{"id":671,"date":"2026-04-07T14:19:04","date_gmt":"2026-04-07T08:19:04","guid":{"rendered":"https:\/\/bengolroot.com\/?p=671"},"modified":"2026-04-08T15:14:15","modified_gmt":"2026-04-08T09:14:15","slug":"data-analysis-proces","status":"publish","type":"post","link":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/","title":{"rendered":"Data Analysis Process (\u09a1\u09c7\u099f\u09be \u09ac\u09bf\u09b6\u09cd\u09b2\u09c7\u09b7\u09a3\u09c7\u09b0 \u09b8\u09ae\u09cd\u09aa\u09c2\u09b0\u09cd\u09a3 \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be)"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"559\" src=\"https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-1024x559.png\" alt=\"\" class=\"wp-image-672\" srcset=\"https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-1024x559.png 1024w, https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-300x164.png 300w, https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-768x419.png 768w, https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-1536x838.png 1536w, https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-2048x1117.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 1: Define the Problem (\u09b8\u09ae\u09b8\u09cd\u09af\u09be \u09a8\u09bf\u09b0\u09cd\u09a7\u09be\u09b0\u09a3 \u0995\u09b0\u09c1\u09a8)<\/strong><\/h3>\n\n\n\n<p>The entire process begins not with data, but with a clear understanding of the goal. You must identify what specific question you are trying to answer or what problem you are trying to solve.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Identify the core business goals.<\/li>\n\n\n\n<li>Formulate precise, answerable questions.<\/li>\n\n\n\n<li>\u09b2\u0995\u09cd\u09b7\u09cd\u09af \u0993 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09a0\u09bf\u0995 \u0995\u09b0\u09c1\u09a8 (Fix targets and questions).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> A question mark and a list signify the inquiry phase.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 2: Data Collection (\u09a1\u09c7\u099f\u09be \u09b8\u0982\u0997\u09cd\u09b0\u09b9)<\/strong><\/h3>\n\n\n\n<p>Once the problem is defined, the next step is to gather the relevant information. This stage involves identifying all potential sources where the necessary data might reside.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Identify diverse data sources.<\/li>\n\n\n\n<li>Gather raw data from surveys, log files, and databases.<\/li>\n\n\n\n<li>\u09ac\u09bf\u09ad\u09bf\u09a8\u09cd\u09a8 \u0989\u09ce\u09b8 \u09a5\u09c7\u0995\u09c7 \u09a1\u09c7\u099f\u09be \u09af\u09cb\u0997\u09be\u09a1\u09bc \u0995\u09b0\u09c1\u09a8 (Gather data from various sources).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> Multiple databases and cloud storage representing varied data sources.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 3: Data Cleaning (\u09a1\u09c7\u099f\u09be \u0995\u09cd\u09b2\u09bf\u09a8 \u09ac\u09be \u09aa\u09b0\u09bf\u09b7\u09cd\u0995\u09be\u09b0 \u0995\u09b0\u09be)<\/strong><\/h3>\n\n\n\n<p>Raw data is rarely perfect. It is often messy, inconsistent, and contains errors. This critical stage focuses on fixing those issues to ensure the analysis is accurate.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Remove errors, duplicates, and inaccurate records.<\/li>\n\n\n\n<li>Handle missing values appropriately (e.g., filling them in or removing those rows).<\/li>\n\n\n\n<li>Format data types (e.g., ensuring dates are in a date format).<\/li>\n\n\n\n<li>\u09ad\u09c1\u09b2 \u0993 \u09ac\u09be\u09a6 \u09aa\u09a1\u09bc\u09be \u09a1\u09c7\u099f\u09be \u09a0\u09bf\u0995 \u0995\u09b0\u09c1\u09a8 (Fix errors and missing data).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> Cleaning tools (mop and wrench) tidying up cluttered data points.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 4: Data Wrangling (Preprocessing) (\u09a1\u09c7\u099f\u09be \u09b0\u200d\u09cd\u09af\u09be\u0982\u09b2\u09bf\u0982 \u09ac\u09be \u09b0\u09c2\u09aa\u09be\u09a8\u09cd\u09a4\u09b0)<\/strong><\/h3>\n\n\n\n<p>While cleaning is about fixing data, wrangling is about restructuring it. The goal is to prepare the cleaned data into a format that is optimized for analysis.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Restructure and reshape data tables.<\/li>\n\n\n\n<li>Transform variables (e.g., combining first and last names, creating new calculated fields).<\/li>\n\n\n\n<li>Organize the data into a structured schema ready for analysis tools.<\/li>\n\n\n\n<li>\u09ac\u09bf\u09b6\u09cd\u09b2\u09c7\u09b7\u09a3\u09c7\u09b0 \u099c\u09a8\u09cd\u09af \u09b8\u09be\u099c\u09be\u09a8 \u0993 \u09b0\u09c2\u09aa\u09be\u09a8\u09cd\u09a4\u09b0 \u0995\u09b0\u09c1\u09a8 (Arrange and transform for analysis).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> Nodes transforming into an organized structure.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 5: Exploratory Data Analysis (EDA) (\u098f\u0995\u09cd\u09b8\u09aa\u09cd\u09b2\u09cb\u09b0\u09c7\u099f\u09b0\u09bf \u09a1\u09c7\u099f\u09be \u09ac\u09bf\u09b6\u09cd\u09b2\u09c7\u09b7\u09a3)<\/strong><\/h3>\n\n\n\n<p>This is the &#8220;getting to know your data&#8221; stage. Analysts use visualizations and summary statistics to understand the data&#8217;s distributions, find patterns, and identify interesting correlations before building models.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Visualize data using initial charts (histograms, scatter plots).<\/li>\n\n\n\n<li>Calculate summary statistics (means, medians).<\/li>\n\n\n\n<li>Discover hidden patterns, trends, and correlations.<\/li>\n\n\n\n<li>\u09aa\u09cd\u09af\u09be\u099f\u09be\u09b0\u09cd\u09a8 \u0993 \u099f\u09cd\u09b0\u09c7\u09a8\u09cd\u09a1 \u0996\u09c1\u0981\u099c\u09c7 \u09ac\u09c7\u09b0 \u0995\u09b0\u09c1\u09a8 (Spot patterns and trends).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> A magnifying glass over charts, symbolizing discovery.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 6: Data Interpretation &amp; Modeling (\u09a1\u09c7\u099f\u09be \u09ac\u09cd\u09af\u09be\u0996\u09cd\u09af\u09be \u0993 \u09ae\u09a1\u09c7\u09b2\u09bf\u0982)<\/strong><\/h3>\n\n\n\n<p>In this advanced analysis stage, you apply formal statistical methods and machine learning algorithms to test hypotheses, make predictions, and find definitive answers to the defined problem.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Apply statistical methods.<\/li>\n\n\n\n<li>Build predictive or descriptive models.<\/li>\n\n\n\n<li>Test hypotheses (confirming or disproving theories).<\/li>\n\n\n\n<li>\u09ae\u09a1\u09c7\u09b2 \u09aa\u09cd\u09b0\u09af\u09bc\u09cb\u0997 \u0993 \u09aa\u09b0\u09c0\u0995\u09cd\u09b7\u09be \u0995\u09b0\u09c1\u09a8 (Apply models and test them).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> A brain and gears with algorithms, showing computation and modeling.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 7: Data Visualization &amp; Reporting (\u09a1\u09c7\u099f\u09be \u09ad\u09bf\u099c\u09cd\u09af\u09c1\u09af\u09bc\u09be\u09b2\u09be\u0987\u099c\u09c7\u09b6\u09a8 \u0993 \u09b0\u09bf\u09aa\u09cb\u09b0\u09cd\u099f\u09bf\u0982)<\/strong><\/h3>\n\n\n\n<p>After analyzing the data, you must communicate your findings effectively. Complex numbers and statistics are translated into easy-to-understand visual summaries for stakeholders.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Present findings using clear, impactful charts and graphs.<\/li>\n\n\n\n<li>Create interactive dashboards for dynamic data exploration.<\/li>\n\n\n\n<li>Develop comprehensive reports summarizing key takeaways.<\/li>\n\n\n\n<li>\u099a\u09be\u09b0\u09cd\u099f \u0993 \u09a1\u09cd\u09af\u09be\u09b6\u09ac\u09cb\u09b0\u09cd\u09a1 \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09c1\u09a8 (Create charts and dashboards).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> Pie charts, line graphs, and presentation boards.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stage 8: Interpret Results &amp; Decision Making (\u09ab\u09b2\u09be\u09ab\u09b2 \u09ac\u09cd\u09af\u09be\u0996\u09cd\u09af\u09be \u0993 \u09b8\u09bf\u09a6\u09cd\u09a7\u09be\u09a8\u09cd\u09a4 \u0997\u09cd\u09b0\u09b9\u09a3)<\/strong><\/h3>\n\n\n\n<p>The final and most important stage. The analysis is used to derive concrete business insights. This leads to informed, data-driven decisions that solve the original problem.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Actions:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Draw meaningful business insights from the visualizations and model outputs.<\/li>\n\n\n\n<li>Provide definitive answers to the problem questions.<\/li>\n\n\n\n<li>Empower leaders to make informed business decisions.<\/li>\n\n\n\n<li>\u09a4\u09a5\u09cd\u09af\u09ad\u09bf\u09a4\u09cd\u09a4\u09bf\u0995 \u09b8\u09bf\u09a6\u09cd\u09a7\u09be\u09a8\u09cd\u09a4 \u09a8\u09bf\u09a8 (Take information-based decisions).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Visual:<\/strong> A lightbulb (insight), a checkmark, and a team making a final decision.<\/li>\n<\/ul>\n\n\n\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Stage 1: Define the Problem (\u09b8\u09ae\u09b8\u09cd\u09af\u09be \u09a8\u09bf\u09b0\u09cd\u09a7\u09be\u09b0\u09a3 \u0995\u09b0\u09c1\u09a8) The entire process begins not with data, but with a clear understanding of the goal. You must identify what specific question you are trying to answer or what problem you are trying to solve. Stage 2: Data Collection (\u09a1\u09c7\u099f\u09be \u09b8\u0982\u0997\u09cd\u09b0\u09b9) Once the problem is defined, the next [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":672,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_angie_page":false,"content-type":"","page_builder":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[18],"tags":[17,19,16],"class_list":["post-671","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-it","tag-big-data","tag-data","tag-data-analysis"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Analysis Process (\u09a1\u09c7\u099f\u09be \u09ac\u09bf\u09b6\u09cd\u09b2\u09c7\u09b7\u09a3\u09c7\u09b0 \u09b8\u09ae\u09cd\u09aa\u09c2\u09b0\u09cd\u09a3 \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be) - Bengol Root<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Analysis Process (\u09a1\u09c7\u099f\u09be \u09ac\u09bf\u09b6\u09cd\u09b2\u09c7\u09b7\u09a3\u09c7\u09b0 \u09b8\u09ae\u09cd\u09aa\u09c2\u09b0\u09cd\u09a3 \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be) - Bengol Root\" \/>\n<meta property=\"og:description\" content=\"Stage 1: Define the Problem (\u09b8\u09ae\u09b8\u09cd\u09af\u09be \u09a8\u09bf\u09b0\u09cd\u09a7\u09be\u09b0\u09a3 \u0995\u09b0\u09c1\u09a8) The entire process begins not with data, but with a clear understanding of the goal. You must identify what specific question you are trying to answer or what problem you are trying to solve. 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You must identify what specific question you are trying to answer or what problem you are trying to solve. Stage 2: Data Collection (\u09a1\u09c7\u099f\u09be \u09b8\u0982\u0997\u09cd\u09b0\u09b9) Once the problem is defined, the next [&hellip;]","og_url":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/","og_site_name":"Bengol Root","article_published_time":"2026-04-07T08:19:04+00:00","article_modified_time":"2026-04-08T09:14:15+00:00","og_image":[{"width":1024,"height":559,"url":"https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-1024x559.png","type":"image\/png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/#article","isPartOf":{"@id":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/"},"author":{"name":"admin","@id":"https:\/\/bengolroot.com\/#\/schema\/person\/fd4185459d4b17d6bf20259e77b68e7b"},"headline":"Data Analysis Process (\u09a1\u09c7\u099f\u09be \u09ac\u09bf\u09b6\u09cd\u09b2\u09c7\u09b7\u09a3\u09c7\u09b0 \u09b8\u09ae\u09cd\u09aa\u09c2\u09b0\u09cd\u09a3 \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be)","datePublished":"2026-04-07T08:19:04+00:00","dateModified":"2026-04-08T09:14:15+00:00","mainEntityOfPage":{"@id":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/"},"wordCount":549,"commentCount":0,"publisher":{"@id":"https:\/\/bengolroot.com\/#organization"},"image":{"@id":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/#primaryimage"},"thumbnailUrl":"https:\/\/bengolroot.com\/wp-content\/uploads\/2026\/04\/Data_analysis_07Apr2026-scaled.png","keywords":["Big Data","data","Data Analysis"],"articleSection":["IT"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/","url":"https:\/\/bengolroot.com\/index.php\/2026\/04\/07\/data-analysis-proces\/","name":"Data Analysis Process (\u09a1\u09c7\u099f\u09be \u09ac\u09bf\u09b6\u09cd\u09b2\u09c7\u09b7\u09a3\u09c7\u09b0 \u09b8\u09ae\u09cd\u09aa\u09c2\u09b0\u09cd\u09a3 \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be) - 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