{"id":21242,"date":"2025-09-21T01:31:36","date_gmt":"2025-09-20T22:31:36","guid":{"rendered":"https:\/\/atharhubs.com\/?p=21242"},"modified":"2025-10-01T08:27:53","modified_gmt":"2025-10-01T05:27:53","slug":"data-analysis-job","status":"publish","type":"post","link":"https:\/\/atharhubs.com\/en\/data-analysis-job\/","title":{"rendered":"How to Get a Job in Data Analytics Companies in Riyadh: Focused Advice from Specialists"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527.png\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527-1024x559.png\" alt=\"\" class=\"wp-image-21246\" srcset=\"https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527-1024x559.png 1024w, https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527-300x164.png 300w, https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527-768x419.png 768w, https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527-18x10.png 18w, https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527-600x327.png 600w, https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527-92x50.png 92w, https:\/\/atharhubs.com\/wp-content\/uploads\/2025\/09\/Image_fx-2025-09-21T013952.527.png 1408w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u062a\u062e\u064a\u0651\u0644 \u0634\u0627\u0634\u0629 \u0633\u0648\u062f\u0627\u0621 \u064a\u0638\u0647\u0631 \u0639\u0644\u064a\u0647\u0627 \u0639\u062f\u0651\u0627\u062f \u0631\u0642\u0645\u064a \u064a\u0643\u062a\u0628 \u0627\u0633\u0645\u0643\u060c \u0648\u062a\u062d\u062a \u0627\u0644\u0627\u0633\u0645 \u064a\u0638\u0647\u0631: <strong>\u201c\u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u201d<\/strong>. \u062a\u0628\u062f\u0623 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0628\u0627\u0644\u062a\u062d\u0631\u0651\u0643: <strong>Excel \u0645\u062a\u0642\u062f\u0645<\/strong> \u2714\ufe0f\u060c <strong>SQL Server<\/strong> \u2714\ufe0f\u060c <strong>Power BI<\/strong> \u2714\ufe0f\u060c <strong>Python (pandas)<\/strong> \u2714\ufe0f\u060c <strong>KPI &amp; Dashboard KPI<\/strong> \u2714\ufe0f\u2026 \u0648\u0645\u0639 \u0643\u0644 \u2714\ufe0f \u064a\u0648\u0645\u0636 \u0634\u0639\u0627\u0631 \u0634\u0631\u0643\u0629 \u0641\u064a <strong>\u0627\u0644\u0631\u064a\u0627\u0636<\/strong>. \u062b\u0645 \u064a\u062a\u0648\u0642\u0641 \u0627\u0644\u0639\u062f\u0651\u0627\u062f \u0639\u0646\u062f \u062e\u0637\u0648\u0629 \u0648\u0627\u062d\u062f\u0629: <strong>\u201c\u0643\u064a\u0641 \u0623\u062e\u0637\u0641 \u0639\u0631\u0636\u064b\u0627 \u0648\u0638\u064a\u0641\u064a\u064b\u0627 \u0627\u0644\u0622\u0646\u061f\u201d<\/strong><br>\u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0639\u0645\u0644\u064a \u064a\u062c\u064a\u0628\u0643\u2014\u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062a\u064a \u062a\u0641\u0647\u0645\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0627\u062a\u2014\u0639\u0646 \u0643\u0644 \u0645\u0627 \u062a\u062d\u062a\u0627\u062c\u0647 \u0644\u062a\u062d\u0648\u064a\u0644 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0625\u0644\u0649 <strong>\u0639\u0631\u0636 \u0648\u0638\u064a\u0641\u064a \u0641\u064a \u0634\u0631\u0643\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0631\u064a\u0627\u0636<\/strong> \u0628\u0633\u0631\u0639\u0629 \u0648\u0628\u0630\u0643\u0627\u0621.<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0642\u062f\u0645\u0629: \u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0631\u064a\u0627\u0636 \u0627\u0644\u0622\u0646\u061f<\/h2>\n\n\n\n<p>\u0627\u0644\u0631\u064a\u0627\u0636 \u0627\u0644\u064a\u0648\u0645 \u0647\u064a \u0645\u0631\u0643\u0632 \u062b\u0642\u064a\u0644 \u0644\u0640 <strong>\u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/strong> \u0636\u0645\u0646 \u0645\u0633\u0627\u0631 <strong>\u0631\u0624\u064a\u0629 2030<\/strong>\u061b \u0634\u0631\u0643\u0627\u062a \u062a\u0642\u0646\u064a\u0629 \u0646\u0627\u0634\u0626\u0629\u060c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0633\u062a\u0634\u0627\u0631\u064a\u0629 \u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0642\u0637\u0627\u0639\u0627\u062a \u062d\u0643\u0648\u0645\u064a\u0629 \u0648\u0634\u0628\u0647 \u062d\u0643\u0648\u0645\u064a\u0629\u060c \u0648\u062a\u0643\u062a\u0644\u0627\u062a \u062a\u062c\u0627\u0631\u064a\u0629 \u062a\u062a\u0646\u0627\u0641\u0633 \u0639\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a. \u0627\u0644\u0645\u0646\u062d\u0646\u0649 \u0648\u0627\u0636\u062d: <strong>\u0645\u0646 \u064a\u0645\u0644\u0643 \u0645\u0647\u0627\u0631\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630\u2014\u0644\u0627 \u0627\u0644\u0646\u0638\u0631\u064a\u0627\u062a\u2014\u064a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u0639\u062f \u0627\u0644\u0623\u0645\u0627\u0645\u064a.<\/strong><br>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u0647\u062f\u0641 <strong>\u0648\u0638\u064a\u0641\u0629 Data Analyst<\/strong> \u0623\u0648 <strong>Business Intelligence Analyst<\/strong> \u0623\u0648 <strong>\u0645\u062d\u0644\u0644 \u0630\u0643\u0627\u0621 \u0623\u0639\u0645\u0627\u0644 (BI)<\/strong> \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0641\u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0629 \u0644\u0627 \u062a\u062a\u0631\u0643 \u0645\u062c\u0627\u0644\u064b\u0627 \u0644\u0644\u0635\u062f\u0641\u0629: <strong>\u0645\u0647\u0627\u0631\u0627\u062a \u0645\u0631\u0643\u0651\u0632\u0629 + \u0645\u062d\u0641\u0638\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u0642\u0639\u064a\u0629 + \u0645\u0644\u0641 \u0634\u062e\u0635\u064a (CV\/LinkedIn) \u0645\u062d\u0633\u0651\u0646 \u0628\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 + \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u0631\u062f \u0627\u0644\u0631\u0642\u0645\u064a (Dashboards \u062a\u0642\u0648\u062f \u0642\u0631\u0627\u0631\u064b\u0627).<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627\u0630\u0627 \u062a\u0631\u064a\u062f \u0634\u0631\u0643\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0631\u064a\u0627\u0636 \u0628\u0627\u0644\u0636\u0628\u0637\u061f<\/h2>\n\n\n\n<p>\u0644\u0646\u0643\u0646 \u0645\u0628\u0627\u0634\u0631\u064a\u0646\u061b \u0647\u0630\u0647 \u0647\u064a \u201c\u0627\u0644\u0639\u0645\u0644\u0629\u201d \u0627\u0644\u062a\u064a \u062a\u062f\u0641\u0639 \u0628\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Power BI (\u0623\u0633\u0627\u0633\u064a):<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u0646\u0645\u0630\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u062d\u064a\u062d\u0629 (Relationships\/Star Schema)\u060c <strong>DAX<\/strong> \u0644\u0645\u0642\u0627\u064a\u064a\u0633 <strong>YoY\/MoM\/Rolling<\/strong>\u060c \u062a\u0635\u0645\u064a\u0645 <strong>Dashboard KPI<\/strong> \u062a\u0646\u0641\u064a\u0630\u064a \u0628\u0627\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0648\u062a\u062c\u0631\u0628\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u062f\u064a\u0631.<\/li>\n\n\n\n<li>\u0645\u0637\u0644\u0648\u0628 \u0633\u0645\u0627\u0639 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u062b\u0644: <em>\u201c\u062e\u0641\u0636\u062a\u064f \u0648\u0642\u062a \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u064a\u0648\u0645\u064a 60%\u201d<\/em> \u0623\u0648 <em>\u201c\u0642\u0644\u0651\u0644\u062a \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 30% \u0639\u0628\u0631 Power Query\u201d<\/em>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>SQL Server + SQL \u0627\u0644\u0645\u062a\u0642\u062f\u0645:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>JOIN\/CTE\/Window Functions\/Indexes<\/strong>\u060c \u0636\u0628\u0637 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0630\u0643\u064a \u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0645\u062b\u0644 <strong>Conversion Rate\u060c AOV\u060c CAC\u060c LTV\u060c Retention<\/strong>.<\/li>\n\n\n\n<li>\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u062a\u0631\u064a\u062f \u0625\u062c\u0627\u0628\u0627\u062a \u0633\u0631\u064a\u0639\u0629 \u0648\u062f\u0642\u064a\u0642\u0629: \u201c\u0645\u0627 \u0627\u0644\u0642\u0646\u0627\u0629 \u0627\u0644\u0623\u0639\u0644\u0649 \u0639\u0627\u0626\u062f\u064b\u0627\u061f\u201d\u060c \u201c\u0644\u0645\u0627\u0630\u0627 \u0627\u0631\u062a\u0641\u0639 <strong>Churn Rate<\/strong>\u061f\u201d.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Excel \u0645\u062a\u0642\u062f\u0645 + Power Query:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c <strong>Pivot Table<\/strong>\u060c \u062a\u0648\u062d\u064a\u062f \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u0631\u0628\u0637\u0647\u0627 \u0628\u062e\u0637 \u062a\u062f\u0641\u0642 \u064a\u062c\u0647\u0651\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062d\u0645\u064a\u0644 \u0625\u0644\u0649 <strong>Power BI<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Python (pandas\/ETL):<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u0633\u0643\u0631\u0628\u062a\u0627\u062a <strong>ETL<\/strong> \u0645\u0635\u063a\u0651\u0631\u0629 \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u064a\u0648\u0645\u064a\u064b\u0627\u060c \u0645\u0639 <strong>pandas<\/strong> \u0648<strong>NumPy<\/strong> \u0648<strong>Matplotlib<\/strong> \u0644\u0644\u0651\u0645\u0633\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>KPI &amp; Business Thinking:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u0635\u0645\u064a\u0645 KPI<\/strong> \u0630\u0643\u064a (SMART)\u060c <strong>Dashboard KPI<\/strong> \u064a\u0631\u0628\u0637 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0628\u0627\u0644\u0623\u062b\u0631\u060c \u0648\u0631\u0641\u0636 \u201c\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u063a\u0631\u0648\u0631\u064a\u0629\u201d.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0625\u062d\u0635\u0627\u0626\u064a \u0639\u0645\u0644\u064a:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>A\/B Testing<\/strong>\u060c <strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a<\/strong>\u060c \u0648\u0641\u0647\u0645 <strong>p-value<\/strong> \u0648\u0641\u062a\u0631\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u062d\u062a\u0649 \u0644\u0627 \u064a\u062a\u062d\u0648\u0644 \u0627\u0644\u0636\u062c\u064a\u062c \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0643\u0644\u0641\u0629.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Automation \u2013 Power Automate:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u062a\u062d\u062f\u064a\u062b \u062a\u0644\u0642\u0627\u0626\u064a\u060c \u062a\u0646\u0628\u064a\u0647\u0627\u062a <strong>Teams\/Email<\/strong>\u060c \u0648<strong>\u0645\u0647\u0627\u0645 \u0645\u062c\u062f\u0648\u0644\u0629<\/strong> \u062a\u0648\u0635\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0629 \u0641\u064a \u0627\u0644\u0644\u062d\u0638\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Keywords \u0645\u062f\u0645\u062c\u0629 \u0630\u0643\u064a\u064b\u0627:<\/strong> \u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0634\u0631\u0643\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0631\u064a\u0627\u0636\u060c BI\u060c Power BI\u060c Excel \u0645\u062a\u0642\u062f\u0645\u060c SQL Server\u060c Python pandas\u060c Dashboard KPI\u060c \u062a\u0635\u0645\u064a\u0645 KPI\u060c \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u060c \u0631\u0624\u064a\u0629 2030.<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u062e\u0631\u064a\u0637\u0629 30\u201360\u201390 \u064a\u0648\u0645\u064b\u0627 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0628\u0627\u0644\u0631\u064a\u0627\u0636<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0623\u064a\u0627\u0645 1\u201330: \u062a\u0623\u0633\u064a\u0633 \u064a\u0644\u0645\u0633 \u0627\u0644\u0648\u0627\u0642\u0639<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u0634\u0631\u0648\u0639 \u062a\u0646\u0638\u064a\u0641 \u062d\u0642\u064a\u0642\u064a (Excel\/Power Query):<\/strong><br>\u0627\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u064a\u0639\u0627\u062a\/\u062a\u062c\u0632\u0626\u0629 \u0644\u0645\u062f\u0646 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 (\u0627\u0644\u0631\u064a\u0627\u0636\/\u062c\u062f\u0629\/\u0627\u0644\u062f\u0645\u0651\u0627\u0645)\u060c \u0646\u0638\u0651\u0641\u0647\u0627 \u0645\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0648\u0627\u0644\u0627\u0632\u062f\u0648\u0627\u062c\u064a\u0629\u060c \u0648\u0627\u0628\u0646\u0650 <strong>Pivot<\/strong> \u064a\u0644\u062e\u0651\u0635: \u0627\u0644\u0645\u062f\u064a\u0646\u0629\u060c \u0627\u0644\u0642\u0646\u0627\u0629\u060c \u0627\u0644\u0641\u0626\u0629\u060c \u0627\u0644\u0623\u0633\u0628\u0648\u0639.<\/li>\n\n\n\n<li><strong>\u062a\u0645\u0627\u0631\u064a\u0646 SQL \u0645\u062a\u0642\u062f\u0651\u0645\u0629 (SQL Server \u0645\u0641\u0636\u0644):<\/strong><br>10 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a: \u0623\u0641\u0636\u0644 10 \u0645\u0646\u062a\u062c\u0627\u062a\u060c <strong>Cohort Retention<\/strong> \u0634\u0647\u0631\u064a\u0629\u060c <strong>AOV<\/strong>\u060c <strong>Repeat Purchase Rate<\/strong>\u060c \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u0633\u0628\u0648\u0639\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Window Functions<\/strong>.<\/li>\n\n\n\n<li><strong>ETL \u0645\u0635\u063a\u0631 \u0628\u0640 Python (pandas):<\/strong><br>\u0633\u0643\u0631\u0628\u062a \u064a\u062c\u0645\u0639 \u0645\u0635\u0627\u062f\u0631 CSV\/Excel\u060c \u064a\u0637\u0628\u0651\u0642 <strong>Data Cleaning<\/strong>\u060c \u064a\u0635\u062f\u0651\u0631 \u0645\u0644\u0641\u064b\u0627 \u0645\u0648\u062d\u0651\u062f\u064b\u0627 \u064a\u063a\u0630\u0651\u064a <strong>Power BI<\/strong>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0623\u064a\u0627\u0645 31\u201360: \u0628\u0646\u0627\u0621 \u0642\u064a\u0645\u0629 \u062a\u064f\u0631\u0649 \u0648\u062a\u064f\u0642\u0646\u0639<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0644\u0648\u062d\u0629 Power BI \u0628\u062b\u0644\u0627\u062b \u0635\u0641\u062d\u0627\u062a:<\/strong>\n<ol class=\"wp-block-list\">\n<li>\u062a\u0646\u0641\u064a\u0630\u064a\u0629 (Revenue\u060c Margin\u060c <strong>Conversion Rate<\/strong>\u060c <strong>CAC<\/strong>\u060c <strong>LTV<\/strong>)\u060c<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a (\u0627\u0644\u0645\u062f\u064a\u0646\u0629\/\u0627\u0644\u0642\u0646\u0627\u0629\/\u0627\u0644\u0645\u0646\u062a\u062c)\u060c<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0633\u0648\u064a\u0642 (\u0627\u0644\u062d\u0645\u0644\u0627\u062a\/\u0627\u0644\u062a\u0643\u0644\u0641\u0629\/\u0627\u0644\u0639\u0627\u0626\u062f).<br>\u0627\u0637\u0628\u0651\u0642 <strong>DAX<\/strong> \u0644\u0642\u064a\u0627\u0633 <strong>YoY\/MoM\/Rolling 7\/30<\/strong> \u0645\u0639 <strong>Slicers<\/strong> \u0639\u0631\u0628\u064a\u0629 \u0648\u0627\u0636\u062d\u0629.<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0625\u062d\u0635\u0627\u0626\u064a:<\/strong><br>\u0646\u0641\u0651\u0630 <strong>A\/B Testing<\/strong> \u0644\u0635\u0641\u062d\u0629 \u0647\u0628\u0648\u0637 \u0639\u0631\u0628\u064a\u0629\u060c \u0648\u0641\u0633\u0651\u0631 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0644\u0644\u0625\u062f\u0627\u0631\u0629 \u0628\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\/\u0639\u0631\u0628\u064a\u0629 \u0645\u0647\u0646\u064a\u0629 (Point Estimate + Confidence Interval).<\/li>\n\n\n\n<li><strong>Automation:<\/strong><br>\u0627\u062c\u0639\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0648\u0623\u0631\u0633\u0644 <strong>Snapshot<\/strong> \u0635\u0628\u0627\u062d \u0627\u0644\u0625\u062b\u0646\u064a\u0646 \u0639\u0628\u0631 <strong>Power Automate<\/strong> \u0625\u0644\u0649 <strong>Teams<\/strong>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0623\u064a\u0627\u0645 61\u201390: \u0627\u0644\u062a\u0645\u0627\u064a\u0632 \u0648\u0627\u0644\u0645\u062d\u0641\u0638\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0628\u0627\u0639<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062d\u0633\u064a\u0646 UX \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629:<\/strong><br>\u0623\u0633\u0645\u0627\u0621 \u0639\u0631\u0628\u064a\u0629 \u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0639\u0644\u0627\u0642\u0627\u062a \u0645\u0635\u062d\u0651\u062d\u0629\u060c <strong>Sparklines<\/strong>\u060c \u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0634\u0631\u0637\u064a\u0629 \u0630\u0627\u062a \u0645\u0639\u0646\u0649 (\u0623\u062e\u0636\u0631\/\u0623\u062d\u0645\u0631 \u0644\u0644\u062d\u062f\u0648\u062f).<\/li>\n\n\n\n<li><strong>\u0645\u0634\u0631\u0648\u0639 \u0642\u0637\u0627\u0639\u064a \u0633\u0639\u0648\u062f\u064a (\u0627\u062e\u062a\u0631 \u0648\u0627\u062d\u062f\u064b\u0627):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062c\u0627\u0631\u0629 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0628\u0627\u0644\u0631\u064a\u0627\u0636:<\/strong> <strong>Sessions\u060c Conversion Rate\u060c AOV\u060c CAC\u060c LTV\u060c Repeat Purchase<\/strong>.<\/li>\n\n\n\n<li><strong>\u0644\u0648\u062c\u0633\u062a\u064a\u0627\u062a\/\u062a\u062c\u0632\u0626\u0629:<\/strong> <strong>On-Time Delivery\u060c Lead Time\u060c Cost\/Shipment<\/strong> \u0648\u0631\u0628\u0637 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0628\u0627\u0644\u0645\u062e\u0632\u0648\u0646.<\/li>\n\n\n\n<li><strong>\u062e\u062f\u0645\u064a\/\u062d\u0643\u0648\u0645\u064a:<\/strong> <strong>Service Level\u060c Satisfaction\u060c Reach<\/strong> \u0628\u0644\u0648\u062d\u0627\u062a \u0634\u0641\u0627\u0641\u0629.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u0641\u064a\u062f\u064a\u0648 60\u201390 \u062b\u0627\u0646\u064a\u0629 (Portfolio):<\/strong><br>\u064a\u062d\u0643\u064a \u201c\u0627\u0644\u0642\u0635\u0629 \u0648\u0631\u0627\u0621 \u0627\u0644\u0642\u0631\u0627\u0631\u201d: \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u2192 \u0627\u0644\u0646\u0647\u062c (<strong>SQL + Python + DAX<\/strong>) \u2192 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 (\u0631\u0642\u0645) \u2192 \u0627\u0644\u0642\u0631\u0627\u0631 (\u062a\u062e\u0641\u064a\u0636 \u062a\u0643\u0644\u0641\u0629\/\u0631\u0641\u0639 \u0639\u0627\u0626\u062f).<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0643\u064a\u0641 \u062a\u064f\u0639\u062f\u0651 \u0633\u064a\u0631\u0629 \u0630\u0627\u062a\u064a\u0629 \u0648LinkedIn \u201c\u0645\u0647\u064a\u0651\u0623\u0629 \u0644\u0644\u0631\u064a\u0627\u0636\u201d (ATS-Ready)<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u0636\u062d \u0648\u0645\u062d\u0645\u0651\u0644 \u0628\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629:<\/strong><br><em>\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a | Power BI &amp; SQL Server &amp; Python (pandas) | Dashboard KPI | \u0627\u0644\u0631\u064a\u0627\u0636<\/em><\/li>\n\n\n\n<li><strong>\u0645\u0644\u062e\u0635 \u0642\u0635\u064a\u0631 \u064a\u0628\u064a\u0639 \u0627\u0644\u0642\u064a\u0645\u0629:<\/strong><br>\u201c\u0623\u062d\u0648\u0651\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0639\u0628\u0631 <strong>Power BI\/DAX<\/strong> \u0648\u0646\u0645\u0630\u062c\u0629 \u0633\u0644\u064a\u0645\u0629\u060c \u0623\u064f\u062b\u0628\u062a \u0627\u0644\u0623\u062b\u0631 \u0628\u062a\u062d\u0644\u064a\u0644 \u0625\u062d\u0635\u0627\u0626\u064a \u0648<strong>A\/B Testing<\/strong>\u060c \u0648\u0623\u064f\u062a\u0645\u062a \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0639\u0628\u0631 <strong>Power Automate<\/strong>.\u201d<\/li>\n\n\n\n<li><strong>\u062e\u0628\u0631\u0627\u062a\/\u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0635\u064a\u063a\u0629 \u0627\u0644\u0623\u062b\u0631:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u201c\u062e\u0641\u0636\u062a \u0632\u0645\u0646 \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u064a\u0648\u0645\u064a <strong>60%<\/strong> \u0639\u0628\u0631 <strong>Power Query<\/strong>.\u201d<\/li>\n\n\n\n<li>\u201c\u0631\u0641\u0639\u062a <strong>Conversion Rate<\/strong> <strong>8%<\/strong> \u0628\u062a\u062d\u0644\u064a\u0644 \u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636 \u0648\u0625\u0639\u0627\u062f\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629.\u201d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u0645\u0647\u0627\u0631\u0627\u062a (\u0628\u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0648\u0627\u0644\u0639\u0631\u0628\u064a\u0629):<\/strong><br><strong>Power BI\u060c DAX\u060c Power Query\u060c SQL Server\u060c PostgreSQL\u060c Excel \u0645\u062a\u0642\u062f\u0645\u060c Python (pandas\/NumPy\/Matplotlib)\u060c ETL\u060c KPI\u060c Dashboard KPI\u060c A\/B Testing\u060c Data Modeling\u060c Data Cleaning\u060c Power Automate\u060c SharePoint\u060c Teams<\/strong>.<\/li>\n\n\n\n<li><strong>\u0631\u0648\u0627\u0628\u0637 \u0630\u0643\u064a\u0629:<\/strong><br>GitHub \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639\u060c <strong>Power BI Service<\/strong> \u0644\u0644\u0651\u0648\u062d\u0627\u062a (\u0635\u0648\u0631\/GIFs \u0625\u0646 \u062a\u0639\u0630\u0651\u0631 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0639\u0627\u0645)\u060c \u0648\u0641\u064a\u062f\u064a\u0648 \u0642\u0635\u064a\u0631 \u064a\u0634\u0631\u062d \u0644\u0648\u062d\u0629 \u0639\u0631\u0628\u064a\u0629.<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u0646\u0635\u064a\u062d\u0629:<\/strong> \u0644\u0627 \u062a\u064f\u0633\u0631\u062f \u0645\u0647\u0627\u0631\u0627\u062a \u0628\u0644\u0627 \u0628\u0631\u0647\u0627\u0646. \u0643\u0644 \u0645\u0647\u0627\u0631\u0629 = \u0631\u0627\u0628\u0637 \u0645\u0634\u0631\u0648\u0639 \u0623\u0648 \u0644\u0642\u0637\u0629 \u0634\u0627\u0634\u0629 + \u0633\u0637\u0631 \u0648\u0627\u062d\u062f \u064a\u0631\u0648\u064a <strong>\u0642\u0631\u0627\u0631\u064b\u0627<\/strong> \u0646\u062a\u062c \u0639\u0646\u0647\u0627.<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0623\u064a\u0646 \u062a\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0648\u0638\u0627\u0626\u0641\u2026 \u0648\u0643\u064a\u0641 \u062a\u0631\u0627\u0633\u0644 \u0628\u0630\u0643\u0627\u0621\u061f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641:<\/strong> LinkedIn Jobs (\u0641\u0644\u062a\u0631 \u201c\u0627\u0644\u0631\u064a\u0627\u0636\u201d + Remote \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0645\u0644\u0643\u0629)\u060c \u0645\u0646\u0635\u0627\u062a \u0645\u062d\u0644\u064a\u0629 \u0648\u0625\u0642\u0644\u064a\u0645\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629:<\/strong> \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0644\u062f\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0648\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0648\u0634\u0628\u0647 \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0645\u0647\u0646\u064a:<\/strong> \u0645\u0644\u062a\u0642\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\/\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0631\u0634 \u0639\u0645\u0644\u064a\u0629\u060c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0647\u0646\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0631\u0633\u0627\u0644\u0629 \u062a\u0648\u0627\u0635\u0644 (Template \u0645\u062e\u062a\u0635\u0631):<\/strong><br>\u201c\u0623\u0647\u0644\u064b\u0627 [\u0627\u0644\u0627\u0633\u0645]\u060c \u0627\u0637\u0651\u0644\u0639\u062a\u064f \u0639\u0644\u0649 \u062a\u0631\u0643\u064a\u0632\u0643\u0645 \u0639\u0644\u0649 [\u0642\u0637\u0627\u0639] \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636. \u0644\u062f\u064a\u0651 \u0644\u0648\u062d\u0629 <strong>Power BI<\/strong> \u062a\u064f\u0638\u0647\u0631 \u0643\u064a\u0641 \u062e\u0641\u0651\u0636\u062a <strong>CAC<\/strong> <strong>12%<\/strong> \u0639\u0628\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0642\u0646\u0648\u0627\u062a. \u0623\u0631\u0641\u0642\u062a \u0644\u0642\u0637\u0629 \u0648\u0645\u064f\u0644\u062e\u0651\u0635 \u0642\u0631\u0627\u0631 \u0645\u0646 3 \u0623\u0633\u0637\u0631. \u064a\u0633\u0639\u062f\u0646\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u0644\u0627\u0621\u0645\u062a\u064a \u0644\u062f\u0648\u0631 <strong>Data Analyst<\/strong> \u0644\u062f\u064a\u0643\u0645.\u201d<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u062c\u062a\u0632 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0629 \u0628\u062b\u0642\u0629<\/h2>\n\n\n\n<p><strong>\u0625\u0637\u0627\u0631 STAR \u0628\u0627\u0644\u0639\u0631\u0628\u064a\u0629:<\/strong> \u0645\u0648\u0642\u0641 \u2013 \u0645\u0647\u0645\u0629 \u2013 \u0625\u062c\u0631\u0627\u0621 \u2013 \u0646\u062a\u064a\u062c\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SQL:<\/strong> \u0634\u0631\u062d \u0644\u0645\u0627\u0630\u0627 \u0627\u0633\u062a\u062e\u062f\u0645\u062a <strong>Window Functions<\/strong> \u0628\u062f\u0644 Subqueries\u060c \u0648\u0643\u064a\u0641 \u062d\u0633\u0651\u0646\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0625\u0636\u0627\u0641\u0629 <strong>Index<\/strong>.<\/li>\n\n\n\n<li><strong>Power BI\/DAX:<\/strong> \u062a\u0628\u0631\u064a\u0631 \u062a\u0635\u0645\u064a\u0645 <strong>Data Model<\/strong> (Star Schema)\u060c \u0648\u0643\u064a\u0641 \u0642\u0633\u062a <strong>Rolling 30<\/strong>\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 <strong>Filter Context<\/strong>.<\/li>\n\n\n\n<li><strong>Python\/ETL:<\/strong> \u0643\u064a\u0641 \u0623\u0639\u062f\u062f\u062a \u0633\u0643\u0631\u0628\u062a\u064b\u0627 \u064a\u0648\u0645\u064a\u064b\u0627\u060c \u0648\u062a\u062a\u0628\u0651\u0639\u062a \u0627\u0644\u0641\u0634\u0644 (Logging\/Retry)\u060c \u0648\u062a\u0639\u0627\u0645\u0644\u062a \u0645\u0639 \u0642\u064a\u0645 \u0646\u0627\u0642\u0635\u0629.<\/li>\n\n\n\n<li><strong>\u0625\u062d\u0635\u0627\u0621:<\/strong> \u0644\u0645\u0627\u0630\u0627 \u0643\u0627\u0646 \u062a\u062d\u0633\u0651\u0646 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 <strong>\u063a\u064a\u0631 \u062f\u0627\u0644<\/strong> \u0641\u064a \u062a\u062c\u0631\u0628\u0629 \u0645\u0627\u060c \u0648\u0645\u0627\u0630\u0627 \u0627\u0642\u062a\u0631\u062d\u062a \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0630\u0644\u0643.<\/li>\n\n\n\n<li><strong>Business Sense:<\/strong> \u0635\u064a\u0627\u063a\u0629 <strong>KPI<\/strong> \u062a\u0631\u062a\u0628\u0637 \u0628\u0647\u062f\u0641 \u0648\u0627\u0642\u0639\u064a\u060c \u0648\u0643\u064a\u0641 \u0645\u0646\u0639\u062a \u0627\u0644\u062a\u0644\u0627\u0639\u0628 \u0628\u0627\u0644\u0645\u0624\u0634\u0631.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u0633\u0624\u0627\u0644 \u0645\u062a\u0643\u0631\u0631 \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636:<\/strong> \u201c\u0639\u0646\u062f\u0643 \u0645\u062b\u0627\u0644 \u064a\u062b\u0628\u062a \u0623\u062b\u0631 \u062a\u062d\u0644\u064a\u0644\u0650\u0643 \u0639\u0644\u0649 \u0627\u0644\u0631\u0628\u062d\u064a\u0629\/\u0627\u0644\u0643\u0644\u0641\u0629\u061f\u201d<br><strong>\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u0646\u062a\u0635\u0631\u0629:<\/strong> \u0631\u0642\u0645 \u0648\u0627\u062d\u062f \u062d\u0642\u064a\u0642\u064a + \u0644\u0642\u0637\u0629 \u0644\u0648\u062d\u0629 + \u062c\u0645\u0644\u0629 \u0642\u0631\u0627\u0631: <em>\u201c\u0623\u0639\u062f\u0646\u0627 \u062a\u0648\u0632\u064a\u0639 20% \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0641\u0647\u0628\u0637 <strong>CAC<\/strong> 12% \u062e\u0644\u0627\u0644 6 \u0623\u0633\u0627\u0628\u064a\u0639.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0623\u062e\u0637\u0627\u0621 \u0634\u0627\u0626\u0639\u0629 \u062a\u064f\u0641\u0642\u062f\u0643 \u0627\u0644\u0641\u0631\u0635<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0644\u0648\u062d\u0627\u062a \u062c\u0645\u064a\u0644\u0629 \u0628\u0644\u0627 \u0646\u0645\u0630\u062c\u0629 \u0633\u0644\u064a\u0645\u0629 \u0623\u0648 <strong>DAX<\/strong> \u062f\u0642\u064a\u0642\u2014\u064a\u0646\u0647\u0627\u0631 \u0643\u0644 \u0634\u064a\u0621 \u0639\u0646\u062f \u0623\u0648\u0644 <strong>Drill-through<\/strong>.<\/li>\n\n\n\n<li><strong>CV<\/strong> \u0628\u0644\u0627 <strong>Keywords<\/strong> \u0645\u062d\u0644\u064a\u0629: <em>\u0634\u0631\u0643\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u060c Power BI\u060c SQL Server\u060c Excel \u0645\u062a\u0642\u062f\u0645\u060c Python pandas\u060c Dashboard KPI<\/em>.<\/li>\n\n\n\n<li>\u062a\u062c\u0627\u0647\u0644 <strong>A\/B Testing<\/strong> \u0648<strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a<\/strong>\u060c \u0641\u062a\u062a\u062e\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0639\u0644\u0649 \u201c\u0627\u0646\u0637\u0628\u0627\u0639\u0627\u062a\u201d.<\/li>\n\n\n\n<li>\u063a\u064a\u0627\u0628 <strong>Automation<\/strong>\u061b \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0644\u0627 \u062a\u0648\u0627\u0643\u0628 \u0648\u062a\u064a\u0631\u0629 \u0627\u0644\u0642\u0631\u0627\u0631 \u0641\u064a \u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636.<\/li>\n\n\n\n<li><strong>GitHub<\/strong> \u0641\u0627\u0631\u063a\u2026 \u0628\u064a\u0646\u0645\u0627 \u0645\u0634\u0631\u0648\u0639\u0627\u0646 \u0642\u0648\u064a\u0627\u0646 \u0628\u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u064a\u0643\u0641\u064a\u0627\u0646 \u0644\u0635\u0646\u0639 \u0627\u0644\u0627\u0646\u0637\u0628\u0627\u0639 \u0627\u0644\u0623\u0648\u0644.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0642\u0627\u0626\u0645\u0629 \u0643\u0644\u0645\u0627\u062a \u0645\u0641\u062a\u0627\u062d\u064a\u0629 (\u0636\u0639\u0647\u0627 \u0628\u0630\u0643\u0627\u0621 \u0641\u064a \u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0648\u0627\u0644\u0645\u0644\u062e\u0635\u0627\u062a)<\/h2>\n\n\n\n<p><strong>\u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0634\u0631\u0643\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0648\u0638\u064a\u0641\u0629 Data Analyst \u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0628\u064f\u0639\u062f \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u060c \u0631\u0648\u0627\u062a\u0628 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u060c \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 BI\u060c Power BI\u060c Power BI Desktop\u060c \u062f\u0648\u0627\u0644 DAX\u060c Power Query\u060c Excel \u0645\u062a\u0642\u062f\u0645\u060c Pivot Table\u060c SQL\u060c SQL Server\u060c PostgreSQL\u060c MySQL\u060c Python\u060c pandas\u060c NumPy\u060c Matplotlib\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c ETL\u060c Data Cleaning\u060c Data Modeling\u060c \u062a\u062d\u0644\u064a\u0644 \u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a\u060c \u0641\u062a\u0631\u0627\u062a \u0627\u0644\u062b\u0642\u0629\u060c \u0627\u0646\u062d\u062f\u0627\u0631 \u062e\u0637\u064a\u060c A\/B Testing\u060c \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 KPI\u060c \u062a\u0635\u0645\u064a\u0645 KPI\u060c Dashboard KPI\u060c \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621\u060c Conversion Rate\u060c LTV\u060c CAC\u060c Churn Rate\u060c Power Automate\u060c \u0645\u0647\u0627\u0645 \u0645\u062c\u062f\u0648\u0644\u0629\u060c SharePoint\u060c Teams\u060c \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u060c \u0631\u0624\u064a\u0629 2030\u060c \u0648\u0638\u0627\u0626\u0641 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629\u060c \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0631\u0628\u064a\u0629.<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u0642\u0627\u0639\u062f\u0629 \u0630\u0647\u0628\u064a\u0629:<\/strong> 6\u20138 \u0643\u0644\u0645\u0627\u062a \u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0644\u0643\u0644 \u0645\u0646\u0635\u0651\u0629 \u062a\u0643\u0641\u064a. \u0627\u062c\u0639\u0644\u0647\u0627 \u062c\u0632\u0621\u064b\u0627 \u0637\u0628\u064a\u0639\u064a\u064b\u0627 \u0645\u0646 \u0627\u0644\u0633\u0631\u062f\u060c \u0644\u0627 \u0633\u0637\u0631\u064b\u0627 \u0645\u0646\u0641\u0635\u0644\u064b\u0627 \u064a\u0635\u0631\u062e \u201c\u062d\u0634\u0648\u201d.<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0646\u0645\u0648\u0630\u062c \u0642\u0635\u064a\u0631 \u0644\u0631\u0633\u0627\u0644\u0629 \u0645\u062a\u0627\u0628\u0639\u0629 \u0628\u0639\u062f \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629<\/h2>\n\n\n\n<p>\u201c\u0634\u0643\u0631\u064b\u0627 \u0639\u0644\u0649 \u0648\u0642\u062a\u0643\u0645 \u0627\u0644\u064a\u0648\u0645. \u0643\u0645\u0627 \u0630\u0643\u0631\u062a\u064f\u060c \u0647\u0630\u0647 \u0644\u0642\u0637\u0629 <strong>Dashboard KPI<\/strong> \u062a\u064f\u0638\u0647\u0631 \u0643\u064a\u0641 \u0642\u0633\u0646\u0627 <strong>YoY\/MoM\/Rolling<\/strong> \u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636. \u0623\u0631\u0641\u0642\u062a \u0645\u0644\u062e\u0651\u0635\u064b\u0627 \u0645\u0646 3 \u0623\u0633\u0637\u0631 \u062d\u0648\u0644 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0630\u064a \u0627\u062a\u062e\u0630\u0646\u0627\u0647 \u0648\u062a\u0648\u0641\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u064a\u0633\u0639\u062f\u0646\u064a \u0645\u0634\u0627\u0631\u0643\u0629 \u0646\u0633\u062e\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0623\u0648 \u062a\u0646\u0641\u064a\u0630 <strong>POC<\/strong> \u0635\u063a\u064a\u0631 \u0625\u0646 \u0631\u063a\u0628\u062a\u064f\u0645.\u201d<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u062e\u0644\u0627\u0635\u0629 \u062a\u0646\u0641\u064a\u0630\u064a\u0629: \u0627\u0639\u0631\u0636 \u0642\u064a\u0645\u0629 \u0644\u0627 \u0635\u0641\u0627\u062a<\/h2>\n\n\n\n<p>\u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0623\u0642\u0635\u0631 \u0625\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0641\u064a <strong>\u0634\u0631\u0643\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0631\u064a\u0627\u0636<\/strong> \u064a\u0628\u062f\u0623 \u0628\u0641\u0647\u0645 \u0645\u0627 \u062a\u0634\u062a\u0631\u064a\u0647 \u0627\u0644\u0634\u0631\u0643\u0627\u062a: <strong>\u0642\u0631\u0627\u0631 \u0623\u0641\u0636\u0644 \u0623\u0633\u0631\u0639 \u0648\u0623\u0631\u062e\u0635<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Power BI + DAX<\/strong> \u0644\u0633\u0631\u062f \u0628\u0635\u0631\u064a \u0645\u0642\u0646\u0639\u060c<\/li>\n\n\n\n<li><strong>SQL Server<\/strong> \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0628\u0643\u0641\u0627\u0621\u0629\u060c<\/li>\n\n\n\n<li><strong>Excel \u0645\u062a\u0642\u062f\u0645 + Power Query<\/strong> \u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c<\/li>\n\n\n\n<li><strong>Python (pandas\/ETL)<\/strong> \u0644\u0644\u0623\u062a\u0645\u062a\u0629\u060c<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0625\u062d\u0635\u0627\u0626\u064a<\/strong> \u0644\u0636\u0628\u0637 \u0627\u0644\u064a\u0642\u064a\u0646\u060c<\/li>\n\n\n\n<li><strong>KPI<\/strong> \u062a\u0631\u0628\u0637 \u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c<\/li>\n\n\n\n<li><strong>Automation<\/strong> \u0644\u0625\u064a\u0635\u0627\u0644 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0641\u064a \u0648\u0642\u062a\u0647\u0627.<br>\u0627\u0635\u0646\u0639 \u0645\u0634\u0631\u0648\u0639\u064a\u0646 \u0645\u0648\u062c\u0651\u0647\u064a\u0646 \u0644\u0644\u0631\u064a\u0627\u0636\u060c \u0648\u062b\u0651\u0642\u0647\u0645\u0627 \u0628\u0627\u0644\u0623\u062b\u0631\u060c \u0648\u062d\u0633\u0651\u0646 \u0645\u0644\u0641\u0643 \u0628\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629\u2026 \u0648\u0633\u062a\u064f\u0641\u0627\u062c\u0623 \u0643\u0645 \u064a\u0635\u0628\u062d \u0627\u0644\u0637\u0631\u064a\u0642 \u0625\u0644\u0649 \u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u0648\u0638\u064a\u0641\u064a \u0645\u0628\u0627\u0634\u0631\u064b\u0627.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0646\u0636\u0645\u0651 \u0625\u0644\u064a\u0646\u0627 \u0648\u0627\u0628\u062f\u0623 \u0627\u0644\u0642\u0641\u0632\u0629 \u0627\u0644\u0622\u0646<\/h2>\n\n\n\n<p><strong>\u0644\u0644\u0625\u0646\u0636\u0645\u0627\u0645 \u0625\u0644\u0649 \u0628\u0631\u0627\u0645\u062c\u0646\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0623\u062b\u0631 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 (Power BI \u0648Excel \u0648SQL \u0648Python \u0648KPI \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629)\u060c \u062a\u0641\u0636\u0651\u0644 \u0628\u0632\u064a\u0627\u0631\u0629:<\/strong><br><strong><a href=\"https:\/\/atharhubs.com\/programs\/\">https:\/\/atharhubs.com\/programs\/<\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u062e\u064a\u0651\u0644 \u0634\u0627\u0634\u0629 \u0633\u0648\u062f\u0627\u0621 \u064a\u0638\u0647\u0631 \u0639\u0644\u064a\u0647\u0627 \u0639\u062f\u0651\u0627\u062f \u0631\u0642\u0645\u064a \u064a\u0643\u062a\u0628 \u0627\u0633\u0645\u0643\u060c \u0648\u062a\u062d\u062a \u0627\u0644\u0627\u0633\u0645 \u064a\u0638\u0647\u0631: \u201c\u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u201d. \u062a\u0628\u062f\u0623 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0628\u0627\u0644\u062a\u062d\u0631\u0651\u0643: Excel \u0645\u062a\u0642\u062f\u0645 \u2714\ufe0f\u060c SQL Server \u2714\ufe0f\u060c Power BI \u2714\ufe0f\u060c Python (pandas) \u2714\ufe0f\u060c KPI &amp; Dashboard KPI \u2714\ufe0f\u2026 \u0648\u0645\u0639 \u0643\u0644 \u2714\ufe0f \u064a\u0648\u0645\u0636 \u0634\u0639\u0627\u0631 \u0634\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636. \u062b\u0645 \u064a\u062a\u0648\u0642\u0641 \u0627\u0644\u0639\u062f\u0651\u0627\u062f \u0639\u0646\u062f \u062e\u0637\u0648\u0629 \u0648\u0627\u062d\u062f\u0629: \u201c\u0643\u064a\u0641 \u0623\u062e\u0637\u0641 \u0639\u0631\u0636\u064b\u0627 \u0648\u0638\u064a\u0641\u064a\u064b\u0627 [&hellip;]<\/p>\n","protected":false},"author":13,"featured_media":21245,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-21242","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analysis-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/posts\/21242","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/comments?post=21242"}],"version-history":[{"count":3,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/posts\/21242\/revisions"}],"predecessor-version":[{"id":22163,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/posts\/21242\/revisions\/22163"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/media\/21245"}],"wp:attachment":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/media?parent=21242"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/categories?post=21242"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/tags?post=21242"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}