{"id":291,"date":"2025-06-16T11:54:32","date_gmt":"2025-06-16T11:54:32","guid":{"rendered":"https:\/\/statacademy-eg.com\/blog\/?p=291"},"modified":"2025-06-24T19:50:01","modified_gmt":"2025-06-24T19:50:01","slug":"data-analysis-%d8%b4%d8%b1%d8%ad","status":"publish","type":"post","link":"https:\/\/statacademy-eg.com\/blogs\/data-analysis-%d8%b4%d8%b1%d8%ad\/","title":{"rendered":"data analysis \u0634\u0631\u062d: \u062f\u0644\u064a\u0644\u0643 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0641\u0647\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629"},"content":{"rendered":"<p data-pm-slice=\"1 1 []\"><strong>data analysis \u0634\u0631\u062d<\/strong> \u0647\u0648 \u0648\u0627\u062d\u062f \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u0628\u062d\u062b \u0639\u0646\u0647\u0627 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0637\u0644\u0627\u0628\u060c \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646\u060c \u0648\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0641\u064a \u0645\u0635\u0631 \u0648\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0642\u0637\u0631 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u062f\u0648\u0644 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0639\u0645\u0648\u0645\u064b\u0627. \u0647\u0630\u0627 \u0627\u0644\u0645\u0635\u0637\u0644\u062d \u064a\u0639\u0643\u0633 \u062d\u0627\u062c\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u062f\u0639\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062a\u0648\u062c\u0647\u0627\u062a\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a.<\/p>\n<p>\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0633\u0646\u062a\u0646\u0627\u0648\u0644 \u0634\u0631\u062d\u064b\u0627 \u062a\u0641\u0635\u064a\u0644\u064a\u064b\u0627 \u0644\u0640 data analysis \u0628\u0623\u0633\u0644\u0648\u0628 \u0645\u0628\u0633\u0637\u060c \u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0648\u0631\u0648\u0627\u0628\u0637 \u062f\u0627\u062e\u0644\u064a\u0629 \u0648\u062e\u0627\u0631\u062c\u064a\u0629 \u062a\u062f\u0639\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u062a\u064f\u0633\u0647\u0644 \u0639\u0644\u0649 \u0627\u0644\u0642\u0627\u0631\u0626 \u0627\u0644\u062a\u0646\u0642\u0644 \u0648\u0627\u0644\u062a\u0648\u0633\u0639.<\/p>\n<blockquote><p>\u0644\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629: <a href=\"https:\/\/ar.wikipedia.org\/wiki\/%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\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/p><\/blockquote>\n<h2>\u0645\u0627 \u0647\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h2>\n<p>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u062c\u0645\u0639 \u0648\u062a\u0646\u0638\u064a\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0623\u062c\u0644 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0642\u064a\u0645\u0629. \u0648\u0647\u0648 \u0623\u0633\u0627\u0633 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0646\u0627\u062c\u062d\u0629. \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0641\u064a \u0627\u0644\u0637\u0628\u060c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0629\u060c \u0627\u0644\u0635\u0646\u0627\u0639\u0629\u060c \u0648\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u062d\u0643\u0648\u0645\u064a.<\/p>\n<h2>\u0644\u0645\u0627\u0630\u0627 \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 data analysis\u061f<\/h2>\n<ul data-spread=\"false\">\n<li>\u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0644\u0629.<\/li>\n<li>\u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/li>\n<li>\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u062d\u0644\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/li>\n<li>\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0645.<\/li>\n<\/ul>\n<h3>\u0623\u0646\u0648\u0627\u0639 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<h4>1. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0635\u0641\u064a (Descriptive Analysis)<\/h4>\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0641\u0647\u0645 \u0645\u0627 \u062d\u062f\u062b \u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0648\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629.<\/p>\n<h4>2. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0634\u062e\u064a\u0635\u064a (Diagnostic Analysis)<\/h4>\n<p>\u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0633\u0628\u0628 \u062d\u062f\u0648\u062b \u0634\u064a\u0621 \u0645\u0639\u064a\u0646.<\/p>\n<h4>3. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u064a (Predictive Analysis)<\/h4>\n<p>\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0627 \u0633\u064a\u062d\u062f\u062b \u0644\u0627\u062d\u0642\u064b\u0627.<\/p>\n<h4>4. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0635\u0641\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 (Prescriptive Analysis)<\/h4>\n<p>\u064a\u0631\u0634\u062f\u0643 \u0625\u0644\u0649 \u0645\u0627 \u064a\u062c\u0628 \u0641\u0639\u0644\u0647 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<h2>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 data analysis \u0634\u0631\u062d \u0639\u0645\u0644\u064a<\/h2>\n<ol start=\"1\" data-spread=\"false\">\n<li><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0623\u0648 \u0627\u0644\u0633\u0624\u0627\u0644<\/strong><\/li>\n<li><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u0648\u062b\u0648\u0642\u0629<\/strong><\/li>\n<li><strong>\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u062c\u0648\u062f\u062a\u0647\u0627<\/strong><\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Excel\u060c Python\u060c \u0623\u0648 SPSS<\/strong><\/li>\n<li><strong>\u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0634\u0643\u0644 \u0628\u0635\u0631\u064a<\/strong><\/li>\n<li><strong>\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0623\u0648 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a<\/strong><\/li>\n<\/ol>\n<h2>\u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627<\/h2>\n<ul data-spread=\"false\">\n<li><strong>Excel<\/strong>: \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0631\u064a\u0639.<\/li>\n<li><strong>Power BI<\/strong> \u0648<strong>Tableau<\/strong>: \u0644\u0639\u0631\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u062a\u0641\u0627\u0639\u0644\u064a.<\/li>\n<li><strong>Python<\/strong>: \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629.<\/li>\n<li><strong>SPSS<\/strong>: \u0634\u0627\u0626\u0639 \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629.<\/li>\n<\/ul>\n<h2>\u0645\u062c\u0627\u0644\u0627\u062a \u062a\u0637\u0628\u064a\u0642 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<ul data-spread=\"false\">\n<li><strong>\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/strong><\/li>\n<li><strong>\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a<\/strong><\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u064a\u0645<\/strong><\/li>\n<li><strong>\u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629<\/strong><\/li>\n<li><strong>\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629<\/strong><\/li>\n<\/ul>\n<h2>\u0645\u0647\u0627\u0631\u0627\u062a \u064a\u062c\u0628 \u0623\u0646 \u062a\u0645\u062a\u0644\u0643\u0647\u0627 \u0644\u062a\u062d\u062a\u0631\u0641 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<ul data-spread=\"false\">\n<li>\u0645\u0639\u0631\u0641\u0629 \u0628\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.<\/li>\n<li>\u0625\u062c\u0627\u062f\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/li>\n<li>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a.<\/li>\n<li>\u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0631\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0648\u0627\u0635\u0644.<\/li>\n<\/ul>\n<h3>\u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0641\u064a \u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h3>\n<p>\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0623\u0648 \u0627\u0644\u0627\u0644\u062a\u062d\u0627\u0642 \u0628\u0645\u0631\u0627\u0643\u0632 \u062a\u062f\u0631\u064a\u0628 \u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 <a href=\"https:\/\/statacademy-eg.com\/\">stat academy<\/a> \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645 \u0628\u0631\u0627\u0645\u062c \u0639\u0645\u0644\u064a\u0629 \u0648\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0639\u062a\u0645\u062f\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<p>\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0648\u0627\u062f \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0644\u062a\u0639\u0644\u0645\u0647\u0627\u060c \u0627\u0642\u0631\u0623 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644: <a href=\"https:\/\/statacademy-eg.com\/blog\/%d9%85%d9%88%d8%a7%d8%af-%d8%aa%d8%ae%d8%b5%d8%b5-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa\/\">\u0645\u0648\u0627\u062f \u062a\u062e\u0635\u0635 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/p>\n<p>\u0648\u0644\u0641\u0647\u0645 \u062f\u0648\u0631 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u060c \u0646\u0646\u0635\u062d\u0643 \u0628\u0642\u0631\u0627\u0621\u0629: <a href=\"https:\/\/statacademy-eg.com\/blog\/%d9%85%d8%a7-%d9%87%d9%8a-%d9%88%d8%b8%d9%8a%d9%81%d8%a9-%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\/\">\u0645\u0627 \u0647\u064a \u0648\u0638\u064a\u0641\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/p>\n<h3>\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<h4>\u0645\u062b\u0627\u0644 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645:<\/h4>\n<p>\u0645\u062f\u0631\u0633\u0629 \u0642\u0627\u0645\u062a \u0628\u062a\u062d\u0644\u064a\u0644 \u0623\u062f\u0627\u0621 \u0627\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0643\u062a\u0634\u0641\u062a \u0623\u0646 \u0646\u0633\u0628\u0629 \u0627\u0644\u063a\u064a\u0627\u0628 \u062a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/p>\n<h4>\u0645\u062b\u0627\u0644 \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642:<\/h4>\n<p>\u0634\u0631\u0643\u0629 \u0644\u0627\u062d\u0638\u062a \u062a\u0631\u0627\u062c\u0639 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a\u060c \u0641\u062d\u0644\u0644\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0648\u062c\u062f\u062a \u0623\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0645\u0628\u064a\u0639\u064b\u0627 \u0644\u0645 \u064a\u062a\u0645 \u0627\u0644\u062a\u0631\u0648\u064a\u062c \u0644\u0647\u0627 \u0641\u064a \u0627\u0644\u0641\u062a\u0631\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629.<\/p>\n<h3>\u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0637\u0646 \u0627\u0644\u0639\u0631\u0628\u064a<\/h3>\n<p>\u0645\u0639 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u0645\u062a\u0633\u0627\u0631\u0639 \u0641\u064a \u0627\u0644\u062f\u0648\u0644 \u0627\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0641\u0625\u0646 \u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u064f\u0639\u062f \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0637\u0644\u0628\u064b\u0627 \u0627\u0644\u064a\u0648\u0645. \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<h3>\u0623\u0647\u0645\u064a\u0629 \u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a 2025 \u0648\u0645\u0627 \u0628\u0639\u062f\u0647\u0627<\/h3>\n<p>\u0645\u0639 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a\u060c \u0641\u0625\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0635\u0628\u062d \u062c\u0632\u0621\u064b\u0627 \u0644\u0627 \u064a\u062a\u062c\u0632\u0623 \u0645\u0646 \u0643\u0644 \u0648\u0638\u064a\u0641\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u060c \u0633\u0648\u0627\u0621 \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0627\u0644\u0625\u062f\u0627\u0631\u0629\u060c \u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0623\u0648 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629.<\/p>\n<h3>\u0646\u0635\u0627\u0626\u062d \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/h3>\n<ul data-spread=\"false\">\n<li>\u0644\u0627 \u062a\u0628\u062f\u0623 \u0628\u0623\u062f\u0648\u0627\u062a \u0645\u0639\u0642\u062f\u0629\u060c \u062a\u0639\u0644\u0645 Excel \u0623\u0648\u0644\u064b\u0627.<\/li>\n<li>\u0627\u0642\u0631\u0623 \u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0639\u0644\u0649 data analysis \u0634\u0631\u062d \u0639\u0645\u0644\u064a.<\/li>\n<li>\u0634\u0627\u0631\u0643 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062f\u0631\u064a\u0628\u064a\u0629.<\/li>\n<li>\u062a\u0627\u0628\u0639 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0645\u062b\u0644 <a href=\"https:\/\/statacademy-eg.com\/\">stat academy<\/a> \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/li>\n<\/ul>\n<p>\u0643\u0644 <a href=\"https:\/\/statacademy-eg.com\/course-single-ar.php?id=2\">\u062f\u0648\u0631\u0629 \u062a\u062d\u0644\u064a\u0644 \u0625\u062d\u0635\u0627\u0626\u064a<\/a> \u0644\u062f\u064a\u0646\u0627 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062d\u0627\u0644\u0627\u062a \u062f\u0631\u0627\u0633\u064a\u0629 \u0639\u0645\u0644\u064a\u0629\u060c \u0648\u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062d\u0644\u064a\u0644 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u062f\u0639\u0645 \u0645\u0628\u0627\u0634\u0631 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621.<\/p>\n<p><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/statacademy-eg.com\/contact.php\"><strong>\u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 \u0627\u0644\u0627\u0646 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0648\u062f \u0628\u062f\u0621 \u0643\u0648\u0631\u0633 \u062a\u062f\u0631\u064a\u0628\u064a \u0641\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/a><\/span><\/p>\n<div id=\"attachment_292\" style=\"width: 1034px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-292\" class=\"wp-image-292 size-full\" src=\"https:\/\/statacademy-eg.com\/blog\/wp-content\/uploads\/2025\/06\/data-analysis-\u0634\u0631\u062d.jpg\" alt=\"data analysis \u0634\u0631\u062d\" width=\"1024\" height=\"1024\" srcset=\"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/06\/data-analysis-\u0634\u0631\u062d.jpg 1024w, https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/06\/data-analysis-\u0634\u0631\u062d-300x300.jpg 300w, https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/06\/data-analysis-\u0634\u0631\u062d-150x150.jpg 150w, https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/06\/data-analysis-\u0634\u0631\u062d-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-292\" class=\"wp-caption-text\">data analysis \u0634\u0631\u062d<\/p><\/div>\n<h3>\u0627\u0644\u062e\u0627\u062a\u0645\u0629 \u0639\u0646 data analysis \u0634\u0631\u062d<\/h3>\n<p><strong>data analysis \u0634\u0631\u062d<\/strong> \u0644\u0645 \u064a\u0639\u062f \u0641\u0642\u0637 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u062a\u062e\u0635\u0635 \u062a\u0642\u0646\u064a\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0645\u0647\u0627\u0631\u0629 \u062d\u064a\u0627\u062a\u064a\u0629. \u0643\u0644 \u0645\u0646 \u064a\u0631\u064a\u062f \u062a\u062d\u0633\u064a\u0646 \u0642\u0631\u0627\u0631\u0627\u062a\u0647 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u064a\u062d\u062a\u0627\u062c \u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0639 \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a\u060c \u0623\u0635\u0628\u062d \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0627\u0644\u064a\u0648\u0645 \u062a\u0639\u0644\u0651\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u0648\u062b\u0648\u0642\u0629 \u0645\u062b\u0644 stat academy.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0645\u0647\u0627\u0631\u0629 \u062a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0645\u0633\u062a\u0642\u0628\u0644\u0643\u060c \u0641\u0625\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644. \u0644\u0627 \u062a\u0646\u062a\u0638\u0631\u060c \u0648\u0627\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u0622\u0646.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>data analysis \u0634\u0631\u062d \u0647\u0648 \u0648\u0627\u062d\u062f \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u0628\u062d\u062b \u0639\u0646\u0647\u0627 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0637\u0644\u0627\u0628\u060c \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646\u060c \u0648\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0641\u064a \u0645\u0635\u0631 \u0648\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0642\u0637\u0631 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u062f\u0648\u0644 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0639\u0645\u0648\u0645\u064b\u0627. \u0647\u0630\u0627 \u0627\u0644\u0645\u0635\u0637\u0644\u062d \u064a\u0639\u0643\u0633 \u062d\u0627\u062c\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u062f\u0639\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062a\u0648\u062c\u0647\u0627\u062a\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0633\u0646\u062a\u0646\u0627\u0648\u0644 \u0634\u0631\u062d\u064b\u0627 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":292,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26],"tags":[27,29,22,28],"class_list":["post-291","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-26","tag-data-analysis-","tag-29","tag-22","tag-28"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>data analysis \u0634\u0631\u062d: \u062f\u0644\u064a\u0644\u0643 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0641\u0647\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 - 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