝗹𝘆 𝘀𝗺𝗮𝗹𝗹 𝘂𝘀𝗲𝗿 𝗯𝗮𝘀𝗲, 𝗶𝘁 𝗰𝗮𝗻 𝗯𝗲 𝘁𝗿𝗶𝗰𝗸𝘆 𝘁𝗼 𝗿𝘂𝗻 𝗽𝗿𝗼𝗽𝗲𝗿𝗹𝘆 𝗽𝗼𝘄𝗲𝗿𝗲𝗱 𝗲𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁𝘀. 𝗕𝘂𝘁 𝘁𝗵𝗲𝗿𝗲 𝗮𝗿𝗲 𝗮 𝗳𝗲𝘄 𝘀𝗶𝗺𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗴𝘀 𝘆𝗼𝘂 𝗰𝗮𝗻 𝗱𝗼 𝘁𝗼 𝗺𝗶𝘁𝗶𝗴𝗮𝘁𝗲 𝘁𝗵𝗶𝘀 𝗽𝗿𝗼𝗯𝗹𝗲𝗺💡💡 1️⃣ 𝗥𝘂𝗻 𝗮 𝗽𝗼𝘄𝗲𝗿 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀 𝗯𝗲𝗳𝗼𝗿𝗲 𝘀𝘁𝗮𝗿𝘁𝗶𝗻𝗴 𝗮𝗻 𝗲𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁 Inexperienced experimenters will often decide on an experiment to run, pick metrics, and hit launch - without first understanding if they have enough statistical power to power the experiment. Depending on which metrics you’re experimenting on and the type of test you’re running - the number of samples you need to get a properly powered experiment can vary dramatically. That’s why it’s important to run a power analysis calculation before running an experiment, to ensure you have a sufficient sample size & a proper timeline for your experiment, for a given metric. Platforms like Statsig have this built in and you can link power analysis to experiments. You can run a version of this yourself with online calculators (they just won’t have prior metric data baked in). 2️⃣ 𝗟𝗲𝘃𝗲𝗿𝗮𝗴𝗲 𝗖𝗨𝗣𝗘𝗗 CUPED (Controlled Experiments Using Pre-Experiment Data) is a statistical method that uses pre-experimental metric data to reduce variance in experiment results. Applying CUPED can result in a dramatic reduction in variance - meaning you can achieve statistically significant results with fewer users and/or shorter duration. The details on how this works are a bit too much for a Linkedin post - my colleague <a class="link" href="https://www.linkedin.com/in/craig-sexauer?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Craig Sexauer</a> wrote a great article on this (linked in the comments). Both of these approaches have helped Statsig customers to run experiments more efficiently 😃 Hope you found this useful!</p>  </div> <ul class="grid grid-cols-6 grid-rows-[60%_40%] w-main-feed-card-media feed-images-content list-none pl-0 " data-test-id="feed-images-content"> <li class="bg-color-background-container-tint text-[0px] col-span-full row-span-full " data-test-id="feed-images-content__list-item" data-position="0"> <img class="lazy-load w-full object-cover object-center h-full babybear:max-h-[400px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D5622AQGgNv3qPMjELg/feedshare-shrink_2048_1536/feedshare-shrink_2048_1536/0/1732132636640?e=2147483647&v=beta&t=qrFqc6PqweOmoWWt6_P-NrRvKtTVducK178VWoDwx1g" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/921ynb2z53z33mhm3061qvjag" alt="No alternative text description for this image">  </li> </ul>    <code id="i18n_reaction_singular" style="display: none"></code> <code id="i18n_reactions_plural" style="display: none"></code> <div class="flex items-center font-sans text-sm babybear:text-xs main-feed-activity-card__social-actions"> <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="26 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="26" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <img alt data-reaction-type="APPRECIATION" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cib97epu77mrzque5gqlzjgaw" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 26 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <a href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-comments" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-comments" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="1" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 1 Comment </a>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_b2b-experimentation-week-day-3-today-data-activity-7265058391574618113-6-Ng" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 9"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7265058391574618113" data-featured-activity-urn="urn:li:activity:7265058391574618113" data-attributed-urn="urn:li:ugcPost:7265058284980576257" data-id="main-feed-card">   <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/statsig?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D4D0BAQEEyMLquYDMEg/company-logo_100_100/company-logo_100_100/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=WghsWGcDBvuuyQGMjZ-0hdjFaxUN8vz8E1_bwrWhGvs" 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 Statsig, 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/statsig?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View organization page for Statsig" data-tracking-will-navigate> Statsig </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  18,291 followers </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 2d <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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="organization_guest_main-feed-card_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?fromSignIn=true&session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=POST&_f=guest-reporting" data-tracking-control-name="organization_guest_main-feed-card_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:7265058391574618113" data-semaphore-tracking-prefix="organization_guest_main-feed-card_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 post </a>  </li>  </ul>  </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 attributed-text-segment-list__content-truncated" dir="ltr" data-test-id="main-feed-activity-card__commentary">B2B Experimentation Week Day 3: Today, Data Scientist <a class="link" href="https://www.linkedin.com/in/lizobermaier?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Liz Obermaier</a> dives into handling smaller sample sizes and variance reduction techniques in B2B experiments. Two key considerations: 1. Experimental design becomes especially important when working with smaller sample sizes. 🤩 You don’t want to throw away any of your potential experimental units! For example, if you’re testing a cool new feature, you’ll want to place it somewhere in your product where users are likely to discover it. 👉 Hiding the feature in a far-off corner of your product—five clicks deep and buried at the bottom of a page—won’t give you enough experimental units to draw meaningful conclusions. 2. Then, variance reduction techniques help when analyzing your experiment data. 🧢 Capping and Winsorizing metrics: These methods help reduce the influence of outliers by limiting extreme values, cutting down ooverall variance. 📊 CUPED (Controlled Using Pre-Experiment Data): CUPED uses pre-experiment data to account for baseline differences and explain variance in experimental results. In a company-level experiment, there’s a significant difference between seeing 30 weekly active users for a large company that has maintained this number consistently for the past month vs. a smaller company that had only 5 WAUs before the experiment began. Follow <a class="link" href="https://www.linkedin.com/in/trchan?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Timothy Chan</a>, <a class="link" href="https://www.linkedin.com/in/maseger?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Margaret-Ann Seger</a>, <a class="link" href="https://www.linkedin.com/in/lin-jia-dartmouth?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Lin Jia</a> for more content on this topic and continue following our feed for more B2B experimentation content for the rest of this week!</p> <button class="attributed-text-segment-list__btn-truncation absolute right-0 bottom-0 pl-1 bg-color-background-container text-color-text-secondary text-sm font-medium babybear:font-bold invisible cursor-pointer hover:text-color-link-hover hover:underline" data-feed-action="see-more-post" data-feed-action-category="EXPAND" data-feed-action-type="expandCommentaryText" data-feed-control="commentary_expand" aria-hidden="true" tabindex="0"> …more </button> </div>  <div class="share-native-video w-main-feed-card-media " data-test-id="feed-native-video-content">  <video class="share-native-video__node video-js" crossorigin="anonymous" data-sources="[{"src":"https://dms.licdn.com/playlist/vid/v2/D5605AQED4N1CbRzo4w/mp4-640p-30fp-crf28/mp4-640p-30fp-crf28/0/1732124896341?e=2147483647&v=beta&t=HF6O2mwhK2hTe-ZCkqypbA7l1pdIIpN1eqxGgjX1itQ","type":"video/mp4","data-bitrate":348319},{"src":"https://dms.licdn.com/playlist/vid/v2/D5605AQED4N1CbRzo4w/mp4-720p-30fp-crf28/mp4-720p-30fp-crf28/0/1732124897331?e=2147483647&v=beta&t=KdCvLPPzWgMZbPx5wZrHqJ8bdZghZZT01cw3jv__a_E","type":"video/mp4","data-bitrate":618690}]" 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href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_social-actions-reactions" target="_self" data-tracking-control-name="organization_guest_main-feed-card_social-actions-reactions" data-tracking-will-navigate class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" aria-label="33 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="33" data-singular="%numReactions%" data-plural="%numReactions%" tabindex="0"> <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9sun4diznbhgyelaeryxy75ur" height="16px" width="16px"> <img alt data-reaction-type="PRAISE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cjrxeu0ese8oxe32kiom8kzoh" height="16px" width="16px"> <img alt data-reaction-type="EMPATHY" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/37hg81qnm85dsy5mbqfifg9qs" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 33 </span> </a> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  </div> <div class="social-action-bar border-t-1 border-solid border-color-border-faint min-h-[44px] items-center flex flex-wrap babybear:justify-around !m-0"> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_like-cta" data-tracking-control-name="organization_guest_main-feed-card_like-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="social-action-bar__button-text "> Like </span> </a> <a class="social-action-bar__button " href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_comment-cta" data-tracking-control-name="organization_guest_main-feed-card_comment-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="social-action-bar__button-text "> Comment </span> </a> <a class="social-action-bar__button share-button" href="https://www.linkedin.com/signup?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_main-feed-card_share-cta" data-tracking-control-name="organization_guest_main-feed-card_share-cta" data-tracking-will-navigate> <icon class="social-action-bar__icon " data-svg-class-name="social-action-bar__icon--svg " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2"> </icon> <span class="social-action-bar__button-text "> Share </span> </a>  </div>  </article> <code id="is-mobile" style="display: none"></code> </div> </li> <li class="mb-1"> <div data-id="entire-feed-card-link" class="relative"> <a class="main-feed-card__overlay-link absolute left-0 top-0 h-full w-full z-1 !border-0" href="https://www.linkedin.com/posts/statsig_activity-7264875824418349056-d6wW" data-id="main-feed-card__full-link" data-tracking-control-name="organization_guest_main-feed-card__full-link" data-tracking-will-navigate aria-label="Update 10"> </a> <article class="relative pt-1.5 px-2 pb-0 bg-color-background-container container-lined main-feed-activity-card papabear:max-w-[550px]" data-activity-urn="urn:li:activity:7264875824418349056" data-featured-activity-urn="urn:li:activity:7264713355460788224" data-attributed-urn="urn:li:share:7264713354374504448" data-id="main-feed-card">  <p class="!text-sm text-color-text mb-1 pb-[10px] border-b-1 border-solid border-color-border-faint main-feed-activity-card__header mx-main-feed-card-no-gutter px-main-feed-card-no-gutter"> <a href="https://www.linkedin.com/company/statsig?trk=organization_guest_main-feed-card_feed-reaction-header" class="link-styled" data-tracking-control-name="organization_guest_main-feed-card_feed-reaction-header" data-tracking-will-navigate="true" target="_self">Statsig</a> reposted this </p> <div class="flex items-center font-sans mb-1" data-test-id="main-feed-activity-card__entity-lockup"> <a href="https://www.linkedin.com/in/sid-sharath-kumar?trk=organization_guest_main-feed-card_feed-actor-image" class="relative" data-tracking-control-name="organization_guest_main-feed-card_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/D5603AQETF2oVN4UBJA/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1690660504749?e=2147483647&v=beta&t=MRpZz0btW2sw4cshmtTfpJuR8bJL3iy7uGxlnVQDp2E" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="View profile for Siddharth (Sid) Sharath Kumar, 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/sid-sharath-kumar?trk=organization_guest_main-feed-card_feed-actor-name" data-tracking-control-name="organization_guest_main-feed-card_feed-actor-name" aria-label="View profile for Siddharth (Sid) Sharath Kumar" data-tracking-will-navigate> Siddharth (Sid) Sharath Kumar </a>  </div> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] m-0 truncate">  Product Marketing at Statsig | USC Marshall MBA </p> <span class="!text-xs text-color-text-low-emphasis leading-[1.33333] flex"> <time class="flex-none"> 3d <span aria-hidden="true" class="text-color-text-low-emphasis before:middot"></span> <span> Edited </span> </time>  </span> </div>  </div> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5" 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 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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">🌟 𝗟𝗮𝘀𝘁 𝘆𝗲𝗮𝗿, 𝗜 𝗿𝗲𝗽𝗹𝗮𝗰𝗲𝗱 𝟯+ 𝗰𝗼𝗿𝗲 𝘄𝗼𝗿𝗸 𝘁𝗼𝗼𝗹𝘀 𝗜’𝗱 𝗿𝗲𝗹𝗶𝗲𝗱 𝗼𝗻 𝗳𝗼𝗿 𝘆𝗲𝗮𝗿𝘀 (𝗱𝗼𝗰𝘀, 𝘄𝗶𝗸𝗶𝘀, 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗲𝘁𝗰.) 𝘄𝗶𝘁𝗵 𝗷𝘂𝘀𝘁 𝗼𝗻𝗲: <a class="link" href="https://www.linkedin.com/company/notionhq?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Notion</a> I’ll admit, I was a bit apprehensive at first. But the transition turned out to be seamless, and to my surprise, it actually boosted my productivity and collaboration in ways I hadn’t expected. • I onboarded effortlessly and got everything I needed for my role as a PMM on day one to hit the ground running. • I saw value almost immediately and discovered new features progressively over the next few days, without ever feeling overwhelmed. • When new tools like Notion AI launched, there were intuitive entry points to try them out -- and ultimately adopt them. 🤔 How did Notion manage to craft a platform that’s both simple and feature-rich in an overcrowded market during the ZIRP era -- when the sheer number of SaaS tools made it impossible to keep track of what was out there? And how does Notion's somehow feel more intuitive than incumbents? Sure, it’s great design and UX, but it’s also rooted in a culture where engineers are empowered to experiment and learn, rather than chasing quick wins. 🚀 Notion became an early adopter of <a class="link" href="https://www.linkedin.com/company/statsig?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Statsig</a>, and when I spoke with them last year, they had already shipped 𝗼𝘃𝗲𝗿 𝟲𝟬𝟬 𝗳𝗲𝗮𝘁𝘂𝗿𝗲𝘀 𝘂𝘀𝗶𝗻𝗴 𝗦𝘁𝗮𝘁𝘀𝗶𝗴 𝗳𝗲𝗮𝘁𝘂𝗿𝗲 𝗴𝗮𝘁𝗲𝘀 (a number they’ve undoubtedly sailed past by now) 💡 For key stages of the customer journey, like Activation, they’ve set up holdouts and run hundreds of experiments each quarter to drive learnings and optimizations. When people think about experimentation, classic use cases like improving e-commerce purchases often come to mind. But this week at Statsig, we’re focusing on B2B companies -- and I can’t think of a better example than my favorite tool I use at work daily. Read more to see how they 𝟯𝟬𝘅’𝗱 𝘁𝗵𝗲𝗶𝗿 𝗲𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 𝘃𝗲𝗹𝗼𝗰𝗶𝘁𝘆 and scaled product-led growth efforts: <a class="link" href="https://lnkd.in/dJvHPKPJ?trk=organization_guest_main-feed-card-text" target="_self" rel="nofollow" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>https://lnkd.in/dJvHPKPJ</a> Thanks to <a class="link" href="https://www.linkedin.com/in/wendy-jiao-926a7018?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Wendy Jiao</a> and <a class="link" href="https://www.linkedin.com/in/mengyingli?trk=organization_guest_main-feed-card-text" target="_self" data-tracking-control-name="organization_guest_main-feed-card-text" data-tracking-will-navigate>Mengying Li</a> for helping me develop this piece :)</p>  </div>  <a 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pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Instructor jobs  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> 245,134 open jobs </div>  </div>  </a> </li> <li data-impression-id="organization_guest-browse_jobs-16">  <a href="https://www.linkedin.com/jobs/director-data-science-jobs?trk=organization_guest-browse_jobs" target="_self" data-tracking-control-name="organization_guest-browse_jobs" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link aside-job-search-result-card">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Director Data Science jobs  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> 6,776 open jobs </div>  </div>  </a> </li> <li data-impression-id="organization_guest-browse_jobs-17">  <a href="https://www.linkedin.com/jobs/engineering-manager-jobs?trk=organization_guest-browse_jobs" target="_self" data-tracking-control-name="organization_guest-browse_jobs" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link aside-job-search-result-card">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Engineering Manager jobs  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> 197,372 open jobs </div>  </div>  </a> </li> <li data-impression-id="organization_guest-browse_jobs-18">  <a href="https://www.linkedin.com/jobs/software-engineering-manager-jobs?trk=organization_guest-browse_jobs" target="_self" data-tracking-control-name="organization_guest-browse_jobs" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link aside-job-search-result-card">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Software Engineering Manager jobs  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> 77,820 open jobs </div>  </div>  </a> </li> <li data-impression-id="organization_guest-browse_jobs-19">  <a href="https://www.linkedin.com/jobs/director-of-analytics-jobs?trk=organization_guest-browse_jobs" target="_self" data-tracking-control-name="organization_guest-browse_jobs" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-aside-card flex my-1.5 base-aside-card--link aside-job-search-result-card">   <div class="base-aside-card__info self-center pl-0.5 flex flex-col flex-1"> <h3 class="base-aside-card__title font-sans text-md font-bold text-color-text relative"> Director of Analytics jobs  </h3>    <div class="base-aside-card__metadata font-sans text-sm leading-open font-regular text-color-text-low-emphasis mt-0.5"> 19,560 open jobs </div>  </div>  </a> </li> </ul> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="organization_guest-browse_jobs_show_more"> Show more jobs like this <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="organization_guest-browse_jobs_show_more"> Show fewer jobs like this <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> </div> </div> </section>  <section class="aside-section-container mb-4" data-test-id="funding"> <h2 class="aside-section-container__title section-title"> Funding </h2>  <div class="aside-section-container__content break-words"> <a class="link-styled text-sm mb-1 inline-block !text-color-text-secondary" href="https://www.crunchbase.com/organization/statsig/funding_rounds/funding_rounds_list?utm_source=linkedin&utm_medium=referral&utm_campaign=linkedin_companies&utm_content=all_fundings_anon&trk=funding_all-rounds" aria-label="Statsig had 2 rounds of funding" data-tracking-control-name="funding_all-rounds" target="_blank" rel="sponsored nofollow noopener noreferrer" data-tracking-will-navigate> <span> Statsig </span> <span class="before:middot"> 2 total rounds </span> </a> <div class="my-2"> <p class="mb-0.5 font-bold"> Last Round </p> <a class="link-styled text-sm mb-1 inline-block !text-color-text-secondary" href="https://www.crunchbase.com/funding_round/statsig-series-b--bbe3a9e0?utm_source=linkedin&utm_medium=referral&utm_campaign=linkedin_companies&utm_content=last_funding_anon&trk=funding_last-round" data-tracking-control-name="funding_last-round" aria-describedby="external-link-last-round" target="_blank" rel="sponsored nofollow noopener noreferrer" data-tracking-will-navigate> Series B <time class="before:middot" datetime="2022-05-20"> May 20, 2022 </time> </a> <div class="hidden" id="external-link-last-round"> External Crunchbase Link for last round of funding </div> <p class="text-display-lg"> US$ 43.0M </p> </div> <div class="mb-2"> <p class="text-color-text-secondary text-sm"> Investors </p> <a class="flex text-sm items-center mb-1 link-styled text-sm mb-1 inline-block !text-color-text-secondary" href="https://www.crunchbase.com/organization/sequoia-capital?utm_source=linkedin&utm_medium=referral&utm_campaign=linkedin_companies&utm_content=investor_anon&trk=funding_investors" data-tracking-control-name="funding_investors" aria-label="Sequoia Capital Crunchbase external link" target="_blank" rel="sponsored nofollow noopener noreferrer" data-tracking-will-navigate> <img class="inline-block relative w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/sync/v2/D5638AQFjhXZmueoRlw/crunchbase_investor_logo_100/crunchbase_investor_logo_100/0/1731524483236?e=1732953600&v=beta&t=aiptmvP4pxsecUEG5I_Hvvv52wDvf3LTU8RDeYUa_zE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt> Sequoia Capital  </a> <a class="link-styled text-sm mb-1 inline-block !text-color-text-secondary" href="https://www.crunchbase.com/funding_round/statsig-series-b--bbe3a9e0?utm_source=linkedin&utm_medium=referral&utm_campaign=linkedin_companies&utm_content=all_investors_anon&trk=funding_investors" aria-label="See 2 more other investors on Crunchbase" data-tracking-control-name="funding_investors" target="_blank" rel="sponsored nofollow noopener noreferrer" data-tracking-will-navigate> <span class="container-lined px-0.5 inline-block">+ 2</span> Other investors  </a> </div> <a class="btn-md btn-secondary inline-block mb-0.5" href="https://www.crunchbase.com/organization/statsig?utm_source=linkedin&utm_medium=referral&utm_campaign=linkedin_companies&utm_content=profile_cta_anon&trk=funding_crunchbase" data-tracking-control-name="funding_crunchbase" target="_blank" rel="sponsored nofollow noopener noreferrer" data-tracking-will-navigate> See more info on <span class="text-[#263844]">crunchbase</span> <icon class="align-middle" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/49229g4q0jsla5l1xojq1wob9"></icon> </a> </div> </section> </section> </main> <div class="pre-footer "> <section class="mt-2 papabear:pl-1 papabear:mx-auto papabear:max-w-screen-content-max-w mamabear:px-2 babybear:pt-2 babybear:px-2" data-js-module-id="more-searches" data-test-id="more-searches"> <section class="tw-expandable-linkster" data-js-module-id="expandable-linkster"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="organization_guest_show_more"> More searches <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="organization_guest_show_more"> More searches <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="organization_guest_show-more-less"> <li> <section class="tw-linkster " data-impression-id="organization_guest_linkster" data-entity-id="urn:li:organization:19048773" data-module-name="company_to_jserps_coview" data-js-module-id="linkster"> <div class="max-w-screen-content-max-w w-full flex justify-between my-0 mx-auto mamabear:px-3 babybear:px-2 babybear:flex-col"> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0">  <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/scientist-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Scientist jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/group-product-manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Group Product Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/engineer-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Engineer jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/instructor-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Instructor jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/director-of-analytics-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Director of Analytics jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/product-manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Product Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/visual-designer-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Visual Designer jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/business-development-representative-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Business Development Representative jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/marketing-director-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Marketing Director jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/senior-scientist-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Senior Scientist jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/director-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Director jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/intern-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Intern jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/data-scientist-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Data Scientist jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/head-of-strategy-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Head of Strategy jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/research-intern-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Research Intern jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/senior-product-manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Senior Product Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/associate-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Associate jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/senior-software-engineer-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Senior Software Engineer jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/user-experience-manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> User Experience Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/product-design-intern-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Product Design Intern jobs </a> </li> </ul>  </div> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0">  <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/interaction-designer-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Interaction Designer jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/product-designer-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Product Designer jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/business-data-analyst-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Business Data Analyst jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/user-experience-designer-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> User Experience Designer jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/director-of-engineering-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Director of Engineering jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/science-manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Science Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/director-of-product-management-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Director of Product Management jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/designer-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Designer jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/technician-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Technician jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/assistant-project-manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Assistant Project Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/assistant-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Assistant jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/project-manager-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Project Manager jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/president-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> President jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/insights-director-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" data-tracking-control-name="organization_guest_linkster_link" data-tracking-will-navigate> Insights Director jobs </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/jobs/researcher-jobs?trk=organization_guest_linkster_link" data-js-module-id="link-column-link" 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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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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">  <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="guest-upsells"> <form class="google-auth base-google-auth" action="https://www.linkedin.com/uas/login-submit" method="post"> <input name="loginCsrfParam" value="defa479e-7bdd-4ab6-8860-2c5129e6737a" type="hidden"> <input name="session_redirect" value="https://www.linkedin.com/company/statsig" type="hidden"> <input name="trk" value="organization_guest_google-one-tap-submit" type="hidden"> <code id="termsAndConditionsRendered" style="display: none"></code> <div class="google-one-tap__module hidden fixed flex flex-col items-center top-[20px] right-[20px] z-[9999]"> <div class="relative top-2 bg-color-background-container-tint pl-2 pr-1 pt-2 pb-3 w-[375px] rounded-md shadow-2xl"> <p class="text-md font-bold text-color-text"> Agree & Join LinkedIn </p> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 !text-sm !text-color-text" data-impression-id="organization_guest_one-tap-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 data-tracking-control-name="organization_guest_google-one-tap" id="google-one-tap__container"></div> </div> <div class="loader loader--full-screen"> <div class="loader__container mb-2 overflow-hidden"> <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/ddi43qwelxeqjxdd45pe3fvs1" data-svg-class-name="loader__icon-svg--large fill-currentColor h-[60px] min-h-[60px] w-[60px] min-w-[60px]"></icon> </div> </div> </form> <script data-delayed-url="https://static.licdn.com/aero-v1/sc/h/29rdkxlvag0d3cpj96fiilbju" data-module-id="google-gsi-lib"></script> <code id="isLinkedInAppWebView" style="display: none"></code> <code id="shouldRemoveUndefinedValues" style="display: none"></code> <code id="isItpSupportEnabled" style="display: none"></code> <code id="isFedCMEnabled" style="display: none"></code> <div class="contextual-sign-in-modal base-contextual-sign-in-modal" data-impression-id="organization_guest_contextual-sign-in-modal" data-cool-off-enabled data-show-on-page-load>  <div class>  <div id="base-contextual-sign-in-modal" class="modal modal--contextual-sign-in" data-outlet="base-contextual-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="base-contextual-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 contextual-sign-in-modal__modal-dismiss absolute right-0 m-[20px] cursor-pointer" aria-label="Dismiss" data-tracking-control-name="organization_guest_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://media.licdn.com/dms/image/v2/D4D0BAQEEyMLquYDMEg/company-logo_200_200/company-logo_200_200/0/1689202333526/statsig_logo?e=2147483647&v=beta&t=ZI8L1dR38gG0haqyquxHQNGcgXVTJPzZ4J-vFzEYthI" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt> <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-xl text-color-text my-2 mx-4 text-center" id="base-contextual-sign-in-modal-modal-header"> View insights on Statsig </h2>  <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="organization_guest_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="organization_guest_contextual-sign-in-modal_sign-in-modal_outlet-button" data-modal="base-sign-in-modal">  Sign in </button> <div class>  <div id="base-sign-in-modal" class="modal modal--sign-in" data-outlet="base-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="base-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="organization_guest_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"></code> <code id="i18n_sign_in_form_show_label" style="display: none"></code> <code id="i18n_sign_in_form_hide_text" style="display: none"></code> <code id="i18n_sign_in_form_hide_label" style="display: none"></code> <code id="i18n_username_error_empty" style="display: none"></code> <code id="i18n_username_error_too_long" style="display: none"></code> <code id="i18n_username_error_too_short" style="display: none"></code> <code id="i18n_password_error_empty" style="display: none"></code> <code id="i18n_password_error_too_short" style="display: none"></code> <code id="i18n_password_error_too_long" style="display: none"></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="defa479e-7bdd-4ab6-8860-2c5129e6737a" 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="base-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="base-sign-in-modal_session_key" name="session_key" required data-tracking-control-name="organization_guest_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="base-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="base-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="base-sign-in-modal_session_password" name="session_password" required data-tracking-control-name="organization_guest_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="organization_guest_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="base-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/company/statsig" 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=organization_guest_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="organization_guest_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate>Forgot password?</a>  <input name="trk" value="organization_guest_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="organization_guest_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="organization_guest_contextual-sign-in-modal_sign-in-modal_google-auth-button" data-tracking-client-ingraph> <code id="isTermsAndConditionsSkipEnabledAuthButton" style="display: none"></code> <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2" data-impression-id="organization_guest_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=organization_guest_contextual-sign-in-modal_sign-in-modal_auth-button_user-agreement" target="_blank" data-tracking-control-name="organization_guest_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=organization_guest_contextual-sign-in-modal_sign-in-modal_auth-button_privacy-policy" target="_blank" data-tracking-control-name="organization_guest_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=organization_guest_contextual-sign-in-modal_sign-in-modal_auth-button_cookie-policy" target="_blank" data-tracking-control-name="organization_guest_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?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_contextual-sign-in-modal_sign-in-modal_join-link" data-tracking-control-name="organization_guest_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?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fcompany%2Fstatsig&trk=organization_guest_contextual-sign-in-modal_join-link" data-tracking-control-name="organization_guest_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="organization_guest_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"> LinkedIn is better 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&mode=mini&cid=guest_desktop_upsell" data-tracking-client-ingraph data-tracking-control-name="organization_guest_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="organization_guest_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> </div> <code id="disableOneTapOnInit" style="display: none"></code> <code id="flagshipOrganizationTracking" style="display: none"></code> <script src="https://static.licdn.com/aero-v1/sc/h/7itt46rafycxiwozfd111d2we" async></script>  <script src="https://static.licdn.com/aero-v1/sc/h/eef4p9np6sualhph80ir8m1im" async defer></script> <script data-delayed-url="https://static.licdn.com/aero-v1/sc/h/19m2m2iij3pcbxe4bkogyzklj" data-module-id="media-player"></script>  </body> </html>

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