「データガバナンスについて学ぶ - データ分析入門１：基本」の動画チュートリアル

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content="データガバナンスは、データを扱ううえで重要なテーマです。データガバナンスがデータを扱うさいにどのように影響を与えるかを学べば、データと組織においてより良い仕事ができるようになります。"> <meta name="twitter:description" content="データガバナンスは、データを扱ううえで重要なテーマです。データガバナンスがデータを扱うさいにどのように影響を与えるかを学べば、データと組織においてより良い仕事ができるようになります。"> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/D4D0DAQGTGudgfpZwkA/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1713980488665?e=2147483647&v=beta&t=pXC0xSADRSX3gN-8lxfF6Z1yDn62OCnVuN7AnG-qPeE"> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/D4D0DAQGTGudgfpZwkA/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1713980488665?e=2147483647&v=beta&t=pXC0xSADRSX3gN-8lxfF6Z1yDn62OCnVuN7AnG-qPeE">  <meta property="og:url" content="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/2119816"> <meta property="og:type" content="website"> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/learning-guest/api/ingraphs/gauge" data-counter-metric-endpoint="/learning-guest/api/ingraphs/counter"> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/222idjgc22471173g6oe53p8x"> <script type="application/ld+json"> {"@context":"http://schema.org/","@type":"VideoObject","name":"データガバナンスについて学ぶ - データ分析入門１：基本","author":{"@type":"Person","name":"Robin Hunt","url":"https://jp.linkedin.com/learning/instructors/robin-hunt"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/D4D0DAQGTGudgfpZwkA/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1713980488665?e=2147483647&v=beta&t=pXC0xSADRSX3gN-8lxfF6Z1yDn62OCnVuN7AnG-qPeE","description":"このコースではデータ分析について掘り下げ、データアナリストに必要な役割とスキルについて説明します。必要なデータの特定や各種データの取り扱い、データクリーニングや結合、ベストプラクティスなどを学びます。","duration":"PT3M31S","datePublished":"2024-04-30","uploadDate":"2024-04-30","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/2119816","interactionCount":1393,"interactionStatistic":[{"@type":"InteractionCounter","interactionType":"http://schema.org/WatchAction","userInteractionCount":1393}],"transcript":"全く同じ組織は２つとなく組織は組織の規定やコンプライアンスを重視しなければなりません。例えば、アメリカの上場企業であれば、 SOX 法に準拠しなくはなりませんし、カナダではカナダ版 SOX 法、日本では日本版の SOX 法である J-SOX 法があります。国や企業組織には、コンプライアンスがあり組織活動で扱うデータに対してもコンプライアンスを重視することは大切です。コンプライアンスを重視した上でデータをどのように管理し活用するかといったデータガバナンスについて学んでいきます。データガバナンスの主な目標は理解しやすく、正しく、安全な信頼できるデータセットを管理運用することです。その成果が高品質なデータです。データガバナンスを検討する際に最初に検討すべきことはデータの所有権です。組織ではそれぞれの部署や支社、エリアごとなどで、様々なデータを収集しています。そのデータの収集方法や使用するソフトウェアはそれぞれ異なるかもしれません。例えば、次のような例があります。営業担当者は顧客情報を CRM ソフトウェアで管理しているとします。収集されたデータを組織の他の部署で使用されることもありますが、データの所有権はあくまでも営業部です。顧客情報はデータ管理を行なっている IT 部門のメンバーもアクセスできる可能性があります。それはデータを保護、管理、運用するためで、コンプライアンスを維持するために計画的に行われています。データへのアクセス方法と権限設定については通常、組織のガバナンス計画によって管理されています。組織によっては、 IT 部門のメンバーだけがすべてのシステムにアクセスできるようになっています。データウェアハウスといったデータを抽出し BI ツールと連携、分析を行うための中継的なシステムが準備されている場合もあります。システムの種類や組織体制に関係なく直接的、または間接的にデータを扱うプロセスが構築されています。データへのアクセス方法やデータの所在を確認しておきましょう。データを扱うためにどのようなシステムやツールを使うことがベストなのか正確に判断することは難しいです。そのために幅広い知識とスキルが必要になります。自分自身と組織を守るために組織内のすべてのデータに対しすべての人に権限を与える必要はありません。最低限必要なデータへのアクセス権だけを設定します。個々にアクセス権を設定した際にも編集可能か、閲覧のみかといった設定もしています。全社員が社内すべてのデータへアクセスできる必要はないからです。データ管理について学ぶことは多くありますが、業務では質の高いデータを求められます。質の高いデータを基に作成されたレポートなどは自信を持って活用できます。 "} </script>  </head> <body dir="ltr">   <a href="#main-content" class="skip-link btn-md btn-primary absolute z-11 -top-[100vh] focus:top-0"> メインコンテンツにスキップ </a> <header class="header base-detail-page__header px-mobile-container-padding bg-color-background-container global-alert-offset sticky-header"> <nav class="nav pt-1.5 pb-2 flex items-center justify-between relative flex-nowrap babymamabear:py-1.5 nav--minified-mobile " aria-label="プライマリ"> <a href="https://jp.linkedin.com/learning/?trk=learning-course_nav-header-logo" class="nav__logo-link link-no-visited-state z-1 mr-auto 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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"> データガバナンスについて学ぶ </h1> <h2 class="top-card-layout__headline break-words font-sans text-md leading-open text-color-text"> コース: <a href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048?trk=course_title" data-tracking-control-name="course_title" data-tracking-will-navigate="true" class="from-the-course__link">データ分析入門１：基本</a> </h2>   <div class="top-card-layout__cta-container flex flex-wrap mt-0.5 papabear:mt-0 ml-[-12px]">   </div> </div>  </div>   </div> </section> </section> <div class="details mx-details-container-padding"> <div class="tabs content-tabs" data-tab-id="course-content-tabs"> <ul class="tabs__list" role="tablist">  <li class="tab flex ml-3 first-of-type:ml-0" role="presentation"> <button aria-selected="true" class="tab-button tab-md tab-selected" 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法があります。国や企業組織には、コンプライアンスがあり組織活動で扱うデータに対してもコンプライアンスを重視することは大切です。コンプライアンスを重視した上でデータをどのように管理し活用するかといったデータガバナンスについて学んでいきます。データガバナンスの主な目標は理解しやすく、正しく、安全な信頼できるデータセットを管理運用することです。その成果が高品質なデータです。データガバナンスを検討する際に最初に検討すべきことはデータの所有権です。組織ではそれぞれの部署や支社、エリアごとなどで、様々なデータを収集しています。そのデータの収集方法や使用するソフトウェアはそれぞれ異なるかもしれません。例えば、次のような例があります。営業担当者は顧客情報を CRM ソフトウェアで管理しているとします。収集されたデータを組織の他の部署で使用されることもありますが、データの所有権はあくまでも営業部です。顧客情報はデータ管理を行なっている IT 部門のメンバーもアクセスできる可能性があります。それはデータを保護、管理、運用するためで、コンプライアンスを維持するために計画的に行われています。データへのアクセス方法と権限設定については通常、組織のガバナンス計画によって管理されています。組織によっては、 IT 部門のメンバーだけがすべてのシステムにアクセスできるようになっています。データウェアハウスといったデータを抽出し BI ツールと連携、分析を行うための中継的なシステムが準備されている場合もあります。システムの種類や組織体制に関係なく直接的、または間接的にデータを扱うプロセスが構築されています。データへのアクセス方法やデータの所在を確認しておきましょう。データを扱うためにどのようなシステムやツールを使うことがベストなのか正確に判断することは難しいです。そのために幅広い知識とスキルが必要になります。自分自身と組織を守るために組織内のすべてのデータに対しすべての人に権限を与える必要はありません。最低限必要なデータへのアクセス権だけを設定します。個々にアクセス権を設定した際にも編集可能か、閲覧のみかといった設定もしています。全社員が社内すべてのデータへアクセスできる必要はないからです。データ管理について学ぶことは多くありますが、業務では質の高いデータを求められます。質の高いデータを基に作成されたレポートなどは自信を持って活用できます。 </p> </div> </div> </section> </div>  <div class="tab__panel" tabindex="0" role="tabpanel" hidden> <section class="core-section-container my-3 offline">  <h2 class="core-section-container__title section-title"> コースをダウンロードして学習しましょう。 </h2>  <div class="core-section-container__content break-words"> <p class="offline__description"> ラーニングコースをダウンロードしてオフラインで視聴しましょう。ダウンロードしたコースはLinkedInラーニングのモバイルアプリ (iOSまたはAndroid) で視聴できます。 </p> <div class="offline__link-container"> <a class="offline__link" 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data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> データベースのデータセットを学ぶ </div> <div class="table-of-contents__item-duration"> 5分42秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4230511?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> オリジナルデータを維持する </div> <div class="table-of-contents__item-duration"> 6分2秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4231546?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> 真実を理解する </div> <div class="table-of-contents__item-duration"> 2分23秒 </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button show-more-less__button--hide" aria-expanded="true" 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href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/2119816?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="true"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> データガバナンスについて学ぶ </div> <div class="table-of-contents__item-duration"> 3分31秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4230510?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> ソースデータを理解する </div> <div class="table-of-contents__item-duration"> 3分20秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/2120555?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> フラットファイルを扱う </div> <div class="table-of-contents__item-duration"> 7分37秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4232563?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> 接続を使う </div> <div class="table-of-contents__item-duration"> 2分18秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate 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table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> データのETLを理解する </div> <div class="table-of-contents__item-duration"> 1分29秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4229849?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Excelのマクロを使ってデータをクリーニングする </div> <div class="table-of-contents__item-duration"> 6分16秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4232561?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Power Queryを使ってデータをクリーニングする </div> <div class="table-of-contents__item-duration"> 6分37秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/2118831?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> 再利用可能なデータを扱う </div> <div class="table-of-contents__item-duration"> 4分58秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4232560?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> クエリを使ってデータをモデリングする </div> <div class="table-of-contents__item-duration"> 8分39秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4231545?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Power Queryでデータモデリングを行う </div> <div class="table-of-contents__item-duration"> 10分8秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4232559?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> 練習問題：Power Queryでヘッダーの名前を変更する </div> <div class="table-of-contents__item-duration"> 43秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4228814?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> 解答：Power Queryでのヘッダーの名前の変更 </div> <div class="table-of-contents__item-duration"> 4分9秒 </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 7. データアナリストに共通するテクニックを適用する <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 7. データアナリストに共通するテクニックを適用する <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4228813?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status 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class="table-of-contents__item-title"> 重複を検索・削除する </div> <div class="table-of-contents__item-duration"> 7分25秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/2119818?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> 大文字・小文字を変更する／値を置換する </div> <div class="table-of-contents__item-duration"> 3分37秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4228812?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> 列をマージしてデータを結合する </div> <div class="table-of-contents__item-duration"> 4分30秒 </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://jp.linkedin.com/learning/learning-data-analytics-1-foundations-21067048/4230508?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" 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<li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/project-management-16114554?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> プロジェクトマネジメント </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/marketing-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> マーケティング </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/leadership-and-management-16115192?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> リーダーシップ／マネジメント </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/training-and-education?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> 中小企業／起業家精神 </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/human-resources-16112716?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> 人事管理 </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/business-analysis-and-strategy?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> 企業分析と戦略 </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" 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babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> クリエイティブトピックを検索 </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/aec?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> AEC </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/user-experience-16114555?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> UX (ユーザー体験） </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/animation-and-illustration?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> アニメーション／イラスト </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/web-design-and-ux?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> ウェブデザイン </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/audio-and-music?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> オーディオ／音楽 </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/graphic-design-16116191?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> グラフィックデザイン </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/motion-graphics-and-vfx-16112718?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> モーショングラフィックス／視覚効果 </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/digital-imaging-photography-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> 写真撮影 </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/video-audio-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" 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href="https://jp.linkedin.com/learning/topics/security?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> サイバーセキュリティ </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/software-development-8568572?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> ソフトウェア開発 </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://jp.linkedin.com/learning/topics/data-science-16115196?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> データサイエンス </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" 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data-locale="ar_AE" role="menuitem" lang="ar_AE"> العربية (アラビア語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="বাংলা (ベンガル語)" 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 (ベンガル語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Čeština (チェコ語)" 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 (チェコ語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Dansk (デンマーク語)" 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 (デンマーク語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Deutsch (ドイツ語)" 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 (ドイツ語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Ελληνικά (ギリシャ語)" 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data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (パンジャブ語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Polski (ポーランド語)" 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 (ポーランド語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Português (ポルトガル語)" 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 (ポルトガル語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Română (ルーマニア語)" 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 (ルーマニア語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Русский (ロシア語)" 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 (ロシア語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Svenska (スウェーデン語)" 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 (スウェーデン語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="తెలుగు (テルグ語)" 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 (テルグ語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="ภาษาไทย (タイ語)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (タイ語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Tagalog (タガログ語)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (タガログ語) </button> </li> <li class="language-selector__item" role="presentation">  <button aria-label="Türkçe (トルコ語)" 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 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