{"id":27748,"date":"2025-12-10T08:01:52","date_gmt":"2025-12-10T07:01:52","guid":{"rendered":"https:\/\/jobsdz.com\/2025\/12\/%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d9%81%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%af%d9%84%d9%8a%d9%84-%d8%b4%d8%a7%d9%85%d9%84-%d9%84%d9%84%d8%ae%d8%b7\/"},"modified":"2025-12-10T08:01:52","modified_gmt":"2025-12-10T07:01:52","slug":"%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d9%81%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%af%d9%84%d9%8a%d9%84-%d8%b4%d8%a7%d9%85%d9%84-%d9%84%d9%84%d8%ae%d8%b7","status":"publish","type":"post","link":"https:\/\/jobsdz.com\/ar\/2025\/12\/%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d9%81%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%af%d9%84%d9%8a%d9%84-%d8%b4%d8%a7%d9%85%d9%84-%d9%84%d9%84%d8%ae%d8%b7\/","title":{"rendered":"\u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 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\u0623\u0648 &#8220;\u0645\u0627 \u0647\u064a \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u0639\u0645\u0644\u0627\u0626\u0646\u0627 \u0627\u0644\u0623\u0643\u062b\u0631 \u0648\u0644\u0627\u0621\u064b\u061f&#8221;.<\/li>\n<li><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Collection):<\/strong> \u064a\u062a\u0645 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM)\u060c \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628\u060c \u0627\u0633\u062a\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0644\u0631\u0623\u064a\u060c \u0623\u0648 \u062d\u062a\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u0639\u0645\u0648\u0645.<\/li>\n<li><strong>\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Cleaning):<\/strong> \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u0627\u064b \u0644\u0644\u0648\u0642\u062a \u063a\u0627\u0644\u0628\u0627\u064b. \u062a\u062a\u0636\u0645\u0646 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0643\u0631\u0631\u0629\u060c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0645\u0644\u0629\u060c \u0648\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Analysis):<\/strong> \u0647\u0646\u0627 \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0642\u062f \u064a\u0634\u0645\u0644 \u0630\u0644\u0643 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0635\u0641\u064a (\u0645\u0627\u0630\u0627 \u062d\u062f\u062b\u061f)\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0634\u062e\u064a\u0635\u064a (\u0644\u0645\u0627\u0630\u0627 \u062d\u062f\u062b\u061f)\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u064a (\u0645\u0627\u0630\u0627 \u0633\u064a\u062d\u062f\u062b\u061f).<\/li>\n<li><strong>\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u062a\u0635\u0648\u0631\u0647\u0627 (Interpretation and Visualization):<\/strong> \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0641\u0647\u0645. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Tableau \u0623\u0648 Power BI \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u062a\u0631\u0648\u064a \u0642\u0635\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u0642\u0646\u0639\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u063a\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u064a\u0646.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u0641\u0627\u0631\u0642 \u0628\u064a\u0646 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062a\u0645 \u0627\u0644\u062e\u0644\u0637 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u062b\u0644\u0627\u062b\u0629\u060c \u0644\u0643\u0646 \u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u062a\u0631\u0643\u064a\u0632 \u0648\u0645\u0633\u0624\u0648\u0644\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0648\u0642\u0627\u062a \u0623\u0645\u0631 \u062d\u0627\u0633\u0645 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0630\u064a \u064a\u0646\u0627\u0633\u0628\u0643. \u064a\u0648\u0636\u062d \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0627\u0644\u0641\u0631\u0648\u0642\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0628\u064a\u0646\u0647\u0645:<\/p>\n<table style=\"width:100%; border-collapse: collapse;\">\n<thead>\n<tr style=\"background-color:#f2f2f2;\">\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0648\u0638\u064a\u0641\u064a<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0630\u064a \u064a\u062c\u064a\u0628 \u0639\u0644\u064a\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Analyst)<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0641\u0647\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0633\u0627\u0628\u0642 \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">SQL, Excel, Tableau\/Power BI, \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0648\u0635\u0641\u064a, \u0627\u0644\u062a\u0648\u0627\u0635\u0644.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">&#8220;\u0645\u0627\u0630\u0627 \u062d\u062f\u062b \u0648\u0644\u0645\u0627\u0630\u0627\u061f&#8221;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Scientist)<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">Python\/R, Machine Learning, \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0645\u062a\u0642\u062f\u0645, \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">&#8220;\u0645\u0627\u0630\u0627 \u0633\u064a\u062d\u062f\u062b \u0648\u0645\u0627 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0645\u0633\u0627\u0631 \u0644\u0644\u0639\u0645\u0644\u061f&#8221;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Engineer)<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0628\u0646\u0627\u0621 \u0648\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0628\u062c\u0645\u0639 \u0648\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">ETL, Big Data Technologies (Hadoop, Spark), \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a, Python\/Java.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">&#8220;\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u0627 \u0636\u0645\u0627\u0646 \u0648\u0635\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u061f&#8221;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> &#8220;\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062c\u0648\u0647\u0631\u0647 \u0647\u0648 \u0641\u0646 \u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0635. \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0647\u064a \u0645\u062c\u0631\u062f \u0623\u062f\u0648\u0627\u062a\u060c \u0644\u0643\u0646 \u0627\u0644\u0642\u0635\u0629 \u0627\u0644\u0645\u0642\u0646\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u0628\u0646\u064a\u0647\u0627 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u062a\u064a \u062a\u062f\u0641\u0639 \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0641\u064a \u0623\u064a \u0645\u0624\u0633\u0633\u0629. \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0639\u0638\u064a\u0645 \u0644\u064a\u0633 \u0645\u0646 \u064a\u062c\u062f \u0627\u0644\u0646\u0645\u0637\u060c \u0628\u0644 \u0645\u0646 \u064a\u0633\u062a\u0637\u064a\u0639 \u0634\u0631\u062d \u0623\u0647\u0645\u064a\u062a\u0647 \u0628\u0648\u0636\u0648\u062d.&#8221;<\/p>\n<\/blockquote>\n<h2>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0627\u062c\u062d<\/h2>\n<p>\u0644\u0643\u064a \u062a\u062a\u0645\u064a\u0632 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0645\u062a\u0644\u0643 \u0645\u0632\u064a\u062c\u0627\u064b \u0645\u062a\u0648\u0627\u0632\u0646\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0635\u0639\u0628\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0627\u0644\u0646\u0627\u0639\u0645\u0629. \u0641\u0628\u064a\u0646\u0645\u0627 \u062a\u0645\u0646\u062d\u0643 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u062a\u0645\u0643\u0646\u0643 \u0645\u0646 \u062a\u062d\u0648\u064a\u0644 \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0625\u0644\u0649 \u062a\u0623\u062b\u064a\u0631 \u0645\u0644\u0645\u0648\u0633.<\/p>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 (Hard Skills): \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062d\u0631\u0641\u0629<\/h3>\n<p>\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u064a\u0648\u0645\u064a\u0627\u064b. \u0625\u062a\u0642\u0627\u0646\u0647\u0627 \u0644\u064a\u0633 \u062e\u064a\u0627\u0631\u0627\u064b\u060c \u0628\u0644 \u0636\u0631\u0648\u0631\u0629. <a href=\"https:\/\/jobsdz.com\/?p=26585\">\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645<\/a> \u062a\u062a\u0637\u0648\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u0648\u0644\u0643\u0646 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u0638\u0644 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u062b\u0627\u0628\u062a\u0629:<\/p>\n<ul>\n<li><strong>\u0644\u063a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 (SQL):<\/strong> \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0648\u062f\u0645\u062c\u0647\u0627 \u0648\u062a\u0635\u0641\u064a\u062a\u0647\u0627 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n<li><strong>\u0628\u0631\u0646\u0627\u0645\u062c Excel \u0627\u0644\u0645\u062a\u0642\u062f\u0645:<\/strong> \u0644\u0627 \u062a\u0633\u062a\u0647\u0646 \u0628\u0642\u0648\u0629 Excel. \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0645\u062d\u0648\u0631\u064a\u0629 (PivotTables)\u060c \u0648\u062f\u0648\u0627\u0644 \u0627\u0644\u0628\u062d\u062b (like VLOOKUP\/HLOOKUP)\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0648\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u062c\u0639\u0644\u0643 \u0641\u0639\u0627\u0644\u0627\u064b \u0644\u0644\u063a\u0627\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0639\u0629.<\/li>\n<li><strong>\u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 (Python \u0623\u0648 R):<\/strong> Python\u060c \u0628\u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0645\u062b\u0644 Pandas, NumPy, \u0648 Matplotlib\u060c \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627. R \u0644\u0627 \u062a\u0632\u0627\u0644 \u0642\u0648\u064a\u0629 \u062c\u062f\u0627\u064b \u0641\u064a \u0627\u0644\u0623\u0648\u0633\u0627\u0637 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0628\u062d\u062b\u064a\u0629.<\/li>\n<li><strong>\u0623\u062f\u0648\u0627\u062a \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Visualization Tools):<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Tableau, Microsoft Power BI, \u0623\u0648 Google Data Studio \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0648\u0645\u0642\u0646\u0639\u0629 \u0628\u0635\u0631\u064a\u0627\u064b \u0647\u064a \u0645\u0647\u0627\u0631\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u0627\u0626\u062c\u0643.<\/li>\n<li><strong>\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a:<\/strong> \u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062f\u0631\u062c\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0648\u0644\u0643\u0646 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0641\u0647\u0645 \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a\u060c \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629\u060c \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0644\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0641\u0633\u064a\u0631 \u0646\u062a\u0627\u0626\u062c\u0643 \u0628\u062b\u0642\u0629.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 (Soft Skills): \u062c\u0633\u0631 \u0627\u0644\u062a\u0648\u0627\u0635\u0644<\/h3>\n<p>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u062d\u062f\u0647\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a. \u0641\u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u062c\u0633\u0631 \u0628\u064a\u0646 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u0627\u0644\u0645 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0648\u0647\u0630\u0627 \u064a\u062a\u0637\u0644\u0628 \u0645\u0647\u0627\u0631\u0627\u062a \u062a\u0648\u0627\u0635\u0644 \u0642\u0648\u064a\u0629. <a href=\"https:\/\/jobsdz.com\/?p=26332\">\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0644\u062a\u0637\u0648\u064a\u0631\u0647\u0627<\/a> \u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u0645\u0628\u0627\u0644\u063a\u0629 \u0641\u064a\u0647\u0627\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644.<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0646\u0642\u062f\u064a (Critical Thinking):<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0639\u064a\u0646 \u0627\u0644\u0634\u0643\u060c \u0648\u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629\u060c \u0648\u062a\u062d\u062f\u064a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a. \u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0643\u064a \u0627\u0644\u0642\u0635\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629\u061f \u0645\u0627 \u0647\u064a \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u064a\u062c\u0629\u061f<\/li>\n<li><strong>\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a (Problem-Solving):<\/strong> \u0643\u0644 \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0633 \u0645\u0634\u0643\u0644\u0629 \u0628\u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u0644\u062d\u0644. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0645\u0646\u0647\u062c\u064a\u0629 \u0645\u0646\u0638\u0645\u0629 \u0644\u062a\u0641\u0643\u064a\u0643 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a\u0647\u0627.<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0648\u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0635 (Communication and Storytelling):<\/strong> \u0643\u0645\u0627 \u0630\u0643\u0631\u0646\u0627 \u0633\u0627\u0628\u0642\u0627\u064b\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u0634\u0631\u062d \u0646\u062a\u0627\u0626\u062c\u0643 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u062c\u0645\u0647\u0648\u0631 \u063a\u064a\u0631 \u062a\u0642\u0646\u064a (\u0645\u062b\u0644 \u0627\u0644\u0645\u062f\u064a\u0631\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646 \u0623\u0648 \u0641\u0631\u0642 \u0627\u0644\u062a\u0633\u0648\u064a\u0642) \u0628\u0637\u0631\u064a\u0642\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u0648\u062c\u0632\u0629 \u0648\u0645\u0642\u0646\u0639\u0629.<\/li>\n<li><strong>\u0627\u0644\u0641\u0637\u0646\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 (Business Acumen):<\/strong> \u0641\u0647\u0645 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0647\u0627 \u0648\u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u0645\u064a \u0625\u0644\u064a\u0647\u0627 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a. \u0623\u0641\u0636\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0647\u064a \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0628\u0637 \u0645\u0628\u0627\u0634\u0631\u0629 \u0628\u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0644\u0644\u0639\u0645\u0644.<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u062d\u0642\u064a\u0642\u0629 \u0635\u0627\u062f\u0645\u0629:<\/strong> \u062a\u0634\u064a\u0631 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0642\u0635\u0627\u0626\u064a\u0629 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0625\u0644\u0649 \u0623\u0646 \u0645\u062d\u0644\u0644\u064a \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0642\u0636\u0648\u0646 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 80% \u0645\u0646 \u0648\u0642\u062a\u0647\u0645 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u062c\u0645\u0639 \u0648\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u0639\u0644\u064a. \u0647\u0630\u0627 \u064a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u0629 \u0625\u062a\u0642\u0627\u0646 \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062c\u0639\u0644 \u0639\u0645\u0644\u0643 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/blockquote>\n<h2>\u062e\u0627\u0631\u0637\u0629 \u0627\u0644\u0637\u0631\u064a\u0642: \u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629<\/h2>\n<p>\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u062f \u064a\u0628\u062f\u0648 \u0634\u0627\u0642\u0627\u064b\u060c \u0648\u0644\u0643\u0646 \u064a\u0645\u0643\u0646 \u062a\u062d\u0642\u064a\u0642\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0646\u0647\u062c \u0645\u0646\u0638\u0645 \u0648\u0645\u062f\u0631\u0648\u0633. \u0644\u0627 \u064a\u0648\u062c\u062f \u0637\u0631\u064a\u0642 \u0648\u0627\u062d\u062f \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u062c\u0645\u064a\u0639\u060c \u0648\u0644\u0643\u0646 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u062a\u0645\u062b\u0644 \u0645\u0633\u0627\u0631\u0627\u064b \u0645\u062c\u0631\u0628\u0627\u064b \u0648\u0641\u0639\u0627\u0644\u0627\u064b.<\/p>\n<h3>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u0628\u0646\u0627\u0621 \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a<\/h3>\n<p>\u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0642\u0648\u064a \u0647\u0648 \u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0646\u062c\u0627\u062d \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644. \u0644\u062f\u064a\u0643 \u0639\u062f\u0629 \u062e\u064a\u0627\u0631\u0627\u062a\u060c \u0648\u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u0625\u064a\u062c\u0627\u0628\u064a\u0627\u062a\u0647 \u0648\u0633\u0644\u0628\u064a\u0627\u062a\u0647:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u062c\u0627\u0645\u0639\u064a\u0629:<\/strong> \u062f\u0631\u062c\u0629 \u0627\u0644\u0628\u0643\u0627\u0644\u0648\u0631\u064a\u0648\u0633 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0639\u0644\u0648\u0645 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631\u060c \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u060c \u0623\u0648 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u062a\u0648\u0641\u0631 \u0623\u0633\u0627\u0633\u0627\u064b \u0646\u0638\u0631\u064a\u0627\u064b \u0645\u062a\u064a\u0646\u0627\u064b. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0647\u064a \u0644\u064a\u0633\u062a \u0634\u0631\u0637\u0627\u064b \u0635\u0627\u0631\u0645\u0627\u064b \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0628\u062f\u064a\u0644 \u0642\u0648\u064a.<\/li>\n<li><strong>\u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629:<\/strong> \u0628\u0631\u0627\u0645\u062c \u0645\u062b\u0644 Google Data Analytics Professional Certificate \u0623\u0648 IBM Data Analyst Professional Certificate \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <a href=\"https:\/\/www.coursera.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Coursera<\/a> \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0632\u0648\u064a\u062f\u0643 \u0628\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0641\u062a\u0631\u0629 \u0632\u0645\u0646\u064a\u0629 \u0623\u0642\u0635\u0631.<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0627\u062a\u064a \u0648\u0627\u0644\u0645\u0639\u0633\u0643\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 (Bootcamps):<\/strong> \u062e\u064a\u0627\u0631 \u0645\u0645\u062a\u0627\u0632 \u0644\u0645\u0646 \u0644\u062f\u064a\u0647\u0645 \u062f\u0627\u0641\u0639 \u0630\u0627\u062a\u064a. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0635\u0627\u062f\u0631 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0645\u062f\u0641\u0648\u0639\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0644\u0643\u0646 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0623\u0645\u0631 \u0627\u0646\u0636\u0628\u0627\u0637\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b. \u0627\u0644\u0645\u0639\u0633\u0643\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u062a\u0642\u062f\u0645 \u062a\u062c\u0631\u0628\u0629 \u0645\u0643\u062b\u0641\u0629 \u0648\u0645\u0648\u062c\u0647\u0629 \u0646\u062d\u0648 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639.<\/li>\n<\/ul>\n<p><strong>\u0646\u0635\u064a\u062d\u062a\u0646\u0627\u061f<\/strong> \u0627\u0628\u062f\u0623 \u0628\u0634\u0647\u0627\u062f\u0629 \u0645\u0647\u0646\u064a\u0629 \u0645\u0646\u0638\u0645\u0629. \u0633\u062a\u0645\u0646\u062d\u0643 \u0645\u0646\u0647\u062c\u0627\u064b \u0648\u0627\u0636\u062d\u0627\u064b\u060c \u0648\u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629\u060c \u0648\u0634\u0647\u0627\u062f\u0629 \u0645\u0639\u062a\u0631\u0641 \u0628\u0647\u0627 \u064a\u0645\u0643\u0646\u0643 \u0625\u0636\u0627\u0641\u062a\u0647\u0627 \u0625\u0644\u0649 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0645\u0644\u0641\u0643 \u0639\u0644\u0649 \u0644\u064a\u0646\u0643\u062f\u0625\u0646.<\/p>\n<h3>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0648\u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639<\/h3>\n<p>\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0644\u0627 \u0642\u064a\u0645\u0629 \u0644\u0647\u0627 \u0628\u062f\u0648\u0646 \u062a\u0637\u0628\u064a\u0642 \u0639\u0645\u0644\u064a. \u0628\u0646\u0627\u0621 \u0645\u062d\u0641\u0638\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 (Portfolio) \u0647\u0648 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0644\u0625\u062b\u0628\u0627\u062a \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646. \u0644\u0627 \u062a\u0646\u062a\u0638\u0631 \u062d\u062a\u0649 \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0644\u062a\u0628\u062f\u0623 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<ul>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629:<\/strong> \u0645\u0648\u0627\u0642\u0639 \u0645\u062b\u0644 <a href=\"https:\/\/www.kaggle.com\/datasets\" target=\"_blank\" rel=\"noopener noreferrer\">Kaggle<\/a>\u060c \u0648 Google Dataset Search\u060c \u0648\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 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\u0627\u0647\u062a\u0645\u0627\u0645\u0643 \u0633\u064a\u0628\u0642\u064a\u0643 \u0645\u062a\u062d\u0645\u0633\u0627\u064b.<\/li>\n<li><strong>\u0648\u062b\u0651\u0642 \u0639\u0645\u0644\u0643:<\/strong> \u0644\u0627 \u062a\u0642\u0645 \u0628\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0641\u0642\u0637. \u0627\u0643\u062a\u0628 \u0639\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0627\u062a\u0628\u0639\u062a\u0647\u0627 \u0641\u064a \u0645\u062f\u0648\u0646\u0629 \u0623\u0648 \u0639\u0644\u0649 GitHub. \u0627\u0634\u0631\u062d \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0630\u064a \u0643\u0646\u062a \u062a\u062d\u0627\u0648\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u064a\u0647\u060c \u0648\u0643\u064a\u0641 \u0642\u0645\u062a \u0628\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0627 \u0647\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a 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\u0627\u0644\u0648\u0642\u062a \u0644\u062a\u0633\u0648\u064a\u0642 \u0646\u0641\u0633\u0643. \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0645\u0644\u0641\u0643 \u0627\u0644\u0634\u062e\u0635\u064a \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0647\u0645\u0627 \u0628\u0637\u0627\u0642\u062a\u0643 \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u064a\u0629 \u0627\u0644\u0623\u0648\u0644\u0649.<\/p>\n<ul>\n<li><strong>\u062e\u0635\u0635 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0643\u0644 \u0648\u0638\u064a\u0641\u0629:<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u0631\u0633\u0627\u0644 \u0633\u064a\u0631\u0629 \u0630\u0627\u062a\u064a\u0629 \u0639\u0627\u0645\u0629\u060c \u0642\u0645 \u0628\u062a\u0639\u062f\u064a\u0644\u0647\u0627 \u0644\u062a\u0633\u0644\u064a\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u0635\u0644\u0629 \u0628\u0627\u0644\u0648\u0635\u0641 \u0627\u0644\u0648\u0638\u064a\u0641\u064a.<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629:<\/strong> \u062a\u0641\u062d\u0635 \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0644\u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0644\u0627\u062d\u0638 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (SQL, Python, Tableau). \u062a\u0623\u0643\u062f \u0645\u0646 \u062a\u0636\u0645\u064a\u0646\u0647\u0627 \u0641\u064a \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0645\u0644\u0641\u0643.<\/li>\n<li><strong>\u0628\u0646\u0627\u0621 \u0645\u0644\u0641 \u0645\u0647\u0646\u064a \u0642\u0648\u064a:<\/strong> \u0645\u0644\u0641\u0643 \u0627\u0644\u0634\u062e\u0635\u064a \u0639\u0644\u0649 \u0644\u064a\u0646\u0643\u062f\u0625\u0646 \u0644\u0627 \u064a\u0642\u0644 \u0623\u0647\u0645\u064a\u0629 \u0639\u0646 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629. \u062a\u0639\u0644\u0645 <a href=\"https:\/\/jobsdz.com\/?p=27340\">\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0645\u0644\u0641 \u0645\u0647\u0646\u064a \u0639\u0644\u0649 \u0644\u064a\u0646\u0643\u062f\u0625\u0646: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u062a\u0645\u064a\u0632<\/a>\u060c \u0648\u0627\u0639\u0631\u0636 \u0645\u0634\u0627\u0631\u064a\u0639\u0643\u060c \u0648\u0627\u0637\u0644\u0628 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u0646 \u0627\u0644\u0632\u0645\u0644\u0627\u0621 \u0623\u0648 \u0627\u0644\u0645\u0648\u062c\u0647\u064a\u0646.<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> &#8220;\u0645\u0634\u0631\u0648\u0639 \u0648\u0627\u062d\u062f \u0645\u0643\u062a\u0645\u0644 \u0648\u0645\u0648\u062b\u0642 \u062c\u064a\u062f\u0627\u064b \u064a\u0639\u0631\u0636 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0623\u0643\u0645\u0644\u0647\u0627 (\u0645\u0646 \u0627\u0644\u062a\u0646\u0638\u064a\u0641 \u0625\u0644\u0649 \u0627\u0644\u062a\u0635\u0648\u0631) \u0647\u0648 \u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629 \u0641\u064a \u0645\u062d\u0641\u0638\u062a\u0643 \u0645\u0646 \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0645\u0644\u0629. \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0639\u0645\u0642 \u064a\u062a\u0641\u0648\u0642\u0627\u0646 \u062f\u0627\u0626\u0645\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0643\u0645\u064a\u0629.&#8221;<\/p>\n<\/blockquote>\n<h2>\u064a\u0648\u0645 \u0641\u064a \u062d\u064a\u0627\u0629 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a: \u0645\u0647\u0627\u0645 \u0648\u0645\u0633\u0624\u0648\u0644\u064a\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629<\/h2>\n<p>\u0644\u0641\u0647\u0645 \u0627\u0644\u062f\u0648\u0631 \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0642\u060c \u062f\u0639\u0646\u0627 \u0646\u062a\u062e\u064a\u0644 \u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0648\u0627\u0642\u0639\u064a. \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646\u0643 \u062a\u0639\u0645\u0644 \u0643\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0634\u0631\u0643\u0629 \u062a\u062c\u0627\u0631\u0629 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629. \u064a\u0623\u062a\u064a 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\u0644\u062a\u062d\u062f\u064a\u062f &#8220;\u0627\u0644\u0646\u062c\u0627\u062d&#8221;. \u0647\u0644 \u0647\u0648 \u0639\u062f\u062f \u0627\u0644\u0646\u0642\u0631\u0627\u062a\u061f \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 (Conversion Rate)\u061f \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a (ROAS)\u061f \u062a\u062d\u062f\u062f\u0648\u0646 \u0645\u0639\u0627\u064b \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (KPIs) \u0627\u0644\u062a\u064a \u0633\u062a\u0633\u062a\u062e\u062f\u0645\u0648\u0646\u0647\u0627 \u0644\u0644\u062a\u0642\u064a\u064a\u0645.<\/li>\n<li><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (10:00 \u0635\u0628\u0627\u062d\u0627\u064b):<\/strong> \u062a\u0643\u062a\u0628 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a SQL \u0644\u0633\u062d\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u0631\u0643\u0629. \u062a\u0642\u0648\u0645 \u0623\u064a\u0636\u0627\u064b \u0628\u062a\u0635\u062f\u064a\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062f\u0627\u0621 \u0627\u0644\u062d\u0645\u0644\u0629 \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a (\u0645\u062b\u0644 Facebook Ads \u0623\u0648 Google Analytics).<\/li>\n<li><strong>\u062a\u0646\u0638\u064a\u0641 \u0648\u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (11:00 \u0635\u0628\u0627\u062d\u0627\u064b &#8211; 1:00 \u0638\u0647\u0631\u0627\u064b):<\/strong> \u062a\u0643\u062a\u0634\u0641 \u0623\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0642\u062a \u0641\u064a \u0623\u062d\u062f \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0628\u062a\u0646\u0633\u064a\u0642 \u0645\u062e\u062a\u0644\u0641 \u0639\u0646 \u0627\u0644\u0622\u062e\u0631. \u062a\u0644\u0627\u062d\u0638 \u0648\u062c\u0648\u062f \u0628\u0639\u0636 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u0643\u0631\u0631\u0629. \u062a\u0633\u062a\u062e\u062f\u0645 Python (\u0645\u0643\u062a\u0628\u0629 Pandas) \u0644\u062a\u0646\u0638\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0641\u0648\u0636\u0649 \u0648\u062f\u0645\u062c \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0645\u0644\u0641 \u0648\u0627\u062d\u062f \u0646\u0638\u064a\u0641 \u0648\u062c\u0627\u0647\u0632 \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 (2:00 \u0645\u0633\u0627\u0621\u064b &#8211; 4:00 \u0645\u0633\u0627\u0621\u064b):<\/strong> \u062a\u0628\u062f\u0623 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629. \u062a\u062d\u0633\u0628 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u060c \u0648\u062a\u0642\u0627\u0631\u0646 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0642\u0628\u0644 \u0648\u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062d\u0645\u0644\u0629\u060c \u0648\u062a\u0642\u0648\u0645 \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062d\u0633\u0628 \u0627\u0644\u0642\u0646\u0627\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0631\u0643\u064a\u0628\u0629 \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<li><strong>\u0628\u0646\u0627\u0621 \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0648\u0627\u0644\u062a\u0635\u0648\u0631 (4:00 \u0645\u0633\u0627\u0621\u064b &#8211; 5:00 \u0645\u0633\u0627\u0621\u064b):<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 Tableau \u0644\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0648\u062c\u0632\u0629. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u0631\u0633\u0627\u0644 \u062c\u062f\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u060c \u062a\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u064a\u0648\u0636\u062d \u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u062d\u0645\u0644\u0629\u060c \u0648\u062e\u0631\u064a\u0637\u0629 \u062a\u0628\u0631\u0632 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c (\u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062a\u0627\u0644\u064a):<\/strong> \u062a\u0642\u062f\u0645 \u0644\u0648\u062d\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0625\u0644\u0649 \u0641\u0631\u064a\u0642 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0648\u062a\u0634\u0631\u062d \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u062a\u0648\u0635\u064a \u0628\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0639\u0644\u0649 \u0627\u0644\u0642\u0646\u0627\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 (\u0623) \u0627\u0644\u062a\u064a \u062d\u0642\u0642\u062a \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621\u060c \u0648\u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u0631\u0643\u064a\u0628\u0629 \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 (\u0628) \u0627\u0644\u062a\u064a \u0623\u0638\u0647\u0631\u062a \u0623\u0639\u0644\u0649 \u0645\u0639\u062f\u0644 \u062a\u062d\u0648\u064a\u0644.<\/li>\n<\/ol>\n<blockquote>\n<p><strong>\u0631\u0624\u064a\u0629 \u0645\u0639\u0645\u0642\u0629:<\/strong> &#8220;\u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646 \u0627\u0644\u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629 \u0644\u064a\u0633\u0648\u0627 \u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u062f\u0645\u0648\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u062a\u0639\u0642\u064a\u062f\u0627\u064b\u060c \u0628\u0644 \u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u0645\u0643\u0646\u0647\u0645 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u062a\u0648\u0635\u064a\u0627\u062a \u0623\u0639\u0645\u0627\u0644 \u0628\u0633\u064a\u0637\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630. \u0647\u062f\u0641\u0643 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u0644\u064a\u0633 \u0639\u0631\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0644 \u0642\u064a\u0627\u062f\u0629 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0641\u0636\u0644.&#8221;<\/p>\n<\/blockquote>\n<h2>\u0645\u0633\u0627\u0631\u0627\u062a \u0645\u0647\u0646\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0631\u0648\u0627\u062a\u0628<\/h2>\n<p>\u0648\u0638\u064a\u0641\u0629 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u064a\u0633\u062a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u060c \u0628\u0644 \u0647\u064a \u0646\u0642\u0637\u0629 \u0627\u0646\u0637\u0644\u0627\u0642 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u0645\u0631\u0628\u062d\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u062e\u0637\u064a\u0637 \u062a\u0637\u0648\u0631\u0643 \u0627\u0644\u0645\u0647\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644.<\/p>\n<h3>\u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0648\u0638\u064a\u0641\u064a: \u0645\u0646 \u0645\u062d\u0644\u0644 \u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u062e\u0628\u064a\u0631<\/h3>\n<p>\u0639\u0627\u062f\u0629 \u0645\u0627 \u064a\u0628\u062f\u0623 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u0647\u0646\u064a \u0628\u062f\u0648\u0631 &#8220;\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u062a\u062f\u0626&#8221; (Junior Data Analyst) \u062d\u064a\u062b \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0648\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0639 \u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u062e\u0628\u0631\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0642\u062f\u0645 \u0625\u0644\u0649:<\/p>\n<ul>\n<li><strong>\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648\u0644 (Senior Data Analyst):<\/strong> \u062a\u062a\u0648\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u0627\u064b\u060c \u0648\u062a\u0642\u0648\u0645 \u0628\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u060c \u0648\u062a\u0634\u0627\u0631\u0643 \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0642 \u0641\u064a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/li>\n<li><strong>\u0645\u062f\u064a\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a (Analytics Manager):<\/strong> \u062a\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u062f\u0648\u0631 \u0642\u064a\u0627\u062f\u064a\u060c \u062d\u064a\u062b \u062a\u062f\u064a\u0631 \u0641\u0631\u064a\u0642\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646\u060c \u0648\u062a\u062d\u062f\u062f \u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639\u060c \u0648\u062a\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0645\u0646 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u0644\u064a\u0627.<\/li>\n<li><strong>\u0627\u0644\u062a\u062e\u0635\u0635 \u0641\u064a \u0645\u062c\u0627\u0644 \u0645\u0639\u064a\u0646:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0623\u0646 \u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u0627\u064b \u0641\u064a \u0645\u062c\u0627\u0644 \u0645\u0639\u064a\u0646 \u0645\u062b\u0644 \u0645\u062d\u0644\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0645\u062d\u0644\u0644 \u0645\u0627\u0644\u064a\u060c \u0623\u0648 \u0645\u062d\u0644\u0644 \u0639\u0645\u0644\u064a\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0623\u062f\u0648\u0627\u0631 \u0630\u0627\u062a \u0635\u0644\u0629:<\/strong> \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0633\u0628\u0647\u0627 \u0643\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0641\u062a\u062d \u0627\u0644\u0623\u0628\u0648\u0627\u0628 \u0623\u0645\u0627\u0645 \u0623\u062f\u0648\u0627\u0631 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Scientist)\u060c \u0623\u0648 \u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning Engineer)\u060c \u0623\u0648 \u062d\u062a\u0649 \u0645\u062d\u0644\u0644 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (Business Intelligence Analyst). <a href=\"https:\/\/jobsdz.com\/?p=26577\">\u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u0628\u062f\u0621 \u0648\u0627\u0644\u0646\u062c\u0627\u062d<\/a> \u0647\u0648 \u062e\u0637\u0648\u0629 \u062a\u0627\u0644\u064a\u0629 \u0637\u0628\u064a\u0639\u064a\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0645\u0648\u062d\u064a\u0646.<\/li>\n<\/ul>\n<h3>\u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629: \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0645\u0624\u062b\u0631\u0629<\/h3>\n<p>\u062a\u0639\u062a\u0628\u0631 \u0631\u0648\u0627\u062a\u0628 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u062a\u0646\u0645\u0648 \u0628\u0627\u0637\u0631\u0627\u062f \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0637\u0644\u0628. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0623\u0646 \u0646\u0641\u0647\u0645 \u0623\u0646 \u0627\u0644\u0631\u0627\u062a\u0628 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062e\u062a\u0644\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u062f\u0629 \u0639\u0648\u0627\u0645\u0644\u060c \u0648\u0647\u0630\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062a\u062d\u062f\u064a\u062f \u0631\u0642\u0645 \u062b\u0627\u0628\u062a. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643\u060c \u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0639\u0644\u064a\u0647\u0627 \u0644\u0632\u064a\u0627\u062f\u0629 \u0625\u0645\u0643\u0627\u0646\u0627\u062a\u0643 \u0641\u064a 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\u0643\u0644\u0645\u0627 \u0632\u0627\u062f\u062a \u062e\u0628\u0631\u062a\u0643 \u0648\u0642\u062f\u0631\u062a\u0643 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0632\u0627\u062f \u0631\u0627\u062a\u0628\u0643.<\/li>\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u0634\u0631\u0643\u0629 \u0648\u0627\u0644\u0635\u0646\u0627\u0639\u0629:<\/strong> \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u062a\u0645\u064a\u0644 \u0625\u0644\u0649 \u062f\u0641\u0639 \u0631\u0648\u0627\u062a\u0628 \u0623\u0639\u0644\u0649 \u0645\u0646 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\u064a\u0645\u0643\u0646\u0647\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0648\u0627\u062a\u0628 \u0623\u0639\u0644\u0649.<\/li>\n<\/ul>\n<p>\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0641\u0643\u0631\u0629 \u062f\u0642\u064a\u0642\u0629 \u0639\u0646 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0641\u064a \u0645\u0646\u0637\u0642\u062a\u0643\u060c \u0645\u0646 \u0627\u0644\u0645\u0641\u064a\u062f \u0645\u0631\u0627\u062c\u0639\u0629 \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0623\u0648 \u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0645\u062b\u0644 \u062a\u0642\u0627\u0631\u064a\u0631 Gartner \u0623\u0648 Robert Half.<\/p>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> &#8220;\u0627\u0644\u062a\u062e\u0635\u0635 \u0641\u064a \u0645\u062c\u0627\u0644 \u0623\u0639\u0645\u0627\u0644 \u0639\u0627\u0644\u064a \u0627\u0644\u0637\u0644\u0628 (\u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0644\u0642\u0637\u0627\u0639 FinTech \u0623\u0648 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0623\u062f\u0648\u064a\u0629) \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0636\u0627\u0639\u0641 \u0645\u0646 \u0642\u064a\u0645\u062a\u0643 \u0641\u064a \u0627\u0644\u0633\u0648\u0642. \u0643\u0646 \u062e\u0628\u064a\u0631\u0627\u064b \u0644\u064a\u0633 \u0641\u0642\u0637 \u0641\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u0627\u064b \u0641\u064a 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Public.<\/li>\n<li><strong>\u0627\u0628\u062d\u062b \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u064a\u0637\u0629:<\/strong> \u0627\u0630\u0647\u0628 \u0625\u0644\u0649 Kaggle \u0648\u0627\u0628\u062d\u062b \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0648\u0646\u0638\u064a\u0641\u0629 \u062d\u0648\u0644 \u0645\u0648\u0636\u0648\u0639 \u064a\u062b\u064a\u0631 \u0627\u0647\u062a\u0645\u0627\u0645\u0643 (\u0645\u062b\u0644 &#8220;Top Spotify Songs&#8221; \u0623\u0648 &#8220;Netflix Movies and TV Shows&#8221;).<\/li>\n<li><strong>\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0623\u0648\u0644 \u0644\u0648\u062d\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0644\u0643:<\/strong> \u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u062a\u064a 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href=\"https:\/\/jobsdz.com\/ar\/wadifa\">\u0648\u0638\u0627\u0626\u0641 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 jobsdz \u0644\u0641\u0647\u0645 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u062e\u0628\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0637\u0644\u0628\u0647\u0627 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u0646\u0637\u0642\u062a\u0643. \u0633\u064a\u0633\u0627\u0639\u062f\u0643 \u0647\u0630\u0627 \u0641\u064a \u062a\u0648\u062c\u064a\u0647 \u062e\u0637\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/li>\n<\/ol>\n<h2>\u0623\u062e\u0637\u0627\u0621 \u0634\u0627\u0626\u0639\u0629 \u064a\u062c\u0628 \u062a\u062c\u0646\u0628\u0647\u0627 \u0641\u064a \u0631\u062d\u0644\u062a\u0643<\/h2>\n<p>\u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0627\u0644\u062d\u0645\u0627\u0633 \u0623\u0645\u0631 \u062c\u064a\u062f\u060c \u0641\u0625\u0646 \u062a\u062c\u0646\u0628 \u0628\u0639\u0636 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u0639\u0644\u064a\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0625\u062d\u0628\u0627\u0637. \u0643\u0646 \u0639\u0644\u0649 \u062f\u0631\u0627\u064a\u0629 \u0628\u0647\u0630\u0647 \u0627\u0644\u0641\u062e\u0627\u062e:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645:<\/strong> \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0627\u0644\u0627\u0646\u063a\u0645\u0627\u0633 \u0641\u064a \u062a\u0639\u0644\u0645 \u0623\u062d\u062f\u062b \u0623\u062f\u0627\u0629 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u0644\u0643\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0645\u0646\u0647\u062c\u064a\u0627\u062a \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0647\u0648 \u0645\u0627 \u064a\u062c\u0639\u0644\u0643 \u0645\u062d\u0644\u0644\u0627\u064b \u0641\u0639\u0627\u0644\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062a\u062a\u063a\u064a\u0631\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u062a\u0628\u0642\u0649.<\/li>\n<li><strong>\u0625\u0647\u0645\u0627\u0644 \u0623\u0647\u0645\u064a\u0629 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0642\u062f \u064a\u0628\u062f\u0648 \u0627\u0644\u0623\u0645\u0631 \u0645\u0645\u0644\u0627\u064b\u060c \u0644\u0643\u0646 \u062a\u062c\u0627\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0645\u0627 \u064a\u0639\u0631\u0641 \u0628\u0640 &#8220;\u0627\u0644\u0642\u0645\u0627\u0645\u0629 \u062a\u062f\u062e\u0644\u060c \u0627\u0644\u0642\u0645\u0627\u0645\u0629 \u062a\u062e\u0631\u062c&#8221; (Garbage In, Garbage Out). \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0637\u0626\u0629 \u0644\u0627 \u0642\u064a\u0645\u0629 \u0644\u0647\u060c \u0628\u0644 \u0642\u062f \u064a\u0643\u0648\u0646 \u0636\u0627\u0631\u0627\u064b.<\/li>\n<li><strong>\u0627\u0644\u0641\u0634\u0644 \u0641\u064a \u0641\u0647\u0645 \u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0645\u0644:<\/strong> \u062a\u0642\u062f\u064a\u0645 \u062a\u062d\u0644\u064a\u0644 \u062f\u0642\u064a\u0642 \u062a\u0642\u0646\u064a\u0627\u064b \u0648\u0644\u0643\u0646\u0647 \u0644\u0627 \u064a\u062c\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0641\u0634\u0644. \u0627\u0642\u0636\u0650 \u0648\u0642\u062a\u0627\u064b \u0641\u064a \u0641\u0647\u0645 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0642\u0628\u0644 \u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0631\u0624\u0649:<\/strong> \u0644\u0627 \u062a\u0642\u0645 \u0641\u0642\u0637 \u0628\u0639\u0631\u0636 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0648\u0627\u0644\u062c\u062f\u0627\u0648\u0644. \u0627\u0634\u0631\u062d \u0645\u0627\u0630\u0627 \u062a\u0639\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645. \u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0642\u0635\u0629 \u062d\u0648\u0644 \u0646\u062a\u0627\u0626\u062c\u0643 \u0648\u0623\u062e\u0628\u0631 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u0628\u0645\u0627 \u064a\u062c\u0628 \u0639\u0644\u064a\u0647\u0645 \u0641\u0639\u0644\u0647 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u0643.<\/li>\n<li><strong>\u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u062d\u062a\u0649 \u062a\u0635\u0628\u062d &#8220;\u062e\u0628\u064a\u0631\u0627\u064b&#8221; \u0644\u0628\u0646\u0627\u0621 \u0645\u062d\u0641\u0638\u0629 \u0645\u0634\u0627\u0631\u064a\u0639:<\/strong> \u0644\u0627 \u062a\u0642\u0639 \u0641\u064a \u0641\u062e &#8220;\u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u0627\u0644\u0645\u062d\u062a\u0627\u0644&#8221;. \u0627\u0628\u062f\u0623 \u0641\u064a \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u0622\u0646. \u0633\u062a\u062a\u0639\u0644\u0645 \u0623\u0643\u062b\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0643\u062b\u0631 \u0645\u0645\u0627 \u0633\u062a\u062a\u0639\u0644\u0645\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0634\u0627\u0647\u062f\u0629 \u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0641\u0642\u0637.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0627\u062a\u0645\u0629: \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u0646\u0641\u0637 \u0627\u0644\u062c\u062f\u064a\u062f\u060c \u0648\u0623\u0646\u062a \u0627\u0644\u0645\u0646\u0642\u0651\u0628<\/h2>\n<p>\u0644\u0642\u062f \u0623\u0635\u0628\u062d\u062a \u0645\u0647\u0646\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u0647\u0646 \u0623\u0647\u0645\u064a\u0629 \u0648\u0625\u062b\u0627\u0631\u0629 \u0641\u064a \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u0631\u0642\u0645\u064a. \u0625\u0646\u0647\u0627 \u062a\u0645\u062b\u0644 \u062a\u0642\u0627\u0637\u0639\u0627\u064b \u0641\u0631\u064a\u062f\u0627\u064b \u0628\u064a\u0646 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0645\u0633\u0627\u0631\u0627\u064b \u0645\u0647\u0646\u064a\u0627\u064b \u0645\u0644\u064a\u0626\u0627\u064b \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0641\u0643\u0631\u064a\u0629 \u0648\u0641\u0631\u0635 \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0647\u0627\u0626\u0644\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0646\u0627\u0621 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\u0627\u0644\u0639\u0627\u0644\u0645 \u0644\u062f\u064a\u0647\u0627 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0643\u0644 \u0634\u0631\u0643\u0629 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0634\u062e\u0627\u0635 \u064a\u0645\u0643\u0646\u0647\u0645 \u062a\u062d\u0648\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630. \u0627\u0644\u0641\u0631\u0635\u0629 \u0623\u0645\u0627\u0645\u0643\u060c \u0648\u0627\u0644\u0622\u0646 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0648\u0642\u062a \u0644\u0644\u0628\u062f\u0621. \u0627\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u062a\u0637\u0648\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 <a href=\"https:\/\/jobsdz.com\/ar\/blog\/\">\u0645\u062f\u0648\u0646\u062a\u0646\u0627<\/a>\u060c \u0648\u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u0633\u062a\u0639\u062f\u0627\u064b\u060c \u0642\u0645 \u0628\u0625\u0639\u062f\u0627\u062f \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0628\u062b\u0642\u0629 \u0648 <a href=\"https:\/\/jobsdz.com\/ar\/submit-resume\">\u0642\u062f\u0645\u0647\u0627 \u0644\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u064a \u062a\u0633\u062a\u062d\u0642\u0647<\/a>.<\/p>\n<h2>Sources<\/h2>\n<ul>\n<li>Coursera: <a href=\"https:\/\/www.coursera.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.coursera.org\/<\/a><\/li>\n<li>Kaggle Datasets: <a href=\"https:\/\/www.kaggle.com\/datasets\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.kaggle.com\/datasets<\/a><\/li>\n<li>Gartner Research: <a href=\"https:\/\/www.gartner.com\/en\/data-analytics\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.gartner.com\/en\/data-analytics<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u062d\u064a\u062b \u062a\u062a\u0648\u0644\u062f \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0644 \u062b\u0627\u0646\u064a\u0629\u060c \u0644\u0645 \u062a\u0639\u062f \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0631\u0641\u0627\u064b \u0641\u0643\u0631\u064a\u0627\u064b\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \u0636\u0631\u0648\u0631\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0639\u0644\u0649 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