{ "id": 19086, "date": "2026-03-04T09:08:21", "date_gmt": "2026-03-04T09:08:21", "guid": { "rendered": "https:\/\/iltc.edu.sa\/?p=19086" }, "modified": "2026-03-04T09:07:50", "modified_gmt": "2026-03-04T09:07:50", "slug": "blog-data-analysis-3", "status": "publish", "type": "post", "link": "https:\/\/iltc.edu.sa\/en_us\/blog-data-analysis-3\/", "title": { "rendered": "\u0644\u0645\u0627\u0630\u0627 \u0623\u0635\u0628\u062d \u062a\u062e\u0635\u0635 Data Analysis \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u061f" }, "content": { "rendered": "

\u0644\u0645\u0627\u0630\u0627 \u0623\u0635\u0628\u062d \u062a\u062e\u0635\u0635 Data Analysis \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u061f<\/b><\/h1>\n

 <\/p>\n

\u0645\u0627 \u0647\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/b><\/h2>\n

\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 \u062c\u0645\u0639 \u0648\u062a\u0646\u0638\u064a\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0647\u062f\u0641 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a:<\/span><\/p>\n

    \n
  • \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a<\/span><\/li>\n
  • \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641<\/span><\/li>\n
  • \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0623\u0631\u0628\u0627\u062d<\/span><\/li>\n
  • \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629<\/span><\/li>\n
  • \u062f\u0639\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631<\/span>\n

    <\/span><\/li>\n<\/ul>\n

    \u0627\u0644\u0645\u062d\u0644\u0644 \u0644\u0627 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0631\u0642\u0627\u0645 \u0641\u0642\u0637\u060c \u0628\u0644 \u064a\u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0631\u0624\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/span><\/p>\n

    \u0644\u0645\u0627\u0630\u0627 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0637\u0644\u0648\u0628 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u061f<\/b><\/h2>\n

    1\ufe0f\u20e3 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a<\/b><\/h3>\n

    \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0648\u0627\u0644\u062e\u0627\u0635\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a:<\/span><\/p>\n

      \n
    • \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621<\/span><\/li>\n
    • \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062e\u062f\u0645\u0627\u062a<\/span><\/li>\n
    • \u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/span>\n

      <\/span><\/li>\n<\/ul>\n

      2\ufe0f\u20e3 \u062a\u0646\u0648\u0639 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a<\/b><\/h3>\n

      \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0637\u0644\u0648\u0628 \u0641\u064a:<\/span><\/p>\n

        \n
      • \u0627\u0644\u0628\u0646\u0648\u0643 \u0648\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a<\/span><\/li>\n
      • \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a<\/span><\/li>\n
      • \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629<\/span><\/li>\n
      • \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0635\u062d\u064a<\/span><\/li>\n
      • \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0637\u0627\u0642\u0629<\/span><\/li>\n
      • \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629<\/span>\n

        <\/span><\/li>\n<\/ul>\n

        3\ufe0f\u20e3 \u0631\u0648\u0627\u062a\u0628 \u062a\u0646\u0627\u0641\u0633\u064a\u0629<\/b><\/h3>\n

        \u062a\u062e\u0635\u0635 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u064f\u0639\u062f \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0627\u0644\u0645\u0631\u062a\u0641\u0639\u0629 \u0646\u0633\u0628\u064a\u064b\u0627\u060c \u062e\u0627\u0635\u0629 \u0644\u0645\u0646 \u064a\u0645\u062a\u0644\u0643 \u0645\u0647\u0627\u0631\u0627\u062a \u062a\u0642\u0646\u064a\u0629 \u0642\u0648\u064a\u0629.<\/span><\/p>\n

        \u0645\u0627\u0630\u0627 \u0633\u062a\u062a\u0639\u0644\u0645 \u0641\u064a \u062f\u0648\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/b><\/h2>\n

        \u062f\u0648\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u062a\u063a\u0637\u064a \u0623\u0647\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u060c \u0645\u062b\u0644:<\/span><\/p>\n

        \u2714\ufe0f \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span>
        \n<\/span> \u2714\ufe0f Excel \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span>
        \n<\/span> \u2714\ufe0f Power BI \u0644\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629<\/span>
        \n<\/span> \u2714\ufe0f \u0623\u0633\u0627\u0633\u064a\u0627\u062a SQL<\/span>
        \n<\/span> \u2714\ufe0f \u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a<\/span>
        \n<\/span> \u2714\ufe0f Python \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span>
        \n<\/span> \u2714\ufe0f \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627<\/span>
        \n<\/span> \u2714\ufe0f \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629<\/span><\/p>\n

        \u0643\u0645\u0627 \u064a\u062a\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u0627\u0643\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/span><\/p>\n

         <\/p>\n

        \u0644\u0645\u0646 \u062a\u0646\u0627\u0633\u0628 \u062f\u0648\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/b><\/h2>\n

        \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0640:<\/span><\/p>\n

          \n
        • \u062d\u062f\u064a\u062b\u064a \u0627\u0644\u062a\u062e\u0631\u062c<\/span>
          \n<\/span>\u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0627\u0644\u0631\u0627\u063a\u0628\u064a\u0646 \u0641\u064a \u062a\u063a\u064a\u064a\u0631 \u0645\u0633\u0627\u0631\u0647\u0645 \u0627\u0644\u0645\u0647\u0646\u064a<\/span><\/li>\n
        • \u0627\u0644\u0645\u062d\u0627\u0633\u0628\u064a\u0646 \u0648\u0627\u0644\u0625\u062f\u0627\u0631\u064a\u064a\u0646<\/span><\/li>\n
        • \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646<\/span><\/li>\n
        • \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639<\/span><\/li>\n
        • \u0627\u0644\u0639\u0627\u0645\u0644\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/span>\n

          <\/span><\/li>\n<\/ul>\n

          \u062d\u062a\u0649 \u0628\u062f\u0648\u0646 \u062e\u0644\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0642\u0648\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0644\u0628\u062f\u0621 \u0628\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0648\u0631 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627.<\/span><\/p>\n

          \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0624\u0647\u0644\u0643 \u0644\u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644<\/b><\/h2>\n

          \u0628\u0639\u062f \u0625\u062a\u0645\u0627\u0645 \u062f\u0648\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0633\u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649:<\/span><\/p>\n

            \n
          • \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0627\u062d\u062a\u0631\u0627\u0641<\/span><\/li>\n
          • \u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631 \u0648\u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a (Dashboards)<\/span><\/li>\n
          • \u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n
          • \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u062d\u062f\u064a\u062b\u0629<\/span><\/li>\n
          • \u062f\u0639\u0645 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a<\/span><\/li>\n<\/ul>\n

            \u0641\u0631\u0635 \u0627\u0644\u0639\u0645\u0644 \u0628\u0639\u062f \u062f\u0648\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/b><\/h2>\n

            \u0645\u0646 \u0623\u0628\u0631\u0632 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u062a\u0627\u062d\u0629:<\/span><\/p>\n

              \n
            • \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a (Data Analyst)<\/span><\/li>\n
            • \u0645\u062d\u0644\u0644 \u0623\u0639\u0645\u0627\u0644 (Business Analyst)<\/span><\/li>\n
            • \u0645\u062d\u0644\u0644 \u062a\u0642\u0627\u0631\u064a\u0631<\/span><\/li>\n
            • \u0645\u062a\u062e\u0635\u0635 \u0630\u0643\u0627\u0621 \u0623\u0639\u0645\u0627\u0644 (BI Specialist)<\/span><\/li>\n
            • \u0645\u062d\u0644\u0644 \u062a\u0633\u0648\u064a\u0642 \u0631\u0642\u0645\u064a<\/span>\n

              <\/span><\/li>\n<\/ul>\n

              \u0648\u0645\u0639 \u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u062e\u0628\u0631\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0637\u0648\u0631 \u0625\u0644\u0649:<\/span><\/p>\n

                \n
              • \u0645\u0647\u0646\u062f\u0633 \u0628\u064a\u0627\u0646\u0627\u062a<\/span>
                \n<\/span><\/li>\n
              • \u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a<\/span>\n

                <\/span><\/li>\n<\/ul>\n

                \u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0645\u0633\u0627\u0631\u0643 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/b><\/h2>\n
                  \n
                1. \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0648\u0631\u0629 \u0645\u0639\u062a\u0645\u062f\u0629<\/span><\/li>\n
                2. \u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629<\/span><\/li>\n
                3. \u0623\u0646\u0634\u0626 Portfolio \u064a\u0639\u0631\u0636 \u0623\u0639\u0645\u0627\u0644\u0643<\/span><\/li>\n
                4. \u0637\u0648\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0631\u0636 \u0648\u0627\u0644\u062a\u0648\u0627\u0635\u0644<\/span><\/li>\n
                5. \u0627\u0633\u062a\u0645\u0631 \u0641\u064a \u062a\u0639\u0644\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629<\/span>\n

                  <\/span><\/li>\n<\/ol>\n

                  \u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/b><\/h2>\n

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                   <\/p>", "protected": false }, "excerpt": { "rendered": "

                  \u0644\u0645\u0627\u0630\u0627 \u0623\u0635\u0628\u062d \u062a\u062e\u0635\u0635 Data Analysis \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u061f   \u0645\u0627 \u0647\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 \u062c\u0645\u0639 \u0648\u062a\u0646\u0638\u064a\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0647\u062f\u0641 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u062a\u0633\u0627\u0639\u062f […]<\/p>", "protected": false }, "author": 82321, "featured_media": 19089, "comment_status": "open", "ping_status": "open", "sticky": false, "template": "", "format": "standard", "meta": { "_acf_changed": false, "inline_featured_image": false, "_monsterinsights_skip_tracking": false, "_monsterinsights_sitenote_active": false, "_monsterinsights_sitenote_note": "", "_monsterinsights_sitenote_category": 0, "footnotes": "" }, "categories": [ 308, 108 ], "tags": [], "class_list": [ "post-19086", "post", "type-post", "status-publish", "format-standard", "has-post-thumbnail", "hentry", "category-blog", "category-108" ], "acf": [], "aioseo_notices": [], "aioseo_head": "\n\t\n\t\n\t\n\t\n\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t