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\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM) \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0633\u0644\u0648\u0643\u064a\u0629 \u0645\u0639\u0642\u062f\u0629 \u062a\u062c\u064a\u0628 \u0639\u0646 \u0623\u0633\u0626\u0644\u0629 \u062d\u0627\u0633\u0645\u0629 \u0645\u062b\u0644: &#8220;\u0645\u0627 \u0647\u064a \u0646\u0642\u0627\u0637 \u0627\u0644\u0627\u062d\u062a\u0643\u0627\u0643 \u0627\u0644\u062a\u064a \u062a\u062f\u0641\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646 \u0625\u0644\u0649 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629\u061f&#8221; \u0648 &#8220;\u0645\u0627 \u0647\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062f\u0627\u0626\u0645\u0629 \u0644\u0644\u0639\u0645\u064a\u0644 (Customer Lifetime Value &#8211; CLV) \u0627\u0644\u0630\u064a \u064a\u0623\u062a\u064a \u0645\u0646 \u062d\u0645\u0644\u0627\u062a \u0641\u064a\u0633\u0628\u0648\u0643 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0636\u0648\u064a\u061f&#8221;.<\/p>\n<h3>\u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0648\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (BI)<\/h3>\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0645 \u0627\u0644\u062e\u0644\u0637 \u0628\u064a\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0648\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (Business Intelligence &#8211; BI)\u060c \u0648\u0631\u063a\u0645 \u0648\u062c\u0648\u062f \u062a\u062f\u0627\u062e\u0644 \u0643\u0628\u064a\u0631\u060c \u0625\u0644\u0627 \u0623\u0646 \u0647\u0646\u0627\u0643 \u0641\u0631\u0648\u0642\u064b\u0627 \u062c\u0648\u0647\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u0646\u0637\u0627\u0642 \u0648\u0627\u0644\u0647\u062f\u0641. \u064a\u0631\u0643\u0632 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u0646\u0638\u0631\u0629 \u0648\u0635\u0641\u064a\u0629 \u0644\u0644\u0648\u0636\u0639 \u0627\u0644\u062d\u0627\u0644\u064a \u0648\u0627\u0644\u0633\u0627\u0628\u0642 \u0644\u0644\u0623\u0639\u0645\u0627\u0644 \u0643\u0643\u0644\u060c \u0645\u0633\u062a\u062e\u062f\u0645\u064b\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0645\u0646 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0623\u0642\u0633\u0627\u0645 (\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a\u060c \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629) \u0644\u0639\u0631\u0636 \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (KPIs) \u0639\u0644\u0649 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a (Dashboards). \u0647\u062f\u0641\u0647 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 &#8220;\u0645\u0627\u0630\u0627 \u062d\u062f\u062b\u061f&#8221;. \u0623\u0645\u0627 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u0641\u0647\u0648 \u0623\u0643\u062b\u0631 \u062a\u062e\u0635\u0635\u064b\u0627 \u0648\u0639\u0645\u0642\u064b\u0627\u061b \u062d\u064a\u062b \u0644\u0627 \u064a\u0643\u062a\u0641\u064a \u0628\u0627\u0644\u0648\u0635\u0641\u060c \u0628\u0644 \u064a\u063a\u0648\u0635 \u0641\u064a \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\u0646\u0628\u0624\u064a (\u0645\u0627\u0630\u0627 \u0633\u064a\u062d\u062f\u062b\u061f)\u060c \u0648\u0627\u0644\u0625\u0631\u0634\u0627\u062f\u064a (\u0645\u0627\u0630\u0627 \u064a\u062c\u0628 \u0623\u0646 \u0646\u0641\u0639\u0644\u061f). \u0625\u0646\u0647 \u064a\u0631\u0643\u0632 \u0628\u0634\u0643\u0644 \u062d\u0635\u0631\u064a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0643\u0648\u0646\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0636\u0645\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0630\u0643\u0627\u0621 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\u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062d\u064a\u0644 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0631\u0624\u0649 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<ul>\n<li><b>\u0644\u063a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0648\u064a\u0629 (SQL):<\/b> \u0647\u064a \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u062a\u0642\u0627\u0646 SQL \u0636\u0631\u0648\u0631\u064a \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u0646 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\u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0645\u062d\u0648\u0631\u064a\u0629 (Pivot Tables)\u060c \u0648\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (VLOOKUP, INDEX\/MATCH)\u060c \u0648\u062a\u062d\u0644\u064a\u0644 &#8220;\u0645\u0627\u0630\u0627 \u0644\u0648&#8221; (What-If Analysis).<\/li>\n<li><b>\u0623\u062f\u0648\u0627\u062a \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Visualization):<\/b> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0645\u062e\u0637\u0637\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629. \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Tableau\u060c Power BI\u060c \u0623\u0648 Google Data Studio \u062a\u0645\u0643\u0646\u0643 \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \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 \u0645\u0642\u0646\u0639\u0629.<\/li>\n<li><b>\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0621:<\/b> \u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 (Statistical Significance)\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 (Regression) \u064a\u0633\u0627\u0639\u062f\u0643 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(\u0645\u062b\u0644 Pandas, NumPy, Matplotlib) \u062a\u0641\u062a\u062d \u0644\u0643 \u0623\u0628\u0648\u0627\u0628\u064b\u0627 \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 (Soft Skills)<\/h3>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0647\u064a \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u062c\u064a\u062f \u0639\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a. \u0625\u0646\u0647\u0627 \u062a\u062a\u0639\u0644\u0642 \u0628\u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0643\u064a\u0631\u0643 \u0648\u062a\u0648\u0627\u0635\u0644\u0643 \u0648\u062a\u0641\u0627\u0639\u0644\u0643 \u0645\u0639 \u0627\u0644\u0622\u062e\u0631\u064a\u0646.<\/p>\n<ul>\n<li><b>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0646\u0642\u062f\u064a:<\/b> \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. \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0646\u0627\u062c\u062d \u0644\u0627 \u064a\u0642\u0628\u0644 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0643\u0645\u0627 \u0647\u064a\u060c \u0628\u0644 \u064a\u0633\u0623\u0644 \u062f\u0627\u0626\u0645\u064b\u0627 &#8220;\u0644\u0645\u0627\u0630\u0627\u061f&#8221; \u0648 &#8220;\u0645\u0627\u0630\u0627 \u064a\u0639\u0646\u064a \u0647\u0630\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u0645\u0644\u061f&#8221;.<\/li>\n<li><b>\u0627\u0644\u0641\u0636\u0648\u0644 \u0627\u0644\u0641\u0637\u0631\u064a:<\/b> \u0631\u063a\u0628\u0629 \u062f\u0627\u0626\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0639\u0645\u0642 \u0623\u0643\u0628\u0631. \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0647\u0645 \u0627\u0644\u0630\u064a\u0646 \u064a\u062c\u062f\u0648\u0646 \u0645\u062a\u0639\u0629 \u0641\u064a \u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062d\u062b\u064b\u0627 \u0639\u0646 &#8220;\u0625\u0634\u0627\u0631\u0629&#8221; \u0645\u062e\u0641\u064a\u0629 \u0648\u0633\u0637 &#8220;\u0627\u0644\u0636\u0648\u0636\u0627\u0621&#8221;.<\/li>\n<li><b>\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644:<\/b> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0634\u0631\u062d \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u062c\u0645\u0647\u0648\u0631 \u063a\u064a\u0631 \u062a\u0642\u0646\u064a (\u0645\u062b\u0644 \u0645\u062f\u064a\u0631\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0623\u0648 \u0643\u0628\u0627\u0631 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646) \u0628\u0637\u0631\u064a\u0642\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0645\u0641\u0647\u0648\u0645\u0629. \u0647\u0630\u0627 \u064a\u0634\u0645\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0643\u062a\u0627\u0628\u064a (\u0641\u064a \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0648\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a) \u0648\u0627\u0644\u0634\u0641\u0648\u064a (\u0641\u064a \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0642\u062f\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u0627\u062a).<\/li>\n<li><b>\u0631\u0648\u0627\u064a\u0629 \u0627\u0644\u0642\u0635\u0635 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Storytelling):<\/b> \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u0645\u062c\u0631\u062f \u0639\u0631\u0636 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629. \u0625\u0646\u0647\u0627 \u0641\u0646 \u0646\u0633\u062c \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u064a \u0633\u0631\u062f \u0645\u0642\u0646\u0639 \u0644\u0647 \u0628\u062f\u0627\u064a\u0629 \u0648\u0648\u0633\u0637 \u0648\u0646\u0647\u0627\u064a\u0629\u060c \u064a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0643\u0644\u0629\u060c \u0648\u064a\u0642\u062f\u0645 \u0627\u0644\u0623\u062f\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u064a\u0646\u062a\u0647\u064a \u0628\u062a\u0648\u0635\u064a\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630.<\/li>\n<li><b>\u0627\u0644\u0641\u0637\u0646\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 (Business Acumen):<\/b> \u0641\u0647\u0645 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0623\u0648\u0633\u0639 \u0648\u0643\u064a\u0641 \u064a\u0633\u0627\u0647\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0641\u064a \u062a\u062d\u0642\u064a\u0642\u0647\u0627. \u0628\u062f\u0648\u0646 \u0633\u064a\u0627\u0642 \u062a\u062c\u0627\u0631\u064a\u060c \u062a\u0635\u0628\u062d \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0631\u062f \u0623\u0631\u0642\u0627\u0645 \u0644\u0627 \u0645\u0639\u0646\u0649 \u0644\u0647\u0627. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0631\u0628\u0637 \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0628\u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0645\u062b\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0631\u0636\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<\/ul>\n<blockquote><p><b>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/b> \u0644\u0627 \u062a\u0642\u0644\u0644 \u0623\u0628\u062f\u064b\u0627 \u0645\u0646 \u0642\u0648\u0629 &#8220;\u0631\u0648\u0627\u064a\u0629 \u0627\u0644\u0642\u0635\u0635 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a&#8221;. \u064a\u0645\u0643\u0646\u0643 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0637\u0648\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0648\u0644\u0643\u0646 \u0625\u0630\u0627 \u0644\u0645 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0648\u0635\u064a\u0644 \u0646\u062a\u0627\u0626\u062c\u0647 \u0628\u0637\u0631\u064a\u0642\u0629 \u062a\u0644\u0647\u0645 \u0627\u0644\u0639\u0645\u0644\u060c \u0641\u0625\u0646 \u062c\u0647\u062f\u0643 \u064a\u0630\u0647\u0628 \u0633\u062f\u0649. \u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0644\u0644\u0623\u0635\u062f\u0642\u0627\u0621 \u0623\u0648 \u0627\u0644\u0639\u0627\u0626\u0644\u0629 \u0627\u0644\u0630\u064a\u0646 \u0644\u064a\u0633 \u0644\u062f\u064a\u0647\u0645 \u062e\u0644\u0641\u064a\u0629 \u062a\u0642\u0646\u064a\u0629. \u0625\u0630\u0627 \u0627\u0633\u062a\u0637\u0627\u0639\u0648\u0627 \u0641\u0647\u0645 \u0631\u0633\u0627\u0644\u062a\u0643 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629\u060c \u0641\u0623\u0646\u062a \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0635\u062d\u064a\u062d.<\/p><\/blockquote>\n<h2>\u0623\u0628\u0631\u0632 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u064a\u062f\u0627\u0646<\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u0625\u0646\u062c\u0627\u0632 \u0645\u0647\u0627\u0645\u0647 \u0628\u0641\u0639\u0627\u0644\u064a\u0629. \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0647\u0645\u0629\u060c \u0648\u062d\u062c\u0645 \u0627\u0644\u0634\u0631\u0643\u0629\u060c \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u0641\u0647\u0645 \u0641\u0626\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u0643\u0627\u0645\u0644\u0647\u0627 \u0645\u0639\u064b\u0627 \u0647\u0648 \u0645\u0641\u062a\u0627\u062d \u0628\u0646\u0627\u0621 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0642\u0648\u064a\u0629.<\/p>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062c\u062f\u0648\u0644 \u064a\u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0641\u0626\u0629 \u0627\u0644\u0623\u062f\u0627\u0629<\/th>\n<th>\u0627\u0644\u063a\u0631\u0636 \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/th>\n<th>\u0623\u0645\u062b\u0644\u0629 \u0634\u0627\u0626\u0639\u0629<\/th>\n<th>\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0648\u064a\u0628 (Web Analytics)<\/td>\n<td>\u062a\u062a\u0628\u0639 \u0648\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0632\u0648\u0627\u0631 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/td>\n<td>Google Analytics, Adobe Analytics, Matomo<\/td>\n<td>\u0623\u0633\u0627\u0633\u064a \u0625\u0644\u0649 \u0645\u062a\u0642\u062f\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Visualization)<\/td>\n<td>\u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0648\u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629.<\/td>\n<td>Tableau, Microsoft Power BI, Google Data Studio<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u0645\u062a\u0642\u062f\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM)<\/td>\n<td>\u062a\u062e\u0632\u064a\u0646 \u0648\u0625\u062f\u0627\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0641\u0627\u0639\u0644\u0627\u062a\u0647\u0645.<\/td>\n<td>Salesforce, HubSpot, Zoho CRM<\/td>\n<td>\u0623\u0633\u0627\u0633\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0646\u0635\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CDP)<\/td>\n<td>\u062a\u0648\u062d\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u0641 \u062a\u0639\u0631\u064a\u0641 \u0645\u0648\u062d\u062f.<\/td>\n<td>Segment, Tealium, mParticle<\/td>\n<td>\u0645\u062a\u0642\u062f\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u062e\u062a\u0628\u0627\u0631 A\/B \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 (A\/B Testing &#038; Optimization)<\/td>\n<td>\u0625\u062c\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u0628 \u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u062d\u0648\u064a\u0644.<\/td>\n<td>Optimizely, VWO, Google Optimize<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a<\/td>\n<td>\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u0639\u0642\u062f\u0629 \u0648\u0646\u0645\u0630\u062c\u0629 \u062a\u0646\u0628\u0624\u064a\u0629.<\/td>\n<td>Python (with Pandas, Scikit-learn), R<\/td>\n<td>\u0645\u062a\u0642\u062f\u0645 \u062c\u062f\u064b\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0631\u0642\u0645\u064a<\/h3>\n<p>\u062a\u0639\u062a\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Google Analytics \u0646\u0642\u0637\u0629 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0644\u0623\u064a \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629. \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062b\u0631\u0648\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0648\u0635\u0648\u0644 \u0627\u0644\u0632\u0648\u0627\u0631 \u0625\u0644\u0649 \u0645\u0648\u0642\u0639\u0643\u060c \u0648\u0645\u0627\u0630\u0627 \u064a\u0641\u0639\u0644\u0648\u0646 \u0628\u0645\u062c\u0631\u062f \u0648\u0635\u0648\u0644\u0647\u0645\u060c \u0648\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u0648\u0627 \u064a\u062d\u0642\u0642\u0648\u0646 \u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0645\u0631\u062c\u0648\u0629 (\u0645\u062b\u0644 \u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0634\u0631\u0627\u0621 \u0623\u0648 \u0645\u0644\u0621 \u0646\u0645\u0648\u0630\u062c). \u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0639\u0644\u0649 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u062c\u0627\u0647\u0632\u0629\u060c \u0628\u0644 \u064a\u0645\u062a\u062f \u0625\u0644\u0649 \u062a\u0643\u0648\u064a\u0646 \u0623\u0647\u062f\u0627\u0641 \u0645\u062e\u0635\u0635\u0629\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u062d\u062f\u0627\u062b\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0644\u0641\u0647\u0645 \u0631\u062d\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644.<\/p>\n<h3>\u0623\u062f\u0648\u0627\u062a \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u0639\u0646\u062f\u0645\u0627 \u062a\u0635\u0628\u062d \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u064a\u0635\u0628\u062d \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u0641\u0647\u0645\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062c\u062f\u0627\u0648\u0644 \u0628\u0633\u064a\u0637\u0629. \u0647\u0646\u0627 \u064a\u0623\u062a\u064a \u062f\u0648\u0631 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 <a href=\"https:\/\/www.tableau.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Tableau<\/a> \u0648 Power BI. \u062a\u0633\u0645\u062d \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0642\u0648\u064a\u0629 \u0628\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0645\u0635\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 (\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a SQL\u060c \u0645\u0644\u0641\u0627\u062a Excel\u060c Google Analytics\u060c \u0625\u0644\u062e) \u0648\u062f\u0645\u062c\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0644\u0648\u062d\u0627\u062a\u060c \u0648\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0631\u0624\u0649 \u0644\u0645 \u062a\u0643\u0646 \u0648\u0627\u0636\u062d\u0629 \u0641\u064a \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629.<\/p>\n<blockquote><p><b>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/b> \u0644\u0627 \u062a\u0642\u0639 \u0641\u064a \u0641\u062e &#8220;\u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0644\u0627\u0645\u0639\u0629&#8221;. \u0644\u064a\u0633\u062a \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0643\u0644\u0641\u0629 \u0623\u0648 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0647\u064a \u0627\u0644\u0623\u0641\u0636\u0644 \u062f\u0627\u0626\u0645\u064b\u0627. \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0629 \u0647\u064a \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062d\u0644 \u0645\u0634\u0643\u0644\u062a\u0643 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629\u060c \u0648\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0645\u0647\u0627\u0631\u0627\u062a \u0641\u0631\u064a\u0642\u0643\u060c \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0645\u0644 \u062a\u0643\u0644\u0641\u062a\u0647\u0627. \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u062b\u0644 Google Analytics \u0648 Google Data Studio \u0648\u0623\u062a\u0642\u0646\u0647\u0627 \u0642\u0628\u0644 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u062d\u0644\u0648\u0644 \u0623\u0643\u062b\u0631 \u062a\u062e\u0635\u0635\u064b\u0627.<\/p><\/blockquote>\n<h2>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u062f\u062e\u0648\u0644 \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629<\/h2>\n<p>\u0642\u062f \u064a\u0628\u062f\u0648 \u062f\u062e\u0648\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0645\u0631\u064b\u0627 \u0634\u0627\u0642\u064b\u0627\u060c \u0648\u0644\u0643\u0646\u0647 \u0645\u0645\u0643\u0646 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0646\u0647\u062c \u0645\u0646\u0638\u0645 \u0648\u0645\u062b\u0627\u0628\u0631\u0629. \u0625\u0646 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0645\u0643\u0646\u0647\u0645 \u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0641\u064a \u062a\u0632\u0627\u064a\u062f \u0645\u0633\u062a\u0645\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0633\u0627\u0631\u064b\u0627 \u0645\u0647\u0646\u064a\u064b\u0627 \u0645\u062c\u0632\u064a\u064b\u0627. \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u064a\u0639\u062a\u0628\u0631 \u0645\u0646 \u0628\u064a\u0646 <a href=\"https:\/\/jobsdz.com\/?p=27456\" title=\"\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0639\u0627\u0644\u0645\u064a\u0627\u064b: \u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0646\u062c\u0627\u062d\">\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0639\u0627\u0644\u0645\u064a\u0627\u064b: \u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0646\u062c\u0627\u062d<\/a>.<\/p>\n<h3>\u0628\u0646\u0627\u0621 \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0648\u0627\u0644\u0645\u0639\u0631\u0641\u064a<\/h3>\n<p>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a. \u0644\u0633\u062a \u0628\u062d\u0627\u062c\u0629 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0625\u0644\u0649 \u0634\u0647\u0627\u062f\u0629 \u062c\u0627\u0645\u0639\u064a\u0629 \u0641\u064a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u0643\u0646\u0643 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0641\u0647\u0645 \u0642\u0648\u064a \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0627\u0633\u062a\u062b\u0645\u0631 \u0648\u0642\u062a\u0643 \u0641\u064a \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Coursera \u0623\u0648 edX \u0623\u0648 Udacity. \u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u063a\u0637\u064a:<\/p>\n<ul>\n<li>\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0631\u0642\u0645\u064a.<\/li>\n<li>\u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a.<\/li>\n<li>\u0623\u0633\u0627\u0633\u064a\u0627\u062a SQL.<\/li>\n<li>\u0625\u062a\u0642\u0627\u0646 Google Analytics (\u0627\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0629 Google Analytics Individual Qualification).<\/li>\n<li>\u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Tableau \u0623\u0648 Power BI.<\/li>\n<\/ul>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u0642 \u0623\u0643\u062b\u0631\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u0642\u0627\u0644\u0627\u062a \u0645\u062b\u0644 <a href=\"https:\/\/jobsdz.com\/?p=27785\" title=\"\u0643\u064a\u0641\u064a\u0629 \u0627\u062d\u062a\u0631\u0627\u0641 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\">\u0643\u064a\u0641\u064a\u0629 \u0627\u062d\u062a\u0631\u0627\u0641 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/a> \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u0644\u0643 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0623\u0643\u062b\u0631 \u062a\u0641\u0635\u064a\u0644\u0627\u064b.<\/p>\n<h3>\u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0634\u062e\u0635\u064a\u0629<\/h3>\n<p>\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u062d\u062f\u0647\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a. \u064a\u062d\u062a\u0627\u062c \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0625\u0644\u0649 \u0631\u0624\u064a\u0629 \u0623\u0646\u0643 \u062a\u0633\u062a\u0637\u064a\u0639 \u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u062a\u0647. \u0623\u0641\u0636\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0647\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0634\u062e\u0635\u064a\u0629. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0623\u0641\u0643\u0627\u0631:<\/p>\n<ul>\n<li><b>\u0623\u0646\u0634\u0626 \u0645\u062f\u0648\u0646\u0629 \u0623\u0648 \u0645\u0648\u0642\u0639\u064b\u0627 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u064b\u0627 \u0635\u063a\u064a\u0631\u064b\u0627:<\/b> \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a Google Analytics \u0648\u062a\u062a\u0628\u0639 \u0623\u062f\u0627\u0626\u0647. \u062d\u0644\u0644 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0632\u064a\u0627\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627\u060c \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0627\u0643\u062a\u0628 \u062a\u0642\u0631\u064a\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627 \u0639\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646\u0647.<\/li>\n<li><b>\u0627\u0628\u062d\u062b \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645\u0629:<\/b> \u062a\u0648\u0641\u0631 \u0645\u0648\u0627\u0642\u0639 \u0645\u062b\u0644 Kaggle \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u064a\u0645\u0643\u0646\u0643 \u062a\u0646\u0632\u064a\u0644\u0647\u0627 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u062d\u0627\u0648\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644 \u062a\u062c\u0627\u0631\u064a \u0645\u062d\u062f\u062f \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0645 \u0628\u062a\u0635\u0648\u0631 \u0646\u062a\u0627\u0626\u062c\u0643.<\/li>\n<li><b>\u062a\u0637\u0648\u0639 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u0646\u0638\u0645\u0629 \u063a\u064a\u0631 \u0631\u0628\u062d\u064a\u0629:<\/b> \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0644\u0627 \u062a\u0645\u0644\u0643 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644. \u0627\u0639\u0631\u0636 \u0639\u0644\u064a\u0647\u0645 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u0642\u0639\u0647\u0645 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0623\u0648 \u062d\u0645\u0644\u0627\u062a\u0647\u0645 \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a. \u0647\u0630\u0647 \u0637\u0631\u064a\u0642\u0629 \u0631\u0627\u0626\u0639\u0629 \u0644\u0627\u0643\u062a\u0633\u0627\u0628 \u062e\u0628\u0631\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0648\u0625\u0636\u0627\u0641\u0629 \u0645\u0634\u0631\u0648\u0639 \u0645\u0624\u062b\u0631 \u0625\u0644\u0649 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/li>\n<\/ul>\n<h3>\u0635\u064a\u0627\u063a\u0629 \u0633\u064a\u0631\u0629 \u0630\u0627\u062a\u064a\u0629 \u0648\u0645\u0644\u0641 \u0623\u0639\u0645\u0627\u0644 \u0642\u0648\u064a<\/h3>\n<p>\u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0642\u062f\u0645 \u0644\u0644\u0648\u0638\u0627\u0626\u0641\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0639\u0643\u0633 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0648\u062e\u0628\u0631\u0627\u062a\u0643. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062c\u0631\u062f \u0633\u0631\u062f \u0648\u0627\u062c\u0628\u0627\u062a\u0643\u060c \u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062c\u0627\u0632\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0642\u0648\u0644 &#8220;\u0642\u0645\u062a \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629&#8221;\u060c \u0642\u0644 &#8220;\u0642\u0645\u062a \u0628\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0645\u0644\u0627\u062a PPC\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0625\u0646\u0641\u0627\u0642 \u0625\u0639\u0644\u0627\u0646\u064a \u063a\u064a\u0631 \u0641\u0639\u0627\u0644 \u0648\u062a\u0648\u0635\u064a\u0627\u062a \u0623\u062f\u062a \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0628\u0646\u0633\u0628\u0629 15%&#8221;. \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u0644\u0641 \u0623\u0639\u0645\u0627\u0644 (Portfolio) \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a (\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0645\u0648\u0642\u0639\u064b\u0627 \u0628\u0633\u064a\u0637\u064b\u0627 \u0623\u0648 \u062d\u062a\u0649 \u0645\u0644\u0641 PDF) \u064a\u0639\u0631\u0636 \u0623\u0641\u0636\u0644 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a\u0629. \u0627\u0634\u0631\u062d \u0627\u0644\u0645\u0634\u0643\u0644\u0629\u060c \u0648\u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0630\u064a \u0627\u062a\u0628\u0639\u062a\u0647\u060c \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u062a\u0647\u0627\u060c \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0648\u0635\u0644\u062a \u0625\u0644\u064a\u0647\u0627. \u0628\u0639\u062f \u062a\u062c\u0647\u064a\u0632 \u0643\u0644 \u0634\u064a\u0621\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 <a href=\"https:\/\/jobsdz.com\/ar\/wadifa\">\u0648\u0638\u0627\u0626\u0641 \u0645\u062a\u0627\u062d\u0629<\/a> \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0648 <a href=\"https:\/\/jobsdz.com\/ar\/submit-resume\">\u062a\u0642\u062f\u064a\u0645 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/a> \u0628\u062b\u0642\u0629.<\/p>\n<blockquote><p><b>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/b> \u0645\u0644\u0641 \u0623\u0639\u0645\u0627\u0644\u0643 \u0647\u0648 \u0623\u0642\u0648\u0649 \u0623\u062f\u0627\u0629 \u0644\u062f\u064a\u0643. \u0633\u064a\u0631\u0629 \u0630\u0627\u062a\u064a\u0629 \u0642\u0648\u064a\u0629 \u0642\u062f \u062a\u0645\u0646\u062d\u0643 \u0645\u0642\u0627\u0628\u0644\u0629\u060c \u0644\u0643\u0646 \u0645\u0644\u0641 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u0642\u0646\u0639 \u0627\u0644\u0630\u064a \u064a\u0648\u0636\u062d \u0639\u0645\u0644\u064a\u0629 \u062a\u0641\u0643\u064a\u0631\u0643 \u0648\u0642\u062f\u0631\u062a\u0643 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0647\u0648 \u0645\u0627 \u0633\u064a\u0645\u0646\u062d\u0643 \u0627\u0644\u0648\u0638\u064a\u0641\u0629. \u0627\u0633\u062a\u062b\u0645\u0631 \u0627\u0644\u0648\u0642\u062a \u0641\u064a \u062c\u0639\u0644\u0647 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u064b\u0627 \u0648\u0633\u0647\u0644 \u0627\u0644\u0641\u0647\u0645.<\/p><\/blockquote>\n<h2>\u0623\u062e\u0637\u0627\u0621 \u0634\u0627\u0626\u0639\u0629 \u064a\u062c\u0628 \u0639\u0644\u0649 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u062a\u062c\u0646\u0628\u0647\u0627<\/h2>\n<p>\u062d\u062a\u0649 \u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646 \u0627\u0644\u0645\u062a\u0645\u0631\u0633\u0648\u0646 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0642\u0639\u0648\u0627 \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0641\u062e\u0627\u062e \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0644\u0644 \u0645\u0646 \u0642\u064a\u0645\u0629 \u0639\u0645\u0644\u0647\u0645 \u0623\u0648 \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a \u0645\u0636\u0644\u0644\u0629. \u0627\u0644\u0648\u0639\u064a \u0628\u0647\u0630\u0647 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0647\u0648 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u062a\u062c\u0646\u0628\u0647\u0627.<\/p>\n<ul>\n<li><b>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0632\u0627\u0626\u0641\u0629 (Vanity Metrics):<\/b> \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0627\u0644\u0625\u0639\u062c\u0627\u0628 \u0628\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062b\u0644 \u0639\u062f\u062f \u0645\u062a\u0627\u0628\u0639\u064a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0623\u0648 \u0645\u0631\u0627\u062a \u0638\u0647\u0648\u0631 \u0627\u0644\u0625\u0639\u0644\u0627\u0646. \u0648\u0644\u0643\u0646 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0644\u0627 \u062a\u0631\u062a\u0628\u0637 \u0628\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0623\u0648 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646)\u060c \u0641\u0647\u064a \u0628\u0644\u0627 \u0645\u0639\u0646\u0649. \u0631\u0643\u0632 \u062f\u0627\u0626\u0645\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u0644\u062a\u064a \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/li>\n<li><b>\u062a\u062c\u0627\u0647\u0644 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/b> \u0643\u0645\u0627 \u0630\u0643\u0631\u0646\u0627 \u0633\u0627\u0628\u0642\u064b\u0627\u060c &#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\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0643\u0627\u0645\u0644\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0623\u0633\u0648\u0623 \u0645\u0646 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642. \u062e\u0635\u0635 \u062f\u0627\u0626\u0645\u064b\u0627 \u0648\u0642\u062a\u064b\u0627 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627.<\/li>\n<li><b>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0641\u064a \u0641\u0631\u0627\u063a (\u0628\u062f\u0648\u0646 \u0633\u064a\u0627\u0642 \u062a\u062c\u0627\u0631\u064a):<\/b> \u062a\u0642\u062f\u064a\u0645 \u062a\u062d\u0644\u064a\u0644 \u062a\u0642\u0646\u064a \u0645\u0639\u0642\u062f \u062f\u0648\u0646 \u0631\u0628\u0637\u0647 \u0628\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0639\u0645\u0644 \u0647\u0648 \u062e\u0637\u0623 \u0641\u0627\u062f\u062d. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0641\u0647\u0645 \u062f\u0627\u0626\u0645\u064b\u0627 &#8220;\u0644\u0645\u0627\u0630\u0627&#8221; \u062a\u0642\u0648\u0645 \u0628\u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0645\u0627 \u0647\u0648 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0630\u064a \u0633\u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u062a\u062e\u0627\u0630\u0647. \u062a\u0648\u0627\u0635\u0644 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0645\u0639 \u0641\u0631\u064a\u0642 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0648\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0644\u0641\u0647\u0645 \u062a\u062d\u062f\u064a\u0627\u062a\u0647\u0645 \u0648\u0623\u0647\u062f\u0627\u0641\u0647\u0645.<\/li>\n<li><b>\u0627\u0644\u062e\u0644\u0637 \u0628\u064a\u0646 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0648\u0627\u0644\u0633\u0628\u0628\u064a\u0629 (Correlation vs. Causation):<\/b> \u0645\u062c\u0631\u062f \u0648\u062c\u0648\u062f \u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0645\u062a\u063a\u064a\u0631\u064a\u0646 \u0644\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0623\u062d\u062f\u0647\u0645\u0627 \u064a\u0633\u0628\u0628 \u0627\u0644\u0622\u062e\u0631. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u062a\u0644\u0627\u062d\u0638 \u0623\u0646 \u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0622\u064a\u0633 \u0643\u0631\u064a\u0645 \u062a\u0632\u062f\u0627\u062f \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u063a\u0631\u0642\u060c \u0648\u0644\u0643\u0646 \u0647\u0630\u0627 \u0644\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0622\u064a\u0633 \u0643\u0631\u064a\u0645 \u064a\u0633\u0628\u0628 \u0627\u0644\u063a\u0631\u0642. \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u062e\u0641\u064a \u0647\u0646\u0627 \u0647\u0648 \u0627\u0644\u0637\u0642\u0633 \u0627\u0644\u062d\u0627\u0631 (\u0627\u0644\u0630\u064a \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0622\u064a\u0633 \u0643\u0631\u064a\u0645 \u0648\u0627\u0644\u0633\u0628\u0627\u062d\u0629). \u0643\u0646 \u062d\u0630\u0631\u064b\u0627 \u062f\u0627\u0626\u0645\u064b\u0627 \u0641\u064a \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a\u0643 \u0648\u0627\u062f\u0639\u0645\u0647\u0627 \u0628\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a A\/B \u0643\u0644\u0645\u0627 \u0623\u0645\u0643\u0646 \u0630\u0644\u0643.<\/li>\n<\/ul>\n<blockquote><p><b>\u062a\u062d\u0630\u064a\u0631:<\/b> \u0627\u0644\u062e\u0637\u0631 \u0627\u0644\u0623\u0643\u0628\u0631 \u0644\u064a\u0633 \u0641\u064a \u0627\u0631\u062a\u0643\u0627\u0628 \u062e\u0637\u0623 \u062d\u0633\u0627\u0628\u064a\u060c \u0628\u0644 \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0629 \u0635\u062d\u064a\u062d\u0629 \u0644\u0633\u0624\u0627\u0644 \u062e\u0627\u0637\u0626. \u0642\u0628\u0644 \u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0623\u064a \u062a\u062d\u0644\u064a\u0644\u060c \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0643 \u062a\u0641\u0647\u0645 \u062a\u0645\u0627\u0645\u064b\u0627 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0648\u0644 \u062d\u0644\u0647\u0627. \u0642\u0645 \u0628\u0635\u064a\u0627\u063a\u0629 \u0641\u0631\u0636\u064a\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0627\u062c\u0639\u0644\u0647\u0627 \u062a\u0648\u062c\u0647 \u062a\u062d\u0644\u064a\u0644\u0643.<\/p><\/blockquote>\n<h2>\u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629<\/h2>\n<p>\u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u064a\u062a\u0637\u0648\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0628\u0641\u0636\u0644 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a \u0648\u062a\u063a\u064a\u0631 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643. \u0627\u0644\u0628\u0642\u0627\u0621 \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0623\u0645\u0631 \u0636\u0631\u0648\u0631\u064a \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u062a\u0643 \u0648\u0642\u064a\u0645\u062a\u0643 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644. \u064a\u0645\u0643\u0646\u0643 \u0645\u062a\u0627\u0628\u0639\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0646\u0635\u0627\u0626\u062d \u0639\u0644\u0649 \u0645\u062f\u0648\u0646\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 <a href=\"https:\/\/jobsdz.com\/ar\/blog\/\">\u0645\u062f\u0648\u0646\u0629 jobsdz<\/a> \u0644\u0645\u0648\u0627\u0643\u0628\u0629 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a.<\/p>\n<h3>\u062f\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/h3>\n<p>\u064a\u064f\u062d\u062f\u062b \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI) \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (ML) \u062b\u0648\u0631\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u064a\u062f\u0648\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0622\u0646 \u062a\u062d\u0644\u064a\u0644 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629. \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062f\u0642\u064a\u0642\u0629 (Automated Segmentation)\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0639\u0631\u0648\u0636 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0641\u064a \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0648\u062a\u062e\u0635\u064a\u0635 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0648\u0642\u0639 \u0644\u0643\u0644 \u0632\u0627\u0626\u0631 \u0639\u0644\u0649 \u062d\u062f\u0629.<\/p>\n<h3>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u064a \u0648\u062a\u062e\u0635\u064a\u0635 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0639\u0645\u064a\u0644<\/h3>\n<p>\u064a\u0646\u062a\u0642\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0635\u0641\u064a (\u0645\u0627\u0630\u0627 \u062d\u062f\u062b\u061f) \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u064a (\u0645\u0627\u0630\u0627 \u0633\u064a\u062d\u062f\u062b\u061f). \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u062a\u0646\u0628\u0623 \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0642\u064a\u0627\u0645 \u0639\u0645\u064a\u0644 \u0645\u0627 \u0628\u0625\u0644\u063a\u0627\u0621 \u0627\u0634\u062a\u0631\u0627\u0643\u0647 (Churn Prediction)\u060c \u0623\u0648 \u0627\u0644\u0645\u0646\u062a\u062c \u0627\u0644\u062a\u0627\u0644\u064a \u0627\u0644\u0630\u064a \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0634\u062a\u0631\u064a\u0647. \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u062a\u0633\u0645\u062d \u0628\u062a\u0633\u0648\u064a\u0642 \u0627\u0633\u062a\u0628\u0627\u0642\u064a \u0648\u0634\u062e\u0635\u064a \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0639\u0645\u064a\u0644 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0644\u0627\u0621 \u0648\u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a.<\/p>\n<h3>\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0643\u0645\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062c\u0645\u0639\u0647\u0627\u060c \u062a\u0632\u062f\u0627\u062f \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a. \u0642\u0648\u0627\u0646\u064a\u0646 \u0645\u062b\u0644 \u0627\u0644\u0644\u0627\u0626\u062d\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (GDPR) \u0641\u064a \u0623\u0648\u0631\u0648\u0628\u0627 \u062a\u0636\u0639 \u0642\u0648\u0627\u0639\u062f \u0635\u0627\u0631\u0645\u0629 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u062c\u0645\u0639 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629. \u064a\u062c\u0628 \u0639\u0644\u0649 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0623\u0646 \u064a\u0643\u0648\u0646\u0648\u0627 \u062e\u0628\u0631\u0627\u0621 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0647\u0630\u0647 \u0627\u0644\u0644\u0648\u0627\u0626\u062d. \u0627\u0644\u062b\u0642\u0629 \u0647\u064a \u0627\u0644\u0639\u0645\u0644\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0631\u0642\u0645\u064a\u060c \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0631\u0645 \u062e\u0635\u0648\u0635\u064a\u0629 \u0639\u0645\u0644\u0627\u0626\u0647\u0627 \u0647\u064a \u0627\u0644\u062a\u064a \u0633\u062a\u062d\u0642\u0642 \u0627\u0644\u0646\u062c\u0627\u062d \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644. \u0648\u0641\u0642\u064b\u0627 \u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u062c\u0631\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 McKinsey\u060c \u0641\u0625\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0628\u0646\u064a \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0645\u0639 \u0639\u0645\u0644\u0627\u0626\u0647\u0627 \u062a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0645\u0646\u0627\u0641\u0633\u064a\u0647\u0627 \u0641\u064a \u0646\u0645\u0648 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a.<\/p>\n<blockquote><p><b>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/b> \u0623\u0641\u0636\u0644 \u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647 \u0641\u064a \u062d\u064a\u0627\u062a\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0647\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631. \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u064a\u062a\u063a\u064a\u0631 \u0628\u0633\u0631\u0639\u0629. \u062e\u0635\u0635 \u0628\u0636\u0639 \u0633\u0627\u0639\u0627\u062a \u0643\u0644 \u0623\u0633\u0628\u0648\u0639 \u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629\u060c \u0623\u0648 \u0623\u062e\u0630 \u062f\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0642\u0635\u064a\u0631\u0629\u060c \u0623\u0648 \u062a\u062c\u0631\u0628\u0629 \u0623\u062f\u0627\u0629 \u062c\u062f\u064a\u062f\u0629. \u0627\u0644\u0641\u0636\u0648\u0644 \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0647\u0645\u0627 \u0623\u0647\u0645 \u0623\u0635\u0648\u0644\u0643.<\/p><\/blockquote>\n<h2>\u062e\u0627\u062a\u0645\u0629: \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629<\/h2>\n<p>\u0644\u0642\u062f \u0627\u0646\u062a\u0642\u0644\u0646\u0627 \u0645\u0646 \u0639\u0635\u0631 \u0643\u0627\u0646 \u0641\u064a\u0647 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0641\u0646\u064b\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0625\u0628\u062f\u0627\u0639 \u0648\u0627\u0644\u062d\u062f\u0633\u060c \u0625\u0644\u0649 \u0639\u0635\u0631 \u0623\u0635\u0628\u062d \u0641\u064a\u0647 \u0639\u0644\u0645\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0644\u0629. \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u064a\u0636\u0639\u0643 \u0641\u064a \u0642\u0644\u0628 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0645\u062b\u064a\u0631. \u0625\u0646\u0647\u0627 \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0648\u0638\u064a\u0641\u0629 \u062a\u062a\u0637\u0644\u0628 \u0645\u0647\u0627\u0631\u0627\u062a \u062a\u0642\u0646\u064a\u0629\u060c \u0628\u0644 \u0647\u064a \u062f\u0648\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u064a\u062a\u0637\u0644\u0628 \u0641\u0636\u0648\u0644\u064b\u0627 \u0644\u0627 \u064a\u0646\u0636\u0628\u060c \u0648\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0648\u0645\u0648\u0647\u0628\u0629 \u0641\u064a \u0631\u0648\u0627\u064a\u0629 \u0627\u0644\u0642\u0635\u0635. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0635\u0627\u0645\u062a\u0629 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0648\u0627\u0636\u062d\u0629 \u0648\u062a\u0648\u0635\u064a\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0641\u0625\u0646\u0643 \u0644\u0627 \u062a\u0642\u0648\u0645 \u0641\u0642\u0637 \u0628\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0628\u0644 \u062a\u0633\u0627\u0647\u0645 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0641\u064a \u0646\u0645\u0648 \u0648\u0646\u062c\u0627\u062d \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627. \u0625\u0630\u0627 \u0643\u0646\u062a \u0634\u063a\u0648\u0641\u064b\u0627 \u0628\u0643\u0634\u0641 \u0627\u0644\u0623\u0633\u0631\u0627\u0631 \u0627\u0644\u062e\u0641\u064a\u0629 \u0648\u0631\u0627\u0621 \u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0628\u0634\u0631\u064a \u0648\u0645\u0633\u062a\u0639\u062f\u064b\u0627 \u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u062a\u062d\u062f\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0641\u0625\u0646 \u0645\u0633\u0627\u0631\u064b\u0627 \u0645\u0647\u0646\u064a\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0644\u0627 \u064a\u0648\u0641\u0631 \u0644\u0643 \u0648\u0638\u064a\u0641\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0645\u0646\u062d\u0643 \u0641\u0631\u0635\u0629 \u0644\u062a\u0643\u0648\u0646 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0631\u0642\u0645\u064a.<\/p>\n<h2>Sources<\/h2>\n<ul>\n<li><a href=\"https:\/\/analytics.google.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google Analytics Official Website<\/a><\/li>\n<li><a href=\"https:\/\/www.tableau.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Tableau Software Official Website<\/a><\/li>\n<li><a href=\"https:\/\/www.mckinsey.com\/capabilities\/quantumblack\/our-insights\/the-data-driven-enterprise-of-2025\" target=\"_blank\" rel=\"noopener noreferrer\">McKinsey &#038; Company: The data-driven enterprise of 2025<\/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 \u0644\u0645 \u064a\u0639\u062f \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062d\u062f\u0633 \u0648\u0627\u0644\u0625\u0628\u062f\u0627\u0639 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0639\u0644\u0645 \u062f\u0642\u064a\u0642 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0634\u0631\u0643\u0627\u062a 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\u0627\u0644\u0623\u0631\u0642\u0627\u0645\u060c \u0628\u0644 \u0643\u0639\u0642\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u064a\u062a\u0631\u062c\u0645 \u0644\u063a\u0629 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":36048,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[2425],"tags":[],"this-is-test":[],"class_list":["post-36051","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-2425"],"mb":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/01\/image-286.png?fit=1024%2C508&ssl=1","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":28530,"url":"https:\/\/jobsdz.com\/ar\/2025\/12\/%d9%81%d8%b1%d8%b5-%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d9%81%d9%8a-%d8%a7%d9%84%d8%aa%d8%b3%d9%88%d9%8a%d9%82-%d8%a7%d9%84%d8%b1%d9%82%d9%85%d9%8a-%d8%af%d9%84%d9%8a%d9%84-%d8%b4%d8%a7%d9%85%d9%84-%d9%84\/","url_meta":{"origin":36051,"position":0},"title":"\u0641\u0631\u0635 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a 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