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For more detail, watch the video below. You can also find me here: https://lnkd.in/endrvj-y","url":"https://www.linkedin.com/posts/peterkim_ive-joined-mikes-cmo-focused-research-team-activity-7503102951003955201-2W3O"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-08-18T12:18:01.014Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":17},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_my-friend-kate-niederhoffer-taught-me-the-activity-7495453952482922497-3D0N","text":"My friend Kate Niederhoffer taught me the meaning of \"just noticeable difference\" (JND): the smallest possible difference between two stimuli detectable at least half of the time.\n\nAI models are constantly evolving. Frontier models have cyberhacking autonomous agents and are solving intractable math problems. However, most of us are using AI for more mundane tasks like editing email drafts, researching holiday destinations, or researching travel options.\n\nIn March 2026, I asked Gemini, Claude, ChatGPT, and Copilot to do something I thought AI would be better at than humans: analyse a data set (TfL's Elizabeth Line timetable) and return a specific answer: \n\"provide a summary of all trains that depart from Tottenham Court Road and arrive at Heathrow Terminal 3 by 8 am on weekdays.\" \nAll four got it wrong -- the first three answers were 05:48 am - 06:30 am, 05:53 am  - 06:37 am, and 06:08 am - 06:52 am.\n\nThis failure illustrated an AI weakness in interpreting spatial layouts, applying time reasoning, and lacking additional context that most humans take for granted (e.g. each column represents an individual train).\n\nThe sentence above is past tense, because in August 2026 I used the same prompt in the same model and received the correct answer: 05:48-06:22, 05:58-06:30, 06:03-06:37.\n\nThe JND is difficult to notice unless you track changes over time. For a more extensive illustration of this, check out Ethan Mollick's Harbor Town AI.1️⃣\n\nAs we reach the end of summer holidays and start on 2027 budgets, this matters. Marketers who plan AI investments using the same approach as any other year will be living in a world of regret. Planning based on today's AI capabilities risks missing out tomorrow's emergent opportunities.\n\nSuccess requires a joined-up approach from the CMO, CIO, and CFO around business applications, technology openness, and budget flexibility. CEOs must resist reductive thinking, as difficult as it is to promise a number and build board confidence without knowing exactly how you'll deliver.\n\nNote the big headlines, but pay close attention to the small differences in your daily AI usage. It might be worth repeating yourself, just to see what's changed. The more difficult change will be in how your organisation thinks and operates.\n\n1️⃣ https://lnkd.in/eZtJ3csY","url":"https://www.linkedin.com/posts/peterkim_my-friend-kate-niederhoffer-taught-me-the-activity-7495453952482922497-3D0N"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-08-10T12:12:54.432Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":21},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_whos-afraid-of-ai-probably-more-people-activity-7492553563538300928-_FGA","text":"Who's afraid of AI?\n\nProbably more people than you think. \nMaybe even you, just a little bit?\n\nThousands of layoffs have been announced in 20261️⃣ and every month AI is mentioned as a reason. Job security? Some roles are more \"AI-resistant\" than others, but none are 100% immune.2️⃣\n\nI was speaking to a company president recently. Their highest-ranking marketer had recently separated because they were \"afraid of AI.\" This company had plenty of opportunity and needed a leader who could guide the way. They didn't need a forward-deployed engineer; they needed a business leader who understood their gap and potential for growth.\n\nBeing a leader requires more than knowing how to prompt efficiently or how to identify AI slop. You must help your people manage change -- even if their roles might have an expiration date. The good news is that you've probably seen this friction before with any tech-driven change.\n\nIt was OK to miss out on the metaverse. And I hope you didn't invest heavily into NFTs. But AI isn't going away -- and there's no reason to be afraid, as long as you keep learning (because opportunities are constantly evolving) and managing change for yourself and your team.\n\n1️⃣ https://lnkd.in/gcsqJwek\n2️⃣ https://lnkd.in/gw6fyp99","url":"https://www.linkedin.com/posts/peterkim_whos-afraid-of-ai-probably-more-people-activity-7492553563538300928-_FGA"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-07-02T13:07:01.053Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":32},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_ive-been-having-a-lot-of-conversations-about-activity-7478434054095204352-07YD","text":"I've been having a lot of conversations about implementing AI in marketing organizations and change management. \"What happens when we change people, process and technology?\"\n\nLeaders are asking this question about their teams but not often reflecting enough on themselves. AI changes how marketing work gets done; so what does it mean to be a marketer? McKinsey data shows that although 86% of marketers are excited about the possibilities AI creates, 57% feel anxious about what AI means for their roles.\n\nWharton professor Stefano Puntoni has researched this topic extensively and says: \"We often believe cognitive tasks to be quite central to the sense of self...by [technology] taking on these tasks that are quite self-defining, it raises questions about who am I if I’m no longer the person who does this?\"\n\nSitting in meetings, sending emails, or approving expense reports certainly doesn't make you a marketer. But what does? And what does that mean for you and your marketing career?\n\nTo read more from\n- Puntoni: https://lnkd.in/gY5V9gjJ\n- McKinsey: https://lnkd.in/gukfEBxe","url":"https://www.linkedin.com/posts/peterkim_ive-been-having-a-lot-of-conversations-about-activity-7478434054095204352-07YD"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-03-18T15:18:01.028Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":29},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_amp88-whartonamp-lifelonglearning-activity-7440053907432787968-0aoh","text":"Communities need to be convened; they also need to be adjourned. My 88th and final #AMP88 recap post, to honour our cohort:\n\nAdam setting the pace 🏃 ☕ \nDr. Ahmad appreciate your company\nAhmad for the [not so] slow runs\nAlan there is a sauna 🧖 \nAlfred Kili 2026?\nAmita lifelong learning\nAna thanks for the mints!\nAnton we all know it wasn’t really you\nBader 🚣🚣🚣🚣🚣🚣🚣🚣 \nBhavani contributing inside and outside of the classroom\nBrian I hope 🇰🇷 really has changed\nCarlene sharing your story of compassion and courage\nChristopher there are three parts to an 🥚  \nCris Cameo was 🥈 but you won the prize!\nDan I'm negotiating hard on my next dealer service appointment\nDaniel balancing AMP with work and life\nElie holding down the back row\nFlavio for your insights on teamwork\nGuilherme appreciate your creativity and practicality\nGuillermo showing me the most respectful way forward\nHemant thanks for the radical candor and 🌯 \nHend quiet luxury speaks volumes\nJason for organising and galvanising us\nKengo always solid with the financials and…GO!\nKensuke for sharing about Fujitsu\nKIHUN I am older and paying next time\nLinus taking us to Ithaca and 🇯🇵 \nMaria I hope we never meet in a dark alley\nMasaru born into kindness!\nMaykon for showing how to connect\nMiro you taught us how to have a difficult conversation\nMohamed always the most honest\nMohammad thank you for Fridays\nMuthu sharing ☕☕☕ and golden 🪟🪟🪟 \nNadav for the talk over cheesesteaks\nNandini the 5th floor study room!\nNasser amazing 🍣 …and GET OUT OF THE CAR\nNatalia we all need good coffee\nÓscar always helping classmates\nPayam the first cover story will actually be you \nPhilip for bringing your lived perspective\nPhumela keep shining and leading by example ☀️ \nRenato explaining why leaders climb to the top 🏔️ \nReshma Bryan & Ryan Adams have the same birthday?\nAlfred inspiring and showing up early for that treadmill\nRichard thanks for the interview tips\nSaood 🚘🚘🚘🚘🚘🚘🚘🚘 \nShaikha no 👻 all 😁 \nStephan sharing the mulligan\nTunde happy to share our learning team room!\nVeronica good luck with the ME\nVictor thanks for your quiet confidence\nVictor thanks for sharing Celeste and Silksong\n\n#WhartonAMP #lifelonglearning\n\nhttps://lnkd.in/eUhZbEKD","url":"https://www.linkedin.com/posts/peterkim_amp88-whartonamp-lifelonglearning-activity-7440053907432787968-0aoh"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-03-17T15:17:01.097Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":11},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7439691268189855745-54Q2","text":"TIME\n\n⏳ Companies are good at measuring cost but bad at measuring time\n\n⏳ Once you spend time you never get it back https://lnkd.in/eC73DDb8\n\n⏳ Learn how to manufacture time https://lnkd.in/eiJ3hTJk\n\n⏳ Sometimes you need to slow down in order to go fast\n\n⏳ Research shows that what matters most to people in life is spending time with people they love, who love them https://lnkd.in/eKdhpgSi\n\n#lateralthinking #WhartonAMP #AMP88","url":"https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7439691268189855745-54Q2"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-03-16T11:16:01.018Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":5},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7439268230352957440-RCUR","text":"GROWTH\n\n🌱 Use three horizons of growth to track your industry https://lnkd.in/eBbajaSX\n\n🌱 When growth stops, decay starts https://lnkd.in/euTK9nF2\n\n🌱 \"What got us here will prevent us from growing in the future”\n\n🌱 Strategy’s most common problem is the “growth trap” — choosing incremental steps to grow rather than defending a distinct competitive position\n\n🌱 Momentum does not equal growth\n\n🌱 When growth slows, companies tend to compromise standards, eroding product and service quality in pursuit of continued growth\n\n🌱 Growth rates impact trading multiples; small gains have significant valuation impact\n\n🌱 It’s easier to cut costs than grow revenue — CFOs tend to win these arguments, but it won’t help you grow\n\n🌱 Growth is the exception, not the rule https://lnkd.in/eMNg-CCk\n\n🌱 Think like a growth leader https://lnkd.in/eVCUaYwa\n\n#lateralthinking #WhartonAMP #AMP88","url":"https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7439268230352957440-RCUR"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-03-13T13:13:01.020Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":8},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7438210510824558592-r3T9","text":"OBJECTIVITY\n\n💡 Get to the balcony! https://lnkd.in/ecDKN6C2\n\n💡 Use a “red team” to offer alternative perspective https://lnkd.in/eFebHj5a\n\n💡 Appoint a “team of rivals” to bring diverse thinking https://lnkd.in/eK2U8jQx\n\n💡 Convene a personal board of advisors: three or four people with diverse backgrounds at a similar career level as you — meet quarterly to get new perspectives and to challenge each others’ views. https://lnkd.in/eDRztEV4\n\n💡 Think like an activist shareholder - from the outside in, with a dispassionate view for creating value. https://lnkd.in/emR_vEbw\n\n#lateralthinking #WhartonAMP #AMP88","url":"https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7438210510824558592-r3T9"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Peter Kim","url":"https://www.linkedin.com/in/peterkim"},"datePublished":"2026-03-12T14:13:01.016Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":4},"mainEntityOfPage":"https://www.linkedin.com/posts/peterkim_leadership-activity-7437863222411456512-n0hf","text":"The Parable of the Sadhu\n\nA classic tale of individual vs. organisational ethics. The full case study is linked below.\n\nThe key question is: what would you have done?\n\nThink twice about your answer, as you sit in the comfort of your home, office, or school -- versus freezing in thin air on a mountaintop.\n\n#leadership\n\nThe parable: https://lnkd.in/e2tc7kgC ","url":"https://www.linkedin.com/posts/peterkim_leadership-activity-7437863222411456512-n0hf"},{"@type":"WebPage","reviewedBy":{"@type":"Person","name":"Peter Kim"},"url":"https://www.linkedin.com/in/peterkim"},{"@context":"http://schema.org","@type":"Person","address":{"@type":"PostalAddress","addressCountry":"US","addressLocality":"Boston, Massachusetts, United States"},"alumniOf":[],"awards":[],"disambiguatingDescription":"","image":{"@type":"ImageObject","contentUrl":"https://media.licdn.com/dms/image/v2/D4E03AQGovgb3Ow85dA/profile-displayphoto-scale_200_200/B4EaCNBA6WIwAg-/0/1789072249980?e=2147483647&v=beta&t=N4ikHYq0KZ-7zxz2BQo5Dy0VYucbGzsCfvcIG62kwfE"},"jobTitle":["","","","","","",""],"knowsLanguage":[],"memberOf":[],"name":"Peter Kim","sameAs":"https://www.linkedin.com/in/peterkim","url":"https://www.linkedin.com/in/peterkim","worksFor":[{"@type":"Organization","name":"Forrester","url":"https://www.linkedin.com/company/forrester-research","location":"Cambridge, Massachusetts, United States","member":{"@type":"OrganizationRole"}},{"@type":"Organization","location":"Greater London, England, United Kingdom","member":{"@type":"OrganizationRole"}},{"@type":"Organization","location":"Greater London, England, United Kingdom","member":{"@type":"OrganizationRole"}},{"@type":"Organization","location":"Greater London, England, United Kingdom","member":{"@type":"OrganizationRole"}},{"@type":"Organization","location":"Seoul, South Korea","member":{"@type":"OrganizationRole"}},{"@type":"Organization","location":"Austin, Texas, United States","member":{"@type":"OrganizationRole"}},{"@type":"Organization","location":"Cambridge, Massachusetts, United States","member":{"@type":"OrganizationRole"}}],"interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Follows","userInteractionCount":2721},"description":"I'm currently an analyst at Forrester Research, helping brands build AI-enabled marketing…"}]}
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    <nav class="nav pt-1.5 pb-2 flex items-center justify-between relative flex-nowrap babymamabear:py-1.5
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         nav__menu babybear:order-last order-3 ml-auto">
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        min-w-8
        flex-col mx-1 babybear:mx-0
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        min-w-8
        flex-col mx-1 babybear:mx-0
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        min-w-8
        flex-col mx-1 babybear:mx-0
        text-color-text-secondary visited:text-color-text-secondary">
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      <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center
          font-regular whitespace-nowrap">
        Learning
      </span>
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        </li>
        <li class>
          
    <a href="https://www.linkedin.com/jobs?trk=public_profile_guest_nav_menu_jobs" data-tracking-control-name="public_profile_guest_nav_menu_jobs" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline
        min-w-8
        flex-col mx-1 babybear:mx-0
        text-color-text-secondary visited:text-color-text-secondary">
      <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/92eb1xekc34eklevj0io6x4ki">
      </icon>
      <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center
          font-regular whitespace-nowrap">
        Jobs
      </span>
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        </li>
        <li class>
          
    <a href="https://www.linkedin.com/games?trk=public_profile_guest_nav_menu_games" data-tracking-control-name="public_profile_guest_nav_menu_games" data-tracking-will-navigate class="top-nav-link flex justify-center items-center min-h-[52px] hover:text-color-text visited:hover:text-color-text hover:no-underline
        min-w-8
        flex-col mx-1 babybear:mx-0
        text-color-text-secondary visited:text-color-text-secondary">
      <icon class="top-nav-link__icon flex h-3 w-3 flex-shrink-0 justify-center " data-delayed-url="https://static.licdn.com/aero-v1/sc/h/29h8hsjuomfp50lam5ipnc3uh">
      </icon>
      <span class="top-nav-link__label-text font-sans text-xs leading-regular text-center
          font-regular whitespace-nowrap">
        Games
      </span>
    </a>
  
        </li>
    </ul>
  

      <div class="nav__cta-container order-3 flex gap-x-1 justify-end min-w-[100px] flex-nowrap flex-shrink-0 babybear:flex-wrap flex-2
           babymamabear:min-w-[50px] ">
          
  
  

      
      <a class="nav__button-secondary btn-secondary-emphasis ml-3 btn-md" href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fin%2Fpeterkim&amp;fromSignIn=true&amp;trk=public_profile_nav-header-signin" data-tracking-control-name="public_profile_nav-header-signin" data-tracking-will-navigate data-tracking-client-ingraph>
          Sign in
      </a>


          
    
    <a class="nav__button-tertiary btn-primary btn-md" href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=peterkim&amp;session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fpeterkim&amp;trk=public_profile_nav-header-join" data-tracking-control-name="public_profile_nav-header-join" data-test-live-nav-primary-cta data-tracking-will-navigate data-tracking-client-ingraph>
      Join now
<!---->    </a>


<!---->
<!---->
          <a aria-label="Sign in" class="nav__link-person papabear:hidden mamabear:hidden" data-tracking-control-name="public_profile_nav-header-signin" data-tracking-will-navigate href="https://www.linkedin.com/login?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fin%2Fpeterkim&amp;fromSignIn=true&amp;trk=public_profile_nav-header-signin">
            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          rounded-[50%]
          w-4 h-4
          bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></div>
  
          </a>
      </div>

<!---->
<!---->    </nav>
  
      
    </header>

    
<!---->      

<!---->
    <main class="main papabear:flex papabear:mx-auto papabear:pt-desktop-content-top-margin mamabear:pt-desktop-content-top-margin
        " id="main-content" role="main">
      <section class="core-rail mx-auto papabear:w-core-rail-width mamabear:max-w-[790px] babybear:max-w-[790px]">
        
        
      

        <div class="details mx-details-container-padding">
          
        
            
    
    
    
    
    <section class="profile">
      
    
    
    
    
    
    
    
    
    
    
    
    
    
    

    
    <section class="top-card-layout container-lined overflow-hidden babybear:rounded-[0px]">
        
    <figure class="cover-img min-h-[87px] papbear:min-h-[100px] rounded-t-[2px] babybear:rounded-[0px] -z-1">
<!---->      <div class="cover-img__image-frame relative w-full overflow-hidden pb-[calc((134/782)*100%)]">
        <div class="cover-img__image-position absolute top-0 right-0 bottom-0 left-0
            ">
            <img class="cover-img__image relative w-full h-full object-cover" src="https://media.licdn.com/dms/image/v2/D4E16AQG9U8ErwuTawA/profile-displaybackgroundimage-shrink_200_800/B4EZ2UPFbiJwAU-/0/1776308481557?e=2147483647&amp;v=beta&amp;t=H6zX980NJbPn2v3LrL-OgAoCVxshOLpd03veEypS_54" fetchpriority="auto" data-embed-id="cover-image" alt>
        </div>
      </div>
<!---->    </figure>
  

      <div class="top-card-layout__card relative p-2 papabear:p-details-container-padding">
            
        <div class="top-card__profile-image-container top-card__profile-image-container--cvw-fix flex
            top-card-layout__entity-image-container flex" data-section="picture">
            
      <img class="inline-block relative hue-web-entity__image
          rounded-[50%]
          w-16 h-16
           top-card-layout__entity-image top-card__profile-image top-card__profile-image--real-image onload
                top-card-layout__entity-image shadow-color-shadow shadow-[0_4px_12px] border-2 border-solid border-color-surface mt-[-70px] mb-[14px] papabear:border-4 papabear:mt-[-100px] papabear:mb-[18px]" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGovgb3Ow85dA/profile-displayphoto-scale_200_200/B4EaCNBA6WIwAg-/0/1789072249980?e=2147483647&amp;v=beta&amp;t=N4ikHYq0KZ-7zxz2BQo5Dy0VYucbGzsCfvcIG62kwfE" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Peter Kim">
      

        </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">
                      Peter Kim
                      
<!----><!---->      
                    </h1>
<!---->
                <h3 class="top-card-layout__first-subline font-sans text-md leading-open text-color-text-low-emphasis">
                  
          
    
    
    
    
    

    <div class="profile-info-subheader">
          <span>Boston, Massachusetts, United States</span>
<!----><!---->
<!---->
      <div class="not-first-middot">
          <span>
            3K followers
          </span>
          <span>
              500+ connections
          </span>
      </div>
    </div>
  
              
                </h3>

                <h4 class="top-card-layout__second-subline font-sans text-sm leading-open text-color-text-low-emphasis mt-0.5">
                  
<!---->          
    
    
    

    <div class="mutual-connections mt-1">
      
      
    

    
      <div class="face-pile flex !no-underline">
        
      <div class="face-pile__images-container self-start flex-shrink-0 mr-1 leading-[1]">
          
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          rounded-[50%]
          w-4 h-4
           face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/d8v9zft2fwbitet7g0b7zm5jn" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></div>
  
          
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          rounded-[50%]
          w-4 h-4
           face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/57vqgfov997uimtaajik76xfr" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></div>
  
          
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          rounded-[50%]
          w-4 h-4
           face-pile__image border-1 border-solid border-color-transparent -ml-2 first:ml-0" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/1r5y4gyavxb048v7fvnl06mjs" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></div>
  
      </div>
        
          
          <button aria-label="See your mutual connections with Peter" class="font-semibold text-color-link cursor-pointer" data-tracking-client-ingraph data-tracking-control-name="public_profile_mutual-connections_modal-trigger" data-modal="public_profile_mutual-connections_contextual-sign-in-modal" data-no-cool-off="true">See your mutual connections</button>
        
        
    
      </div>
  
  
  

        
    
    
    
    
    

    <div class="contextual-sign-in-modal mutual-connections-modal" data-impression-id="public_profile_mutual-connections_contextual-sign-in-modal">
<!---->
        

    
    <div class>
<!---->
      <div id="public_profile_mutual-connections_contextual-sign-in-modal" class="modal modal--contextual-sign-in modal--contextual-sign-in-v2 modal--contextual-sign-in-v2--stacked" data-outlet="public_profile_mutual-connections_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="public_profile_mutual-connections_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="public_profile_mutual-connections_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="flex overflow-hidden contextual-sign-in-modal__layout--stacked">
                <div class="contextual-sign-in-modal__left-content">
                    
                    
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          rounded-[50%]
          w-8 h-8
           contextual-sign-in-modal__img mx-auto" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGovgb3Ow85dA/profile-displayphoto-scale_200_200/B4EaCNBA6WIwAg-/0/1789072249980?e=2147483647&amp;v=beta&amp;t=N4ikHYq0KZ-7zxz2BQo5Dy0VYucbGzsCfvcIG62kwfE" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></div>
  
                  <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-lg text-color-text mt-2 mb-1 text-center" id="public_profile_mutual-connections_contextual-sign-in-modal-modal-header">
                    View mutual connections with Peter
                  </h2>
                    <div class="contextual-sign-in-modal__divider left-right-divider"></div>
                    <p class="contextual-sign-in-modal__subtitle mt-1 mb-2 babybear:mx-0 text-center font-sans text-xs text-color-text-low-emphasis">
                        <icon class="contextual-sign-in-modal__modal-subtitle-icon w-2 h-2 inline-block align-text-top" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/do16f8mbw821k6bba5nx82rlt"></icon>
                      <span>Peter can introduce you to 10+ people at Forrester</span>
                    </p>
                </div>
                <div class="contextual-sign-in-modal__right-content">
                    <div class="contextual-sign-in-modal__google-sign-in-primary w-full">
                      
    

    <div class="google-auth-button">
<!---->      <div class="google-auth-button__placeholder mx-auto
          " data-theme="filled_blue" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>
<!---->    </div>
  
                    </div>

                  
    
    
    
    
    
    
    
    
    
    

    <code id="i18n_sign_in_form_show_text" style="display: none"><!--"Show"--></code>
    <code id="i18n_sign_in_form_show_label" style="display: none"><!--"Show your LinkedIn password"--></code>
    <code id="i18n_sign_in_form_hide_text" style="display: none"><!--"Hide"--></code>
    <code id="i18n_sign_in_form_hide_label" style="display: none"><!--"Hide your LinkedIn password"--></code>

    
    <code id="i18n_username_error_empty" style="display: none"><!--"Please enter an email address or phone number"--></code>
    
    <code id="i18n_username_error_too_long" style="display: none"><!--"Email or phone number must be between 3 to 128 characters"--></code>
    <code id="i18n_username_error_too_short" style="display: none"><!--"Email or phone number must be between 3 to 128 characters"--></code>

    
    <code id="i18n_password_error_empty" style="display: none"><!--"Please enter a password"--></code>
    
    <code id="i18n_password_error_too_short" style="display: none"><!--"The password you provided must have at least 6 characters"--></code>
    
    <code id="i18n_password_error_too_long" style="display: none"><!--"The password you provided must have at most 400 characters"--></code>

<!---->    <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="contextual-sign-in-modal__sign-in-form mb-1 hidden">
      <input name="loginCsrfParam" value="466d1fc3-626c-4547-85c8-e767caf11fde" 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="csm-v2_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 w-full" autocomplete="username" id="csm-v2_session_key" name="session_key" required data-tracking-control-name="csm-v2_sign-in-session-key" data-tracking-client-ingraph type="text">
          
        </div>
      </div>

      <p class="input-helper mt-1.5" for="csm-v2_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="csm-v2_session_password">
          Password
        </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="csm-v2_session_password" name="session_password" required data-tracking-control-name="csm-v2_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="csm-v2_sign-in-password-visibility-toggle-btn" type="button">Show</button>
          
        </div>
      </div>

      <p class="input-helper mt-1.5" for="csm-v2_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
  

        <input name="session_redirect" value="https://www.linkedin.com/in/peterkim" 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=csm-v2_forgot_password" data-tracking-control-name="csm-v2_forgot_password" data-tracking-will-navigate>Forgot password?</a>

<!---->
        <input name="trk" value="csm-v2_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="csm-v2_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit">
          Sign in
        </button>
      </div>
<!---->    </form>
<!----><!---->  

                  <button class="contextual-sign-in-modal__sign-in-with-email-cta my-2 btn-sm btn-secondary min-h-[40px] w-full flex align-center justify-center" data-tracking-control-name="sign-in-with-email-cta">
                    <icon class="inline-block align-middle h-[24px] w-[24px] mr-0.5" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9w7euj0n5gnk6np2akf853sm3"></icon>
                    <span class="self-center">Sign in with Email</span>
                  </button>

                  <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">
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          When’s the last time you paused to think through your career: where you’ve been, where you are, and where you’re going?…
      
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      <div class="flex items-center font-normal text-color-text-low-emphasis !no-underline visited:text-color-text-low-emphasis  my-1" aria-label="50 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="50" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:linkedInArticle:7375559718758404096" tabindex="0">
        
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                  <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/22ifp2etz8kb9tgjqn65s9ics"--></code>
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                  <code id="social-actions__reaction-image-LIKE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671"--></code>
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        <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2] outline-offset-[4px]" href="https://www.linkedin.com/pulse/shopping-fundamentally-social-peter-kim" data-tracking-control-name="public_profile_article_view" data-tracking-will-navigate>
          
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          <span class="body-text text-color-text-low-emphasis base-main-card__metadata-item babybear:text-xs">Feb 7, 2021</span>
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        Shopping is fundamentally social
      
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          If there’s one lesson the world can agree on from the coronavirus pandemic, it’s that humans need face-to-face contact.…
      
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      <div class="flex items-center font-normal text-color-text-low-emphasis !no-underline visited:text-color-text-low-emphasis  my-1" aria-label="38 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="38" data-singular="%numReactions%" data-plural="%numReactions%" data-entity-urn="urn:li:linkedInArticle:6764193554320375808" tabindex="0">
        
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                  <code id="social-actions__reaction-image-APPRECIATION" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cyfai5zw4nrqhyyhl0p7so58v"--></code>
<!----><!---->                  <code id="social-actions__reaction-image-EMPATHY" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2"--></code>
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                  <code id="social-actions__reaction-image-MAYBE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cryzkreqrh52ja5bc6njlrupa"--></code>
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      <div class="flex items-center font-normal text-color-text-low-emphasis !no-underline visited:text-color-text-low-emphasis
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                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" data-entity-urn="urn:li:linkedInArticle:6764193554320375808">
        
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        Digital Transformation: easy to say, hard to do
      
      
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          <span class="body-text text-color-text-low-emphasis base-main-card__metadata-item babybear:text-xs">Jan 17, 2019</span>
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        Digital Transformation: easy to say, hard to do
      
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          DIGITAL: WHERE WE’VE BEEN Ten years ago, I wrote the post coining the term “social business” to describe a growth…
      
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I've joined Mike's CMO-focused research team at <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/company/forrester-research?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Forrester</a>, covering the evolution of AI in marketing organisations. For more detail, watch the video below. You can also find me here: <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/endrvj-y?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/endrvj-y</a>      
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"How should I restructure my marketing team?" TBH, I've never loved that question because most of the time, the org chart wasn't the root problem.
AI changes that. In Forrester's Q3 CMO Pulse Survey, 38% of B2C marketing executives said process redesign and workflows are among their most significant AI investment areas. And perfect timing: After 18 years away, we welcome <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/peterkim?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Peter Kim</a> back to Forrester. Honestly, there isn't a better guide to help CMOs design their AI-enabled marketing org. Let's go!

cc: <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/dreamingtree?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Keith Johnston</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/emily-m-collins?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Emily Collins</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/branddipanjan?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Dipanjan Chatterjee</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jessicalloyd?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Jess Lloyd</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jaypattisall?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Jay Pattisall</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/katewinick?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Kate Winick</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/eric-j-epstein?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Eric Epstein</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jensanning?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Jen Sanning</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/tylercastro2020?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Tyler Castro</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jordanbrodeur?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Jordan Brodeur</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fcmo&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#CMO</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fmarketingorg&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#MarketingOrg</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fb2cmarketing&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#B2CMarketing</a>    
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My friend <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/kateniederhoffer?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Kate Niederhoffer</a> taught me the meaning of "just noticeable difference" (JND): the smallest possible difference between two stimuli detectable at least half of the time.

AI models are constantly evolving. Frontier models have cyberhacking autonomous agents and are solving intractable math problems. However, most of us are using AI for more mundane tasks like editing email drafts, researching holiday destinations, or researching travel options.

In March 2026, I asked Gemini, Claude, ChatGPT, and Copilot to do something I thought AI would be better at than humans: analyse a data set (TfL's Elizabeth Line timetable) and return a specific answer: 
"provide a summary of all trains that depart from Tottenham Court Road and arrive at Heathrow Terminal 3 by 8 am on weekdays." 
All four got it wrong -- the first three answers were 05:48 am - 06:30 am, 05:53 am  - 06:37 am, and 06:08 am - 06:52 am.

This failure illustrated an AI weakness in interpreting spatial layouts, applying time reasoning, and lacking additional context that most humans take for granted (e.g. each column represents an individual train).

The sentence above is past tense, because in August 2026 I used the same prompt in the same model and received the correct answer: 05:48-06:22, 05:58-06:30, 06:03-06:37.

The JND is difficult to notice unless you track changes over time. For a more extensive illustration of this, check out <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/emollick?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Ethan Mollick</a>'s Harbor Town AI.1️⃣

As we reach the end of summer holidays and start on 2027 budgets, this matters. Marketers who plan AI investments using the same approach as any other year will be living in a world of regret. Planning based on today's AI capabilities risks missing out tomorrow's emergent opportunities.

Success requires a joined-up approach from the CMO, CIO, and CFO around business applications, technology openness, and budget flexibility. CEOs must resist reductive thinking, as difficult as it is to promise a number and build board confidence without knowing exactly how you'll deliver.

Note the big headlines, but pay close attention to the small differences in your daily AI usage. It might be worth repeating yourself, just to see what's changed. The more difficult change will be in how your organisation thinks and operates.

1️⃣ <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eZtJ3csY?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eZtJ3csY</a>      
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        Peter Kim
      
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Who's afraid of AI?

Probably more people than you think. 
Maybe even you, just a little bit?

Thousands of layoffs have been announced in 20261️⃣ and every month AI is mentioned as a reason. Job security? Some roles are more "AI-resistant" than others, but none are 100% immune.2️⃣

I was speaking to a company president recently. Their highest-ranking marketer had recently separated because they were "afraid of AI." This company had plenty of opportunity and needed a leader who could guide the way. They didn't need a forward-deployed engineer; they needed a business leader who understood their gap and potential for growth.

Being a leader requires more than knowing how to prompt efficiently or how to identify AI slop. You must help your people manage change -- even if their roles might have an expiration date. The good news is that you've probably seen this friction before with any tech-driven change.

It was OK to miss out on the metaverse. And I hope you didn't invest heavily into NFTs. But AI isn't going away -- and there's no reason to be afraid, as long as you keep learning (because opportunities are constantly evolving) and managing change for yourself and your team.

1️⃣ <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/gcsqJwek?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/gcsqJwek</a>
2️⃣ <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/gw6fyp99?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/gw6fyp99</a>      
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        Peter Kim
      
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I've been having a lot of conversations about implementing AI in marketing organizations and change management. "What happens when we change people, process and technology?"

Leaders are asking this question about their teams but not often reflecting enough on themselves. AI changes how marketing work gets done; so what does it mean to be a marketer? McKinsey data shows that although 86% of marketers are excited about the possibilities AI creates, 57% feel anxious about what AI means for their roles.

Wharton professor <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/stefanopuntoni?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Stefano Puntoni</a> has researched this topic extensively and says: "We often believe cognitive tasks to be quite central to the sense of self...by [technology] taking on these tasks that are quite self-defining, it raises questions about who am I if I’m no longer the person who does this?"

Sitting in meetings, sending emails, or approving expense reports certainly doesn't make you a marketer. But what does? And what does that mean for you and your marketing career?

To read more from
- Puntoni: <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/gY5V9gjJ?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/gY5V9gjJ</a>
- McKinsey: <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/gukfEBxe?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/gukfEBxe</a>      
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Communities need to be convened; they also need to be adjourned. My 88th and final <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Famp88&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#AMP88</a> recap post, to honour our cohort:

<a class="link activity-attributed-text z-[9999] relative" href="https://au.linkedin.com/in/adamjulian?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Adam</a> setting the pace 🏃 ☕ 
<a class="link activity-attributed-text z-[9999] relative" href="https://sa.linkedin.com/in/dr-ahmad-al-ghamdi-wharton-chief-strategy-officer-amp-mbsc-emba-6b18337?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Dr. Ahmad</a> appreciate your company
Ahmad for the [not so] slow runs
Alan there is a sauna 🧖 
<a class="link activity-attributed-text z-[9999] relative" href="https://za.linkedin.com/in/alfredvisagie?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Alfred</a> Kili 2026?
<a class="link activity-attributed-text z-[9999] relative" href="https://sg.linkedin.com/in/amita-chaudhury-sdg?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Amita</a> lifelong learning
<a class="link activity-attributed-text z-[9999] relative" href="https://br.linkedin.com/in/anapaulavescovi/en?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Ana</a> thanks for the mints!
<a class="link activity-attributed-text z-[9999] relative" href="https://za.linkedin.com/in/anton-thomas-za?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Anton</a> we all know it wasn’t really you
<a class="link activity-attributed-text z-[9999] relative" href="https://ae.linkedin.com/in/baderanwahi?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Bader</a> 🚣🚣🚣🚣🚣🚣🚣🚣 
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/bhavani-raman-4213467?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Bhavani</a> contributing inside and outside of the classroom
Brian I hope 🇰🇷 really has changed
<a class="link activity-attributed-text z-[9999] relative" href="https://bb.linkedin.com/in/carlene-seudat-7ba5541a4?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Carlene</a> sharing your story of compassion and courage
<a class="link activity-attributed-text z-[9999] relative" href="https://de.linkedin.com/in/christopher-heine-9840498b?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Christopher</a> there are three parts to an 🥚  
<a class="link activity-attributed-text z-[9999] relative" href="https://kr.linkedin.com/in/seungin-cris-baek-b6189a124?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Cris</a> Cameo was 🥈 but you won the prize!
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/dan-clara-03197925?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Dan</a> I'm negotiating hard on my next dealer service appointment
Daniel balancing AMP with work and life
Elie holding down the back row
<a class="link activity-attributed-text z-[9999] relative" href="https://br.linkedin.com/in/flavio-serebrinic/en?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Flavio</a> for your insights on teamwork
<a class="link activity-attributed-text z-[9999] relative" href="https://pt.linkedin.com/in/guilherme-sousa-22521325?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Guilherme</a> appreciate your creativity and practicality
<a class="link activity-attributed-text z-[9999] relative" href="https://ar.linkedin.com/in/guillermo-sanz-44463514?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Guillermo</a> showing me the most respectful way forward
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/hemantvirkar?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Hemant</a> thanks for the radical candor and 🌯 
<a class="link activity-attributed-text z-[9999] relative" href="https://ae.linkedin.com/in/hend-al-marri-394b7918?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Hend</a> quiet luxury speaks volumes
<a class="link activity-attributed-text z-[9999] relative" href="https://mx.linkedin.com/in/elkinjason?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Jason</a> for organising and galvanising us
<a class="link activity-attributed-text z-[9999] relative" href="https://jp.linkedin.com/in/kengo-toyoda-4baa28b5?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Kengo</a> always solid with the financials and…GO!
<a class="link activity-attributed-text z-[9999] relative" href="https://jp.linkedin.com/in/kensuke-chigira-8354781?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Kensuke</a> for sharing about Fujitsu
<a class="link activity-attributed-text z-[9999] relative" href="https://kr.linkedin.com/in/kihun-kwak-349393363?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>KIHUN</a> I am older and paying next time
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/linusdyg?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Linus</a> taking us to Ithaca and 🇯🇵 
Maria I hope we never meet in a dark alley
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/masaru-tatei-b113b9332?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Masaru</a> born into kindness!
<a class="link activity-attributed-text z-[9999] relative" href="https://br.linkedin.com/in/maykonfernandes?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Maykon</a> for showing how to connect
Miro you taught us how to have a difficult conversation
<a class="link activity-attributed-text z-[9999] relative" href="https://ae.linkedin.com/in/mohamed-alshared?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Mohamed</a> always the most honest
Mohammad thank you for Fridays
Muthu sharing ☕☕☕ and golden 🪟🪟🪟 
<a class="link activity-attributed-text z-[9999] relative" href="https://il.linkedin.com/in/nadav-lvntr?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Nadav</a> for the talk over cheesesteaks
<a class="link activity-attributed-text z-[9999] relative" href="https://in.linkedin.com/in/nandini-dias-b0b3312?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Nandini</a> the 5th floor study room!
Nasser amazing 🍣 …and GET OUT OF THE CAR
<a class="link activity-attributed-text z-[9999] relative" href="https://co.linkedin.com/in/natalia-serna-grajales-98662b142?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Natalia</a> we all need good coffee
<a class="link activity-attributed-text z-[9999] relative" href="https://pt.linkedin.com/in/%C3%B3scar-costa-372a1767?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Óscar</a> always helping classmates
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/payammohadjeri?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Payam</a> the first cover story will actually be you 
<a class="link activity-attributed-text z-[9999] relative" href="https://nz.linkedin.com/in/philip-doak-01140231?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Philip</a> for bringing your lived perspective
<a class="link activity-attributed-text z-[9999] relative" href="https://za.linkedin.com/in/phumela-xanywa?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Phumela</a> keep shining and leading by example ☀️ 
<a class="link activity-attributed-text z-[9999] relative" href="https://br.linkedin.com/in/renato-stefanoni?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Renato</a> explaining why leaders climb to the top 🏔️ 
<a class="link activity-attributed-text z-[9999] relative" href="https://za.linkedin.com/in/reshma-rughoonandan-4ab9b222b?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Reshma</a> Bryan &amp; Ryan Adams have the same birthday?
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/alfred-meeden-134280124?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Alfred</a> inspiring and showing up early for that treadmill
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/richard-st-amour-464490216?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Richard</a> thanks for the interview tips
Saood 🚘🚘🚘🚘🚘🚘🚘🚘 
Shaikha no 👻 all 😁 
<a class="link activity-attributed-text z-[9999] relative" href="https://za.linkedin.com/in/stephan-potgieter-ceo-betterhome-group-mortgage-origination?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Stephan</a> sharing the mulligan
<a class="link activity-attributed-text z-[9999] relative" href="https://ng.linkedin.com/in/tunde-adeola-7a5169b8?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Tunde</a> happy to share our learning team room!
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/veronica-olubunmi-folorunso-9081ba27?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Veronica</a> good luck with the ME
<a class="link activity-attributed-text z-[9999] relative" href="https://br.linkedin.com/in/victor-bussad-cfa?trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>Victor</a> thanks for your quiet confidence
Victor thanks for sharing Celeste and Silksong

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That’s a wrap on AMP 88!

From late-night runs and countless Rocky statue photos

Sporting events and world-shaping ideas

Red carpets and bright lights

Fine dining that led to even better friendships

Visits from loved ones - and peers who became family

The coursework and long hours are a given - but it’s the relationships, growth, and lasting leadership lessons that truly define the AMP experience.

AMP 88, we are honored to have been a small part of your journey - and we can’t wait to see where you go next!

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        <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2] outline-offset-[4px]" href="https://www.linkedin.com/in/peterkim" data-tracking-control-name="publisher-author-card" data-tracking-will-navigate>
          
          <span class="sr-only">
              
          
        Peter Kim
      
      
          </span>
        </a>

      
          
      <div role="img" aria-label="Peter Kim" class="inline-block relative hue-web-entity__image bg-cover bg-center
          rounded-[50%]
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          " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGovgb3Ow85dA/profile-displayphoto-scale_200_200/B4EaCNBA6WIwAg-/0/1789072249980?e=2147483647&amp;v=beta&amp;t=N4ikHYq0KZ-7zxz2BQo5Dy0VYucbGzsCfvcIG62kwfE" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></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
            ">
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        Peter Kim
      
          </h3>
          

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      5mo
  
              
      
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    <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fpeterkim_lateralthinking-whartonamp-amp88-activity-7439691268189855745-54Q2&amp;trk=public_profile__posts_ellipsis-menu-semaphore-sign-in-redirect&amp;guestReportContentType=POST&amp;_f=guest-reporting" data-tracking-control-name="public_profile__posts_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:7439691268189855745" data-semaphore-tracking-prefix="public_profile__posts_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]" role="menuitem">
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        <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2] outline-offset-[4px]" href="https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7439691268189855745-54Q2" data-tracking-control-name="public_profile__posts" data-tracking-will-navigate>
          
          <span class="sr-only">
              Peter Kim shared this
          </span>
        </a>

      
        <div data-see-more-text="more" data-see-more-link="https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7439691268189855745-54Q2" class="see-more-text overflow-hidden whitespace-break-spaces
            max-h-[84px]
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            my-1">
          
TIME

⏳ Companies are good at measuring cost but bad at measuring time

⏳ Once you spend time you never get it back <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eC73DDb8?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eC73DDb8</a>

⏳ Learn how to manufacture time <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eiJ3hTJk?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eiJ3hTJk</a>

⏳ Sometimes you need to slow down in order to go fast

⏳ Research shows that what matters most to people in life is spending time with people they love, who love them <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eKdhpgSi?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eKdhpgSi</a>

<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Flateralthinking&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#lateralthinking</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fwhartonamp&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#WhartonAMP</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Famp88&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#AMP88</a>      
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      <div class="flex items-center font-sans text-sm babybear:text-xs !no-underline">
            
      <a href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww%2Elinkedin%2Ecom%2Fin%2Fpeterkim%2Frecent-activity%2F&amp;trk=public_profile__posts_social-actions-reactions" target="_self" data-tracking-control-name="public_profile__posts_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="11 Reactions" data-separate-ctas="false" data-test-id="social-actions__reactions" data-id="social-actions__reactions" data-num-reactions="11" 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/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px">

              <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count">
                    11
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                  <code id="social-actions__reaction-image-APPRECIATION" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/cyfai5zw4nrqhyyhl0p7so58v"--></code>
<!----><!---->                  <code id="social-actions__reaction-image-EMPATHY" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2"--></code>
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<!---->                  <code id="social-actions__reaction-image-INTEREST" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/a0e8rff6djeoq8iympcysuqfu"--></code>
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                  <code id="social-actions__reaction-image-PRAISE" style="display: none"><!--"https://static.licdn.com/aero-v1/sc/h/2tzoeodxy0zug4455msr0oq0v"--></code>
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  <div class="selected-reaction--APPRECIATION flex flex-row items-center">
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  <div class="selected-reaction--ENTERTAINMENT flex flex-row items-center">
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  <a class="social-action-bar__button !rounded-none basis-full max-w-[110px]
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  <div class="profile-activity-card flex flex-col
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        <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2] outline-offset-[4px]" href="https://www.linkedin.com/in/peterkim" data-tracking-control-name="publisher-author-card" data-tracking-will-navigate>
          
          <span class="sr-only">
              
          
        Peter Kim
      
      
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          " data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGovgb3Ow85dA/profile-displayphoto-scale_200_200/B4EaCNBA6WIwAg-/0/1789072249980?e=2147483647&amp;v=beta&amp;t=N4ikHYq0KZ-7zxz2BQo5Dy0VYucbGzsCfvcIG62kwfE" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></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
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<!---->          <h3 class="base-main-card__title line-clamp-1 font-sans text-md font-bold text-color-text overflow-hidden
              
              
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        Peter Kim
      
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      6mo
  
              
      
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          <span class="sr-only">
              Peter Kim shared this
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        <div data-see-more-text="more" data-see-more-link="https://www.linkedin.com/posts/peterkim_lateralthinking-whartonamp-amp88-activity-7439268230352957440-RCUR" class="see-more-text overflow-hidden whitespace-break-spaces
            max-h-[84px]
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            my-1">
          
GROWTH

🌱 Use three horizons of growth to track your industry <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eBbajaSX?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eBbajaSX</a>

🌱 When growth stops, decay starts <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/euTK9nF2?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/euTK9nF2</a>

🌱 "What got us here will prevent us from growing in the future”

🌱 Strategy’s most common problem is the “growth trap” — choosing incremental steps to grow rather than defending a distinct competitive position

🌱 Momentum does not equal growth

🌱 When growth slows, companies tend to compromise standards, eroding product and service quality in pursuit of continued growth

🌱 Growth rates impact trading multiples; small gains have significant valuation impact

🌱 It’s easier to cut costs than grow revenue — CFOs tend to win these arguments, but it won’t help you grow

🌱 Growth is the exception, not the rule <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eMNg-CCk?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eMNg-CCk</a>

🌱 Think like a growth leader <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eVCUaYwa?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eVCUaYwa</a>

<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Flateralthinking&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#lateralthinking</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fwhartonamp&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#WhartonAMP</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Famp88&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#AMP88</a>      
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                    <img alt data-reaction-type="LIKE" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/bn39hirwzjqj18ej1fkz55671" height="16px" width="16px">

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        Peter Kim
      
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OBJECTIVITY

💡 Get to the balcony! <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/ecDKN6C2?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/ecDKN6C2</a>

💡 Use a “red team” to offer alternative perspective <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eFebHj5a?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eFebHj5a</a>

💡 Appoint a “team of rivals” to bring diverse thinking <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eK2U8jQx?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eK2U8jQx</a>

💡 Convene a personal board of advisors: three or four people with diverse backgrounds at a similar career level as you — meet quarterly to get new perspectives and to challenge each others’ views. <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/eDRztEV4?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/eDRztEV4</a>

💡 Think like an activist shareholder - from the outside in, with a dispassionate view for creating value. <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/emR_vEbw?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/emR_vEbw</a>

<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Flateralthinking&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#lateralthinking</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fwhartonamp&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#WhartonAMP</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Famp88&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#AMP88</a>      
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        Peter Kim
      
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The Parable of the Sadhu

A classic tale of individual vs. organisational ethics. The full case study is linked below.

The key question is: what would you have done?

Think twice about your answer, as you sit in the comfort of your home, office, or school -- versus freezing in thin air on a mountaintop.

<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fleadership&amp;trk=public_profile__posts-text" target="_self" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>#leadership</a>

The parable: <a class="link activity-attributed-text z-[9999] relative" href="https://lnkd.in/e2tc7kgC?trk=public_profile__posts-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__posts-text" data-tracking-will-navigate>https://lnkd.in/e2tc7kgC</a>       
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<a class="link activity-attributed-text-comment z-[9999] relative h-fit w-fit" href="https://www.linkedin.com/in/lisabradner?trk=public_profile-text" target="_self" data-tracking-control-name="public_profile-text" data-tracking-will-navigate>Lisa Bradner</a> if I'm country and you're Western, there's a desk waiting with your name on it...          </div>
          
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        Arnaud Forgiel
      
      
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        Arnaud Forgiel
      
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A rather special milestone for me.

The last time I was paid to develop software was in 1998, before leaving for Darden and eventually spending the next 25+ years in the technology industry.

Somewhere along the way, I started writing code again.

Today, EXPERVAL is a real product, running on a real production platform, with its first customers — and in three weeks, we’ll be presenting it at BATIMAT in Paris.

Quite a journey. And I have the feeling it is only beginning. 😉

If you’re at BATIMAT, come and see us: Construction Tech® — H1-D030M.
And if you’d like an invitation, send me a DM.      
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        EXPERVAL
      
      
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        EXPERVAL
      
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🇫🇷 EXPERVAL arrive sur le marché.

Après plusieurs mois de conception, de développement et de tests, EXPERVAL sera officiellement présenté à BATIMAT / Paris Builders Show 2026, du 28 septembre au 1er octobre à Paris.

EXPERVAL est né d’une idée simple : faciliter le dialogue entre l’entrepreneur et ses clients autour de la valeur promise, planifiée et réalisée.

Du devis à la planification, puis au suivi de l’exécution, EXPERVAL permet de conserver un même fil conducteur : ce qui a été promis au client, ce qui a été planifié pour le réaliser, et ce qui a effectivement été réalisé.

Et cette fois, ce n’est plus seulement un prototype : la plateforme de production est opérationnelle et les premiers abonnements peuvent être souscrits.

📍 Retrouvez-nous à BATIMAT, espace Construction Tech® — stand H1-D030M.

Vous souhaitez découvrir EXPERVAL ou venir nous rencontrer à BATIMAT ? Contactez-nous en message privé pour recevoir une invitation gratuite.

🇬🇧 EXPERVAL is coming to market.

After several months of design, development and testing, EXPERVAL will officially be introduced at BATIMAT / Paris Builders Show 2026, from September 28 to October 1 in Paris.

EXPERVAL was built around a simple idea: help construction companies and their clients communicate around the value promised, planned and earned.

From quoting to planning and execution tracking, EXPERVAL maintains one continuous thread: what was promised to the client, what was planned to deliver it, and what was actually earned.

And this time, it is no longer just a prototype: the production platform is live and the first subscriptions can be activated.

📍 Meet us at BATIMAT in the Construction Tech® area — stand H1-D030M.

Want to discover EXPERVAL or meet us at BATIMAT? Send us a DM for a free invitation.

<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fexperval&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#EXPERVAL</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fbatimat2026&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#BATIMAT2026</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fconstructiontech&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#ConstructionTech</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fconstruction&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#Construction</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fprojectmanagement&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#ProjectManagement</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fsaas&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#SaaS</a>    
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We’re excited to welcome <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/peterkim?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Peter Kim</a> back to Forrester 🎉

As a VP, Principal Analyst, Peter will focus on one of the biggest questions facing marketing leaders today: How does AI change the way marketing operates?

His research agenda will explore topics such as:

• How marketing organizations should evolve in the age of AI
• Where AI can deliver the greatest impact for marketers
• The skills, team structures, and operating models that will distinguish high-performing organizations

What makes Peter’s perspective unique is his blend of analyst expertise and hands-on leadership experience. Throughout his career, he’s led marketing, digital, and innovation initiatives, helping organizations navigate technology shifts and adapt their strategies for growth.

➡️ Read the blog and watch Peter’s conversation with <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/mcproulx?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Mike Proulx</a> to learn what marketing leaders should be preparing for 👇

<a class="link activity-attributed-text z-[9999] relative" href="https://forr.com/46NEFS6?trk=public_profile__reactions-text" target="_self" rel="nofollow" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>https://forr.com/46NEFS6</a>    
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                <div class="mt-0.5 text-color-text text-sm line-clamp-1 leading-[25px]">
                  <span class="font-bold">Peter Kim
                  </span>
                  <span> liked this </span>
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        Kate Winick
      
      
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        Kate Winick
      
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              Peter Kim liked this
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        <div data-see-more-text="more" data-see-more-link="https://www.linkedin.com/posts/katewinick_imdb-imdbpro-activity-7503486132781772800-RaRc" class="see-more-text overflow-hidden whitespace-break-spaces
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Baby, you're a star. Even if you're "only" a content creator.
 
<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/company/imdb-com?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>IMDb.com</a> announced the introduction of "Digital Creator" as a new professional category on both <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fimdb&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#IMDb</a> and <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fimdbpro&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#IMDbPro</a> today.
 
Creators can specify as Streamer, Vlogger, Video Essayist, Video Creator, Gaming Creator, and Influencer, and they can feature multiple professions on their page. So if you're both a digital creator and a comedian, for instance (yes, lots of funny TikTokers are actually professional-level funny) you can represent the full scope of your work in one place. And for those creators who truly were born online, no existing film or television credits are required to establish a profile.
 
As creators professionalize as an industry, they need the same infrastructure that's surrounded more traditional talent for decades, like managers, agencies, legal, discovery, etc. And this has huge ramifications for AI-supported creator search, as IMDb data is a primary training source for most LLMs to learn about entertainment and media: *great* news for brands that are using AI for sourcing, and great for creators looking to quickly improve their AEO.    
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        Julie Katz
      
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              Peter Kim reacted on this
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I want to talk to people who chased an adventure at a turning point in their lives.

Last year, I set out to complete 50 adventures before my 50th birthday. I expected excitement and a few good stories. I did not expect how much the experiences would teach me about myself. I learned what makes me feel invigorated (learning, seeing, or doing something novel), what I would never do again (a polar plunge), what I’m willing to be bad at (glassblowing), and how those lessons influence the choices I make now that the challenge has concluded. 

The challenge made me wonder whether adventure has a similar effect for other people, especially around a milestone birthday, a career change, loss, retirement, empty nest, move or another period of change.

Before I decide what, if anything, I build around this concept (I have a few ideas rattling around already), I want to talk to people. Two decades in consumer insights taught me not to get too attached to an idea before talking to the people it might be for.

I would love a conversation with you if you are:
* Someone who pursued an adventure around a major life transition
* Someone who makes adventure a regular part of your life
* Someone who facilitates adventures for others, whether as a guide, instructor, coach, therapist, trip leader
* Just genuinely interested and want to hear more

I’m interested to learn what prompted your adventure, what happened, and whether the experience changed anything you did afterward. 

If that sounds like you, please send me a message or leave a comment. If someone came to mind while you were reading this, I would be grateful for the introduction.    
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Back at <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/company/openai?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>OpenAI</a>, for a conversation in the studio with <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/the-don-orth?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Don O.</a>h Don O.. We talked about the skills that people need today. 

One of the points I made is that in all our endeavors we face two types of frictions, good and bad. By good I mean that the friction is functional to learning, meaning or performance. By bad I mean chores and annoyances that we have to endure but would rather do without. 

The challenge in bringing AI into your life is figuring out which frictions are bad and which are good, so that you can benefit from AI to eliminate the bad ones without taking away the frictions that you need to keep.

Thanks, Don, for hosting! I’m curious to see what comes out of the recordings.

It was fun to see the studio from behind the scenes! I’m sharing a peak, including the hidden tissues for sneezing guests :)    
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This summer, I had the incredible opportunity to work as a Bioengineering Intern with the Applied Biological Sciences Group at the <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/company/johns-hopkins-university-applied-physics-laboratory?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Johns Hopkins Applied Physics Laboratory</a>. Over the past few months, I contributed to a highly interdisciplinary project, learned from brilliant researchers across different disciplines, and took on new challenges that pushed me to grow both technically and professionally. I’m immensely proud of what we accomplished and incredibly grateful for the hands-on experience.

A special thank you to my mentors, <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/justinedaugal?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Justin Edaugal</a> and <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/shirley-klimkiewicz-ab387b197?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Shirley Klimkiewicz</a>, for your guidance, encouragement, and support throughout the summer. I’m especially grateful for the trust you placed in me to tackle difficult problems and for everything I learned from you both. Thank you as well to everyone in the Applied Biological Sciences Group for making this such a welcoming and rewarding experience. It was an honor to work alongside such talented scientists, engineers, and researchers.

I’m excited to carry these invaluable lessons with me as I head back to Dartmouth to begin my Master of Engineering Management this fall. I hope our paths cross again in the future!    
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"How should I restructure my marketing team?" TBH, I've never loved that question because most of the time, the org chart wasn't the root problem.
AI changes that. In Forrester's Q3 CMO Pulse Survey, 38% of B2C marketing executives said process redesign and workflows are among their most significant AI investment areas. And perfect timing: After 18 years away, we welcome <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/peterkim?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Peter Kim</a> back to Forrester. Honestly, there isn't a better guide to help CMOs design their AI-enabled marketing org. Let's go!

cc: <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/dreamingtree?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Keith Johnston</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/emily-m-collins?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Emily Collins</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/branddipanjan?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Dipanjan Chatterjee</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jessicalloyd?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jess Lloyd</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jaypattisall?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jay Pattisall</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/katewinick?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Kate Winick</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/eric-j-epstein?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Eric Epstein</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jensanning?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jen Sanning</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/tylercastro2020?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Tyler Castro</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jordanbrodeur?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jordan Brodeur</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fcmo&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#CMO</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fmarketingorg&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#MarketingOrg</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fb2cmarketing&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#B2CMarketing</a>    
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        Christine Lambrecht
      
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        <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2] outline-offset-[4px]" href="https://www.linkedin.com/posts/christinelambrecht_excited-to-introduce-peter-kim-to-many-of-activity-7501625619303292928-6Fxh" data-tracking-control-name="public_profile__reactions" data-tracking-will-navigate>
          
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Excited to introduce  <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/peterkim?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Peter Kim</a> to many of our clients!! Peter is focused on supporting our CMO clients and his work will focus on a hot topic for so many - how do we structure to grow in the age of AI?  

<a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/sarahclark9?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Sarah Clark</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/chucknguyen?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Chuck Nguyen</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/brad-sherer-99778012?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Brad Sherer</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/peter-theodorou?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Peter Theodorou</a> Mark Baizen <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/patrick-flanagan-282930?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Patrick Flanagan</a>       
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        Mike Proulx
      
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"How should I restructure my marketing team?" TBH, I've never loved that question because most of the time, the org chart wasn't the root problem.
AI changes that. In Forrester's Q3 CMO Pulse Survey, 38% of B2C marketing executives said process redesign and workflows are among their most significant AI investment areas. And perfect timing: After 18 years away, we welcome <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/peterkim?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Peter Kim</a> back to Forrester. Honestly, there isn't a better guide to help CMOs design their AI-enabled marketing org. Let's go!

cc: <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/dreamingtree?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Keith Johnston</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/emily-m-collins?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Emily Collins</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/branddipanjan?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Dipanjan Chatterjee</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jessicalloyd?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jess Lloyd</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jaypattisall?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jay Pattisall</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/katewinick?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Kate Winick</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/eric-j-epstein?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Eric Epstein</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jensanning?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jen Sanning</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/tylercastro2020?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Tyler Castro</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/in/jordanbrodeur?trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>Jordan Brodeur</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fcmo&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#CMO</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fmarketingorg&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#MarketingOrg</a> <a class="link activity-attributed-text z-[9999] relative" href="https://www.linkedin.com/signup/cold-join?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Ffeed%2Fhashtag%2Fb2cmarketing&amp;trk=public_profile__reactions-text" target="_self" data-tracking-control-name="public_profile__reactions-text" data-tracking-will-navigate>#B2CMarketing</a>    
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      <code id="i18n_slide_list_current_slide_aria_label" style="display: none"><!--"Current Item"--></code>
    </section>
  
                    
    </div>
  
                
    </div>
  
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                  See all activities
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    <section class="core-section-container
        core-section-container--with-border border-b-1 border-solid border-color-border-faint py-4 pp-section experience" data-section="experience">
<!---->
          
        <h2 class="core-section-container__title section-title">
          Experience
        </h2>
      
        
<!---->
      <div class="core-section-container__content break-words">
        
        <ul class="experience__list">
              
    
    
    

    
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 experience-item" data-section="currentPositionsDetails">
<!---->            <a class="profile-section-card__image-link" href="https://www.linkedin.com/company/forrester-research?trk=public_profile_experience-item_profile-section-card_image-click" data-tracking-control-name="public_profile_experience-item_profile-section-card_image-click" data-tracking-will-navigate>
              
      <div role="img" aria-label="Forrester Graphic" class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQHeBBFU0M-WAw/company-logo_100_100/B4EZxB8wHsJgAQ-/0/1770632971132/forrester_research_logo?e=2147483647&amp;v=beta&amp;t=rdTQDfY8RxR3Xr3VZDVbEEPCEC2ErS6Ele50BJjZ3c8" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  
            </a>

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
        <span class="experience-item__title">
          
        </span>
      
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0 not-first-middot leading-[1.75]">
                <a class="relative hover:underline link-styled hover:!text-color-text active:!text-color-text !font-normal" href="https://www.linkedin.com/company/forrester-research?trk=public_profile_experience-item_profile-section-card_subtitle-click" data-tracking-control-name="public_profile_experience-item_profile-section-card_subtitle-click" data-tracking-will-navigate>
                  
        <span class="experience-item__subtitle">
          Forrester
        </span>
      
                </a>
            </h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
<!---->
          <p class="experience-item__meta-item">
            Cambridge, Massachusetts, United States
          </p>

<!---->      
        </div>
      </div>

      
    </li>
  
  
              
    
    
    

    
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 experience-item" data-section="currentPositionsDetails">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQGqH3GfWcePBA/company-logo_100_100/company-logo_100_100/0/1737465584042/thebicestercollection_logo?e=2147483647&amp;v=beta&amp;t=fLAPp26axLqpLHqTAWir6jew3XnXenLUlG6MDVgG6Gk" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
        <span class="experience-item__title">
          
        </span>
      
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
<!---->
          <p class="experience-item__meta-item">
            Greater London, England, United Kingdom
          </p>

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        </div>
      </div>

      
    </li>
  
  
              
    
    
    

    
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 experience-item" data-section="currentPositionsDetails">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/C4D0BAQFbiiTXS0J9qA/company-logo_100_100/company-logo_100_100/0/1630535427953/baseballsoftballuk_logo?e=2147483647&amp;v=beta&amp;t=3LlBcxZinZoTQa6JgBrkdr8jqE_hshJTaNXz8nMtntM" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
        <span class="experience-item__title">
          
        </span>
      
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
<!---->
          <p class="experience-item__meta-item">
            Greater London, England, United Kingdom
          </p>

<!---->      
        </div>
      </div>

      
    </li>
  
  
              
    
    
    

    
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 experience-item" data-section="currentPositionsDetails">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/C560BAQHzLKEboMMs6w/company-logo_100_100/company-logo_100_100/0/1631308631007?e=2147483647&amp;v=beta&amp;t=hlmth_z724S1rQ4kF_RdyzwPWFxT9clAjHtHeq5HqYo" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
        <span class="experience-item__title">
          
        </span>
      
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
<!---->
          <p class="experience-item__meta-item">
            Greater London, England, United Kingdom
          </p>

<!---->      
        </div>
      </div>

      
    </li>
  
  
              
    
    
    

    
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 experience-item" data-section="currentPositionsDetails">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D560BAQEFrm6_tvN63w/company-logo_100_100/company-logo_100_100/0/1696454212449?e=2147483647&amp;v=beta&amp;t=PefyqnretNlymSm1iJwXt3kh5uj-oAJg1vhDHwdw75c" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
        <span class="experience-item__title">
          
        </span>
      
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
<!---->
          <p class="experience-item__meta-item">
            Seoul, South Korea
          </p>

<!---->      
        </div>
      </div>

      
    </li>
  
  
              
    
    
    

    
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 experience-item" data-section="currentPositionsDetails">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/C560BAQECw9LxgL6u6Q/company-logo_100_100/company-logo_100_100/0/1631365667104?e=2147483647&amp;v=beta&amp;t=1MYCtExqIr56K-lXlCHZr7ozqNEiG5URke1-4xnlDeE" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
        <span class="experience-item__title">
          
        </span>
      
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
<!---->
          <p class="experience-item__meta-item">
            Austin, Texas, United States
          </p>

<!---->      
        </div>
      </div>

      
    </li>
  
  
              
    
    
    

    
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 experience-item" data-section="currentPositionsDetails">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQHeBBFU0M-WAw/company-logo_100_100/B4EZxB8wHsJgAQ-/0/1770632971132/forrester_research_logo?e=2147483647&amp;v=beta&amp;t=rdTQDfY8RxR3Xr3VZDVbEEPCEC2ErS6Ele50BJjZ3c8" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
        <span class="experience-item__title">
          
        </span>
      
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
<!---->
          <p class="experience-item__meta-item">
            Cambridge, Massachusetts, United States
          </p>

<!---->      
        </div>
      </div>

      
    </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 education text-color-text text-md" data-section="educationsDetails">
<!---->
          
        <h2 class="text-xl">
          Education
        </h2>
      
        
<!---->
      <div class="core-section-container__content break-words">
        
        <ul class="education__list">
            
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 education__list-item">
<!---->            <a class="profile-section-card__image-link" href="https://www.linkedin.com/school/university-of-pennsylvania/?trk=public_profile_school_profile-section-card_image-click" data-tracking-control-name="public_profile_school_profile-section-card_image-click" data-tracking-will-navigate>
              
      <div role="img" aria-label="University of Pennsylvania Graphic" class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQFJvX-Ed9d2gA/company-logo_100_100/B4EZxITZrAGwAQ-/0/1770739574173/university_of_pennsylvania_logo?e=2147483647&amp;v=beta&amp;t=7CxaXKZSClHVe8etdoIUJO54j7jWOuWO-dbGnMnKz9s" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/6qpnald1ddva78jx4bnnl3vw"></div>
  
            </a>

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
                  <a class="text-color-text text-[18px] link-styled link-no-visited-state hover:!text-color-text active:!text-color-text" data-tracking-control-name="public_profile_school" data-tracking-will-navigate href="https://www.linkedin.com/school/university-of-pennsylvania/?trk=public_profile_school">
                    <span>
                      University of Pennsylvania
                    </span>
                  </a>
              
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
                    <p class="my-0.5 mx-0 inline-block">
                      
    
    
    
    
    
    

<!---->  
                    </p>

<!---->              
        </div>
      </div>

      
    </li>
  
            
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1 education__list-item">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/C4E0BAQHzVxe-Iysg7w/company-logo_100_100/company-logo_100_100/0/1631347503820?e=2147483647&amp;v=beta&amp;t=RqsMUDoIoa-vk7WCawRP7Zs-0fZ8HCE1G2hAuqgnu_4" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/6qpnald1ddva78jx4bnnl3vw"></div>
  

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
                  <span>
                    
                  </span>
              
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0">-</h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
                    <p class="my-0.5 mx-0 inline-block">
                      
    
    
    
    
    
    

<!---->  
                    </p>

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        </div>
      </div>

      
    </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 certifications" data-section="certifications">
<!---->
          
        <h2 class="core-section-container__title section-title">
          Licenses & Certifications
        </h2>
      
        
<!---->
      <div class="core-section-container__content break-words">
        
        <ul>
            
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1">
<!---->            <a class="profile-section-card__image-link" href="https://www.linkedin.com/company/anthropicresearch?trk=public_profile_profile-section-card_image-click" data-tracking-control-name="public_profile_profile-section-card_image-click" data-tracking-will-navigate>
              
      <div role="img" aria-label="Certificate of Completion: Al Fluency Framework &amp;amp; Foundations Graphic" class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
           shrink-0 mr-0.5 border-4 border-color-transparent border-solid box-content rounded-[6px] profile-section-card__image" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E0BAQFMhKgeR7EYAg/company-logo_100_100/company-logo_100_100/0/1719256989269/anthropicresearch_logo?e=2147483647&amp;v=beta&amp;t=wN6y3zcI_-vsVBJOlfO3ChnXP7tCkDhgXODydqtMIAE" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f"></div>
  
            </a>

      <div class="pl-0.5 grow break-words">
        <h3 class="[&amp;>*]:mb-0 text-[18px] text-color-text leading-regular group-hover:underline font-semibold">
          
                  <a class="text-color-text text-[18px] link-styled link-no-visited-state hover:!text-color-text active:!text-color-text" data-tracking-control-name="public_profile_certification-title" data-tracking-will-navigate href="https://verify.skilljar.com/c/m9rjrjfhkjzo?trk=public_profile_certification-title">
                    Certificate of Completion: Al Fluency Framework &amp; Foundations
                  </a>
              
        </h3>

            <h4 class="text-color-text text-md [&amp;>*]:mb-0 not-first-middot leading-[1.75]">
                <a class="relative hover:underline link-styled hover:!text-color-text active:!text-color-text !font-normal" href="https://www.linkedin.com/company/anthropicresearch?trk=public_profile_profile-section-card_subtitle-click" data-tracking-control-name="public_profile_profile-section-card_subtitle-click" data-tracking-will-navigate>
                  
                Anthropic
              
                </a>
            </h4>

        

        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
                  <div class="not-first-middot">
                    <span>
                      Issued <time>Jul 2026</time>
                    </span>
<!---->                  </div>

                  <div>
                    Credential ID m9rjrjfhkjzo
                  </div>

                  <div>
                    <a class="btn-md btn-tertiary-emphasis -ml-1 inline-block px-[8px] py-0 min-h-0 rounded-[4px] h-[32px] leading-[32px] hover:underline hover:!text-color-link" data-tracking-control-name="public_profile_see-credential" data-tracking-will-navigate href="https://verify.skilljar.com/c/m9rjrjfhkjzo?trk=public_profile_see-credential" rel="nofollow" target="_blank">
                      See credential
                      <img alt class="h-2 w-2 ml-0.5 align-baseline" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/8w0vew433o9nluoruq9k5eqy">
                    </a>
                  </div>
              
        </div>
      </div>

      
    </li>
  
            
    

    <li class="profile-section-card relative flex w-full list-none py-1.5 pr-2 pl-1">
<!---->            
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          
          w-6 h-6
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                  <a class="text-color-text text-[18px] link-styled link-no-visited-state hover:!text-color-text active:!text-color-text" data-tracking-control-name="public_profile_certification-title" data-tracking-will-navigate href="https://www.coursera.org/account/accomplishments/specialization/J3WPBH8G1P06?trk=public_profile_certification-title">
                    Google AI Specialization
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            <h4 class="text-color-text text-md [&amp;>*]:mb-0 not-first-middot leading-[1.75]">
                
                Google
              
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                  <div class="not-first-middot">
                    <span>
                      Issued <time>Mar 2026</time>
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<!---->                  </div>

                  <div>
                    Credential ID J3WPBH8G1P06
                  </div>

                  <div>
                    <a class="btn-md btn-tertiary-emphasis -ml-1 inline-block px-[8px] py-0 min-h-0 rounded-[4px] h-[32px] leading-[32px] hover:underline hover:!text-color-link" data-tracking-control-name="public_profile_see-credential" data-tracking-will-navigate href="https://www.coursera.org/account/accomplishments/specialization/J3WPBH8G1P06?trk=public_profile_see-credential" rel="nofollow" target="_blank">
                      See credential
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            </a>

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                    Advanced Management Program
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                <a class="relative hover:underline link-styled hover:!text-color-text active:!text-color-text !font-normal" href="https://www.linkedin.com/school/wharton-executive-education/?trk=public_profile_profile-section-card_subtitle-click" data-tracking-control-name="public_profile_profile-section-card_subtitle-click" data-tracking-will-navigate>
                  
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                    <span>
                      Issued <time>Oct 2025</time>
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<!---->                  </div>

                  <div>
                    Credential ID 165634157
                  </div>

                  <div>
                    <a class="btn-md btn-tertiary-emphasis -ml-1 inline-block px-[8px] py-0 min-h-0 rounded-[4px] h-[32px] leading-[32px] hover:underline hover:!text-color-link" data-tracking-control-name="public_profile_see-credential" data-tracking-will-navigate href="https://execedbadges.wharton.upenn.edu/379c50b4-965c-4bff-a82c-f674a41a6198?trk=public_profile_see-credential" rel="nofollow" target="_blank">
                      See credential
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                    United Kingdom Tier 1 visa - Exceptional Talent in Digital Technology
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                      See credential
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            Social Business By Design
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            <h4 class="text-color-text text-md [&amp;>*]:mb-0 not-first-middot leading-[1.75]">
                
        
                  <span class="text-color-text-low-emphasis">Jossey-Bass</span>
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      <span class="date-range text-color-text-secondary font-sans text-md leading-open font-regular">
          <time>
            May 1, 2012
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        <div class="text-color-text-low-emphasis text-md [&amp;>*]:mb-0 [&amp;>*]:text-md [&amp;>*]:text-color-text-low-emphasis">
          
          
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      <p class="show-more-less-text__text--less">
        Management book on social business, digital transformation, customer engagement, organizational change, and how companies adapt operating models for the social media era.
<!---->      </p>

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          <div class="mt-2">Other authors</div>
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                  <a class="face-pile__url" data-tracking-control-name="public_profile_publication_contributor-image" data-tracking-will-navigate href="https://www.linkedin.com/in/dhinchcliffe?trk=public_profile_publication_contributor-image" title="Dion Hinchcliffe">
                    
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          <a class="rounded-sm min-h-[32px] mt-2 -ml-1 px-1 py-0 btn-md btn-tertiary-emphasis link-no-visited-state inline-flex items-center" data-tracking-control-name="public_profile_publication-button" data-tracking-will-navigate href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eamazon%2Ecom%2FSocial-Business-Design-Transformative-Strategies%2Fdp%2F1118273214%2F&amp;urlhash=OnXA&amp;trk=public_profile_publication-button" rel="nofollow" target="_blank" title="Social Business By Design">
            See publication
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          <a class="text-color-text text-[18px] link-styled link-no-visited-state hover:!text-color-text active:!text-color-text" data-tracking-control-name="public_profile_publication-title" data-tracking-will-navigate href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fscholar%2Egoogle%2Ecom%2Fcitations%3Fuser%3DmGfdF_IAAAAJ&amp;urlhash=w3la&amp;trk=public_profile_publication-title" title="Google Scholar: Citations" rel="nofollow">
            Google Scholar: Citations
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<!----><!---->          <a class="rounded-sm min-h-[32px] mt-2 -ml-1 px-1 py-0 btn-md btn-tertiary-emphasis link-no-visited-state inline-flex items-center" data-tracking-control-name="public_profile_publication-button" data-tracking-will-navigate href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fscholar%2Egoogle%2Ecom%2Fcitations%3Fuser%3DmGfdF_IAAAAJ&amp;urlhash=w3la&amp;trk=public_profile_publication-button" rel="nofollow" target="_blank" title="Google Scholar: Citations">
            See publication
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        Speaking focusing on CMO leadership, digital transformation, AI strategy, social business, consumer behavior, marketing effectiveness, brand strategy, and customer engagement.<br><br>Featured at Cannes Lions, SXSW, China International Advertising Festival, 4A's and Jay Chiat Awards, ARF, AMA, Forrester Marketing, Consumer, and Finance Forums, FutureM Boston, UVA Darden MBA and Executive Education, and Web 2.0 Expo.
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        Expert on topics including marketing strategy, digital transformation, social business, customer engagement, brand transformation, and consumer technology.<br><br>Featured in CNN, CBS Evening News, CNBC, NPR, The Economist, New York Times, and the Wall Street Journal.
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        <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-[9999] bottom-[100%] top-auto" role="menu" tabindex="-1">
          
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="العربية (Arabic)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-ar_AE" data-locale="ar_AE" role="menuitem" lang="ar_AE">
                العربية (Arabic)
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          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="বাংলা (Bangla)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-bn_IN" data-locale="bn_IN" role="menuitem" lang="bn_IN">
                বাংলা (Bangla)
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          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Čeština (Czech)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-cs_CZ" data-locale="cs_CZ" role="menuitem" lang="cs_CZ">
                Čeština (Czech)
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          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Dansk (Danish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-da_DK" data-locale="da_DK" role="menuitem" lang="da_DK">
                Dansk (Danish)
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          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Deutsch (German)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-de_DE" data-locale="de_DE" role="menuitem" lang="de_DE">
                Deutsch (German)
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          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Ελληνικά (Greek)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-el_GR" data-locale="el_GR" role="menuitem" lang="el_GR">
                Ελληνικά (Greek)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="English (English) selected" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link--selected" data-tracking-control-name="language-selector-en_US" data-locale="en_US" role="menuitem" lang="en_US">
                <strong>English (English)</strong>
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          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Español (Spanish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-es_ES" data-locale="es_ES" role="menuitem" lang="es_ES">
                Español (Spanish)
            </button>
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          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="فارسی (Persian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-fa_IR" data-locale="fa_IR" role="menuitem" lang="fa_IR">
                فارسی (Persian)
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          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Suomi (Finnish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-fi_FI" data-locale="fi_FI" role="menuitem" lang="fi_FI">
                Suomi (Finnish)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Français (French)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-fr_FR" data-locale="fr_FR" role="menuitem" lang="fr_FR">
                Français (French)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="हिंदी (Hindi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-hi_IN" data-locale="hi_IN" role="menuitem" lang="hi_IN">
                हिंदी (Hindi)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Magyar (Hungarian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-hu_HU" data-locale="hu_HU" role="menuitem" lang="hu_HU">
                Magyar (Hungarian)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Bahasa Indonesia (Indonesian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-in_ID" data-locale="in_ID" role="menuitem" lang="in_ID">
                Bahasa Indonesia (Indonesian)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Italiano (Italian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-it_IT" data-locale="it_IT" role="menuitem" lang="it_IT">
                Italiano (Italian)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="עברית (Hebrew)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL">
                עברית (Hebrew)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="日本語 (Japanese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP">
                日本語 (Japanese)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="한국어 (Korean)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR">
                한국어 (Korean)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="मराठी (Marathi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN">
                मराठी (Marathi)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Bahasa Malaysia (Malay)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY">
                Bahasa Malaysia (Malay)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL">
                Nederlands (Dutch)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO">
                Norsk (Norwegian)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN">
                ਪੰਜਾਬੀ (Punjabi)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Polski (Polish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL">
                Polski (Polish)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR">
                Português (Portuguese)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO">
                Română (Romanian)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Русский (Russian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU">
                Русский (Russian)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Svenska (Swedish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE">
                Svenska (Swedish)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="తెలుగు (Telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN">
                తెలుగు (Telugu)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
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                language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH">
                ภาษาไทย (Thai)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
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                Tagalog (Tagalog)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Türkçe (Turkish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR">
                Türkçe (Turkish)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="Українська (Ukrainian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA">
                Українська (Ukrainian)
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          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
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                language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN">
                Tiếng Việt (Vietnamese)
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
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                language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" data-locale="zh_CN" role="menuitem" lang="zh_CN">
                简体中文 (Chinese (Simplified))
            </button>
          </li>
          <li class="language-selector__item" role="presentation">
            <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile-->
            <button aria-label="正體中文 (Chinese (Traditional))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark
                language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_TW" data-locale="zh_TW" role="menuitem" lang="zh_TW">
                正體中文 (Chinese (Traditional))
            </button>
          </li>
<!---->      
        </ul>

          
        <button class="language-selector__button select-none relative pr-2 font-sans text-xs font-bold text-color-text-low-emphasis hover:text-color-link-hover hover:cursor-pointer focus:text-color-link-focus focus:outline-dotted focus:outline-1" aria-expanded="false" data-tracking-control-name="footer-lang-dropdown_trigger">
          <span class="language-selector__label-text mr-0.5 break-words">
            Language
          </span>
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        </button>
      
    </div>
  
  
          
  </li>

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<!---->    </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="466d1fc3-626c-4547-85c8-e767caf11fde" type="hidden">
        <input name="session_redirect" value="https://www.linkedin.com/in/peterkim" type="hidden">
      <input name="trk" value="public_profile_google-one-tap-submit" type="hidden">
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    <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 !text-sm !text-color-text" data-impression-id="public_profile_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>.
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    <div class="contextual-sign-in-modal base-contextual-sign-in-modal" data-impression-id="public_profile_contextual-sign-in-modal" data-cool-off-enabled data-show-delay-ms="0">
<!---->
        

    
    <div class>
<!---->
      <div id="base-contextual-sign-in-modal" class="modal modal--contextual-sign-in modal--contextual-sign-in-v2 modal--contextual-sign-in-v2--stacked" 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="public_profile_contextual-sign-in-modal_modal_dismiss">
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              </button>
          
            <div class="modal__main w-full">
              
              <div class="flex overflow-hidden contextual-sign-in-modal__layout--stacked">
                <div class="contextual-sign-in-modal__left-content">
                    
                    
      <div role="img" aria-label class="inline-block relative hue-web-entity__image bg-cover bg-center
          rounded-[50%]
          w-8 h-8
           contextual-sign-in-modal__img mx-auto" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E03AQGovgb3Ow85dA/profile-displayphoto-scale_200_200/B4EaCNBA6WIwAg-/0/1789072249980?e=2147483647&amp;v=beta&amp;t=N4ikHYq0KZ-7zxz2BQo5Dy0VYucbGzsCfvcIG62kwfE" data-delayed-background data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2"></div>
  
                  <h2 class="contextual-sign-in-modal__context-screen-title font-sans text-lg text-color-text mt-2 mb-1 text-center" id="base-contextual-sign-in-modal-modal-header">
                    See who in Peter’s network is hiring
                  </h2>
                    <div class="contextual-sign-in-modal__divider left-right-divider"></div>
                    <p class="contextual-sign-in-modal__subtitle mt-1 mb-2 babybear:mx-0 text-center font-sans text-xs text-color-text-low-emphasis">
                        <icon class="contextual-sign-in-modal__modal-subtitle-icon w-2 h-2 inline-block align-text-top" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/do16f8mbw821k6bba5nx82rlt"></icon>
                      <span>Peter can introduce you to 10+ people at Forrester</span>
                    </p>
                </div>
                <div class="contextual-sign-in-modal__right-content">
                    <div class="contextual-sign-in-modal__google-sign-in-primary w-full">
                      
    

    <div class="google-auth-button">
<!---->      <div class="google-auth-button__placeholder mx-auto
          " data-theme="filled_blue" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>
<!---->    </div>
  
                    </div>

                  
    
    
    
    
    
    
    
    
    
    

    <code id="i18n_sign_in_form_show_text" style="display: none"><!--"Show"--></code>
    <code id="i18n_sign_in_form_show_label" style="display: none"><!--"Show your LinkedIn password"--></code>
    <code id="i18n_sign_in_form_hide_text" style="display: none"><!--"Hide"--></code>
    <code id="i18n_sign_in_form_hide_label" style="display: none"><!--"Hide your LinkedIn password"--></code>

    
    <code id="i18n_username_error_empty" style="display: none"><!--"Please enter an email address or phone number"--></code>
    
    <code id="i18n_username_error_too_long" style="display: none"><!--"Email or phone number must be between 3 to 128 characters"--></code>
    <code id="i18n_username_error_too_short" style="display: none"><!--"Email or phone number must be between 3 to 128 characters"--></code>

    
    <code id="i18n_password_error_empty" style="display: none"><!--"Please enter a password"--></code>
    
    <code id="i18n_password_error_too_short" style="display: none"><!--"The password you provided must have at least 6 characters"--></code>
    
    <code id="i18n_password_error_too_long" style="display: none"><!--"The password you provided must have at most 400 characters"--></code>

<!---->    <form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate class="contextual-sign-in-modal__sign-in-form mb-1 hidden">
      <input name="loginCsrfParam" value="466d1fc3-626c-4547-85c8-e767caf11fde" 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="csm-v2_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 w-full" autocomplete="username" id="csm-v2_session_key" name="session_key" required data-tracking-control-name="csm-v2_sign-in-session-key" data-tracking-client-ingraph type="text">
          
        </div>
      </div>

      <p class="input-helper mt-1.5" for="csm-v2_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="csm-v2_session_password">
          Password
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        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent w-full" autocomplete="current-password" id="csm-v2_session_password" name="session_password" required data-tracking-control-name="csm-v2_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="csm-v2_sign-in-password-visibility-toggle-btn" type="button">Show</button>
          
        </div>
      </div>

      <p class="input-helper mt-1.5" for="csm-v2_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
  

        <input name="session_redirect" value="https://www.linkedin.com/in/peterkim" 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
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<!---->
        <input name="trk" value="csm-v2_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="csm-v2_sign-in-submit-btn" data-tracking-client-ingraph data-tracking-litms type="submit">
          Sign in
        </button>
      </div>
<!---->    </form>
<!----><!---->  

                  <button class="contextual-sign-in-modal__sign-in-with-email-cta my-2 btn-sm btn-secondary min-h-[40px] w-full flex align-center justify-center" data-tracking-control-name="sign-in-with-email-cta">
                    <icon class="inline-block align-middle h-[24px] w-[24px] mr-0.5" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9w7euj0n5gnk6np2akf853sm3"></icon>
                    <span class="self-center">Sign in with Email</span>
                  </button>

                  <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 class="contextual-sign-in-modal__google-sign-in-secondary contextual-sign-in-modal__google-sign-in-secondary--hidden">
                      
    

    <div class="google-auth-button">
<!---->      <div class="google-auth-button__placeholder mx-auto
          google-auth-button__placeholder--black-border" data-theme="outline" data-logo-alignment="center" data-locale="en_US" role="button" aria-label="Continue with google"></div>
<!---->    </div>
  
                    </div>

                  <p class="contextual-sign-in-modal__join-now m-auto font-sans text-md text-center text-color-text my-2">
                    New to LinkedIn? <a href="https://www.linkedin.com/signup/public-profile-join?vieweeVanityName=peterkim&trk=public_profile_contextual-sign-in-modal_join-link" data-tracking-control-name="public_profile_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-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>
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<!---->          </section>
        </div>
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    </div>
  
<!----><!---->    </div>
  

      
    
    
    

    
    

<!---->  
    </div>
    <code id="disableOneTapOnInitIfCsm" style="display: none"><!--false--></code>
  
<!---->
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