Adapting AI Models to Data Shifts

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How will your AI model keep up? </h1> <div class="qa-redesign-article-content py-2 md:py-6" id="desktop-content-urn_li_articleSegment__urn_li_linkedInArticle_7259303010416168960_7259303012144238592_"> <div class="article-main__content" data-test-id="publishing-text-block">  </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>When industry data trends shift unexpectedly, your AI model must adapt quickly to stay effective. Here's how to ensure your AI model keeps up:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Implement continuous monitoring:</span><span class> Regularly track data trends to spot any significant changes early.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Use transfer learning:</span><span class> Leverage pre-trained models to quickly adapt to new data trends without starting from scratch.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Regularly update training datasets:</span><span class> Keep your training data current to reflect the latest industry trends.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>What strategies have you found effective for keeping your AI models updated?</span> </p> </div> </div> <div class="qa-redesign-article-content__components"> <div class="md:pb-2 pb-1 md:block hidden" data-test-qa-redesign-publisher-author-card> <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 publisher-author-card mb-4"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/showcase/skills-artificial-intelligence/" data-tracking-control-name="article-ssr-frontend-x-article_publisher-author-card" data-tracking-will-navigate> <span class="sr-only"> Artificial Intelligence </span> </a> <img class="inline-block relative w-6 h-6 " 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after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/home/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">All</span> </a> <meta itemprop="position" content="1"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text-low-emphasis" href="https://www.linkedin.com/pulse/topics/engineering-s166/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-normal" itemprop="name">Engineering</span> </a> <meta itemprop="position" content="2"> </li> <li itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem" class="breadcrumb inline-block mr-0.5 font-sans text-sm babybear:text-xs text-color-text after:content-['/'] after:text-color-text-low-emphasis after:ml-0.5 after:no-underline last:mr-0 last:after:hidden"> <a aria-current="page" itemprop="item" class="breadcrumb__link inline-block link-no-visited-state !text-color-text" href="https://www.linkedin.com/pulse/topics/engineering-s166/artificial-intelligence-(ai)-s2407/" data-tracking-control-name="breadcrumb" data-tracking-will-navigate> <span class="font-semibold" itemprop="name">Artificial Intelligence (AI)</span> </a> <meta itemprop="position" content="3"> </li> </ol> </section> <h1 class="q-a-article-title text-display-md text-color-text font-bold w-11/12 text-[32px] md:text-[40px] " data-test-q-and-a-article-title> Industry data trends are shifting unexpectedly. How will your AI model keep up? </h1> </div> <div class="qa-redesign-article-content py-2 block md:hidden" id="mobile-content-urn_li_articleSegment__urn_li_linkedInArticle_7259303010416168960_7259303012144238592_"> <div class="article-main__content" data-test-id="publishing-text-block">  </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>When industry data trends shift unexpectedly, your AI model must adapt quickly to stay effective. Here's how to ensure your AI model keeps up:</span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Implement continuous monitoring:</span><span class> Regularly track data trends to spot any significant changes early.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Use transfer learning:</span><span class> Leverage pre-trained models to quickly adapt to new data trends without starting from scratch.</span></li> </ul> </span> </p> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-bold">Regularly update training datasets:</span><span class> Keep your training data current to reflect the latest industry trends.</span></li> </ul> </span> </p> </div> <div class="article-main__content" 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data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259505968630157312)" data-reactions-count="12">  <div class="like-button-default flex flex-row items-center "> <icon class="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0" data-svg-class-name="contribution-social-activity__icon w-[24px] h-[24px] mr-0.5 sm:m-0--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e2cf8dn8tvjcu9gl3qcxhw31q"> </icon> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> </a> </div> <template id="selected-reaction"> <div> <div class="selected-reaction--LIKE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Like" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/7ze70iqo2l1rn7hwfoykiwjod"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template> <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 contribution-social-activity__social-actions before:middot flex items-center justify-start gap-1 pr-1 before:mx-0.5" data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259505968630157312)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="12 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="12" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259505968630157312)" 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"> 12 </span> </div> <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>  </div>  </div>  </li> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259540832628699138)" data-contributor-urn="urn:li:member:594781716" data-contribution-tracking-id="A03i/HgDDshS5jXy/DxkPA==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://fr.linkedin.com/in/shagunarya?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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="Contributor profile photo"> </figure> <figure class="top-[4px] hidden lg:inline-flex"> <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="Contributor profile photo"> </figure> <div class="min-w-0 ml-2"> <div class="flex items-center"> <span class="mr-0.5 truncate text-sm font-bold text-color-text lg:text-md"> Shagun Arya </span>  </div> <p class="m-0 truncate text-sm text-color-text-low-emphasis md:text-md" data-test-id="contribution-lock-up-headline"> Helping your business grow with smarter marketing and 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href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fadvice%2F1%2Findustry-data-trends-shifting-unexpectedly-xzsle&trk=comment-semaphore-sign-in-redirect&guestReportContentType=AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION&_f=guest-reporting" data-tracking-control-name="comment-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="AUTO_GENERATED_SKILL_ARTICLE_CONTRIBUTION" data-semaphore-content-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259540832628699138)" data-semaphore-author-urn="urn:li:member:594781716" data-semaphore-tracking-prefix="comment-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary mx-0.25 flex items-center w-full py-1 px-2 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint 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You'll no longer see this contribution</p> </template> </li>  </ul>  </div> </div> <code id="contributionCopyLink" style="display: none"></code> <code id="contributionCopyFail" style="display: none"></code> <code id="contributionCopyUnsupported" style="display: none"></code> </div> </div> <div class="contribution__container left__border -mb-2 -mt-1 animate-show ml-0 pl-0 md:ml-[-41px] md:pl-[32px] pr-0 lg:ml-[-33px] lg:pl-[40px] lg:pr-1 pt-2 pb-4"> <div class="flex flex-col justify-between lg:flex-col"> <div class="flex items-center justify-between gap-1"> </div> </div> <div class="contribution__text-wrapper relative"> <p class="contribution__text mb-1 whitespace-pre-wrap pt-1 text-md leading-open text-color-text md:mb-0 md:pt-0 line-clamp-5 lg:text-lg" data-tracking-control-name="comment_text">We live in a time, where industry trends are shifting on daily basis, there are new developments happening every hour. With AI models becoming popular, it has become mandatory to update AI model to keep with the shifting trends of the industry. It is crucial to regularly monitor and track data trends in case, of major changes. Using pre trained models and datasets helps in adapting to changes quickly.</p> <button class="contribution__see-more-button absolute bottom-0 right-0 hidden cursor-pointer border-0 bg-color-surface p-0 text-md leading-open text-color-text-secondary hover:text-color-action hover:underline lg:text-lg" data-tracking-control-name="comment_expand" data-feed-control="comment_expand" data-feed-action-type="expandContributionText" data-feed-action-category="EXPAND" role="button" type="button">…see more</button> </div>  <div class="contribution__social-action-bar relative right-1 flex flex-row items-center justify-start gap-1"> <div class="contribution-social-activity inline-flex items-center justify-start"> <code id="i18n_reaction_selection_state" style="display: none"></code> <div class="reactions-menu flex flex-row relative items-center justify-center select-none [-webkit-user-select:none] pointer-events-auto contribution-social-activity__reactions-menu " data-accessory-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259540832628699138)" data-reactions-count="10"> <a class="reactions-menu__link text-color-text contribution-social-activity__button flex items-center btn-sm btn-tertiary justify-center sm:flex-row sm:text-sm rounded-sm px-0.5 relative h-6 cursor-pointer w-full contribution-social-activity__reactions-menu " href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fadvice%2F1%2Findustry-data-trends-shifting-unexpectedly-xzsle&trk=article-ssr-frontend-x-article_contribution-social-activity_like-cta" target="_blank" data-tracking-control-name="article-ssr-frontend-x-article_contribution-social-activity_reactions-cta" data-parent-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259540832628699138)" data-tracking-will-navigate 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sm:pl-0.5 text-md font-bold hidden md:block">Like</span> </div> <div class="selected-reaction--PRAISE flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Celebrate" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/czva5w81r4b0pjr7sh5r4nbw9"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Celebrate</span> </div> <div class="selected-reaction--APPRECIATION flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Support" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8kvqqk9m1eu5ffqkdlum1ka1m"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Support</span> </div> <div class="selected-reaction--EMPATHY flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Love" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5yukss5d7kh4xrbd5642z6tk0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Love</span> </div> <div class="selected-reaction--INTEREST flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Insightful" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/es4dlamdpym2zbuhglwx2cuz0"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Insightful</span> </div> <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center"> <img class="inline-block align-middle relative w-3 h-3 mr-1 babybear:mr-0 mb-0.5" alt="Funny" aria-hidden="true" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/e0rqrq0h755yqqu59fy047ayt"> <span class="contribution-social-activity__button-text sm:pl-0.5 text-md font-bold hidden md:block">Funny</span> </div> </div> </template> <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 contribution-social-activity__social-actions before:middot flex items-center justify-start gap-1 pr-1 before:mx-0.5" data-sap-comment-urn="urn:li:comment:(articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259540832628699138)"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="10 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="10" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259540832628699138)" 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"> 10 </span> </div> <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>  </div>  </div>  </li> <li class="contribution" data-contribution-urn="urn:li:comment:(urn:li:articleSegment:(urn:li:linkedInArticle:7259303010416168960,7259303012144238592),7259370901618491394)" data-contributor-urn="urn:li:member:972743284" data-contribution-tracking-id="a/wiwWspl1SuhEtKiAaYmA==" data-is-logged-in="false"> <div class="flex items-center justify-between"> <a href="https://ae.linkedin.com/in/dr-shahid-masood-18492a231?trk=article-ssr-frontend-x-article" target="_blank" data-tracking-control-name="comment_actor" data-tracking-will-navigate class="contribution__lockup relative flex items-center overflow-hidden pr-1 font-sans hover:no-underline focus:no-underline xs:left-[-56px]"> <figure class="top-[4px] inline-flex lg:hidden"> <img class="inline-block relative rounded-[50%] w-4 h-4 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data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_copy" class="social-share__item social-share-item" data-share-service="copy"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/aup4g97pdky3ff73gv9lyhjvx"></icon> <span class="social-share__item-text pl-1">Copy</span> </button> </li> <li> <button data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_linkedin" class="social-share__item social-share-item" data-share-service="linkedin"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/2uoxvguhsfspfnmr6tvfuyw4y" data-svg-class-name="text-color-text"></icon> <span class="social-share__item-text pl-1">LinkedIn</span> </button> </li> <li> <button data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_facebook" class="social-share__item social-share-item" data-share-service="facebook"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5xkjpykqkamtr6skk0vodqwd2"></icon> <span class="social-share__item-text pl-1">Facebook</span> </button> </li> <li> <button data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_twitter" class="social-share__item social-share-item" data-share-service="twitter"> <icon class="social-share__item-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4bmfmbwr1b97362o29qmjo1zj"></icon> <span class="social-share__item-text pl-1">Twitter</span> </button> </li>  </ul> <button aria-expanded="false" class="social-share__button social-share__button-square social-share-button social-action-bar__button social-share-button--square " aria-label data-tracking-control-name="article-ssr-frontend-x-article_x-social-details_social-share-intent_social-share_main_button"> <icon class="social-share__button-icon " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/852gyy4s01pfis5qf9k99s6d2" data-svg-class-name="social-share-button-icon social-action-bar__icon--svg "></icon> <span class="social-share__button-text-square social-action-bar__button-text "> Share </span> </button> </div> </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" data-sap-comment-urn="urn:li:ugcPost:7259303010827145216"> <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis my-1" role="button" aria-label="5 Reactions" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="5" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:ugcPost:7259303010827145216" 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"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 5 </span> </div> <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 class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="59" data-singular="%numComments% Contribution" data-plural="%numComments% Contributions" data-entity-urn="urn:li:ugcPost:7259303010827145216"> 59 Contributions </div>  </div> </div> </div>  <code id="contentUrn" style="display: none"></code> <div id="toasts" class="toasts fixed z-8 babybear:right-4 mamabear:right-4 papabear:min-h-[96px] invisible top:auto bottom-4 left-4 papabear:w-[400px] toasts--bottom" type="bottom"> <template id="toast-template"> <div class="toast container-raised flex toast--bottom transition ease-accelerate duration-xxslow " data-id="toast"> <div class="toast__message flex flex-1 babybear:items-center mamabear:items-center papabear:items-start py-2 px-1.5" data-id="toast__message" role="alert" tabindex="-1"> <div class="toast__message-content-container" data-id="toast__message-content-container"> <p class="toast__message-content font-sans text-sm opacity-90 inline babybear:self-center mamabear:self-center papabear:self-start" data-id="toast__message-content"></p> </div> </div> <button class="toast__dismiss-btn cursor-pointer babybear:self-center mamabear:self-center papabear:self-start pt-3 pb-2 papabear:py-2 pl-0.5 pr-0" data-id="toast__dismiss-btn" aria-label="Close"> <svg width="24" height="24" class="fill-color-icon"><path d="M13 4.32 9.31 8 13 11.69 11.69 13 8 9.31 4.31 13 3 11.69 6.69 8 3 4.31 4.31 3 8 6.69 11.68 3Z"></path></svg> </button> </div> </template> <template id="toast-icon-caution"> <icon class="text-color-icon-caution toast__icon w-3 h-3 shrink-0 mr-2" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/u6kgm8vi5s4rhtbgmjlphlp6"></icon> </template> <template id="toast-icon-error"> <icon class="text-color-icon-negative toast__icon w-3 h-3 shrink-0 mr-2" 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