{"id":78171,"date":"2025-05-17T17:19:13","date_gmt":"2025-05-17T17:19:13","guid":{"rendered":"http:\/\/bangla.sitestree.com\/?p=78171"},"modified":"2025-06-22T00:06:58","modified_gmt":"2025-06-22T00:06:58","slug":"data-analytics-concepts-and-methods","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=78171","title":{"rendered":"Data Analytics Concepts and Methods"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p><strong>What is Analysis?<\/strong> [1]<\/p>\n\n\n\n<p>\u2022 \u201cA comprehensive, data-driven strategy for problem solving\u201d<\/p>\n\n\n\n<p><strong>Analytics<\/strong><\/p>\n\n\n\n<p>\u2022 \u201cAnalytics uses logic,\u00a0<strong>inductive and deductive reasoning,<\/strong>\u00a0critical thinking, and quantitative methods along with data to examine phenomena and determine its essential features\u201d<\/p>\n\n\n\n<p>\u2022 &#8220;any solution that supports the identification of meaningful patterns and relationships among data.&#8221;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>CONCEPTS [1]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"390\" src=\"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=750%2C390\" alt=\"\" class=\"wp-image-78172\" srcset=\"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=1024%2C532 1024w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=300%2C156 300w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=768%2C399 768w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=1536%2C798 1536w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=750%2C390 750w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?w=1544 1544w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Analytics Methods [1]:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"390\" src=\"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-9.png?resize=750%2C390\" alt=\"\" class=\"wp-image-78173\" srcset=\"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-9.png?resize=1024%2C532 1024w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-9.png?resize=300%2C156 300w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-9.png?resize=768%2C399 768w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-9.png?resize=1536%2C798 1536w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-9.png?resize=750%2C390 750w, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-9.png?w=1544 1544w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/figure>\n\n\n\n<p><strong>[1] Ref: A Book: The Analytics Lifecycle Toolkit A Practical Guide for an Effective Analytics Capability, Wiley<\/strong><\/p>\n\n\n\n<p>Data Analytics, Machine Learning, Data Science<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>What is Analysis? [1] \u2022 \u201cA comprehensive, data-driven strategy for problem solving\u201d Analytics \u2022 \u201cAnalytics uses logic,\u00a0inductive and deductive reasoning,\u00a0critical thinking, and quantitative methods along with data to examine phenomena and determine its essential features\u201d \u2022 &#8220;any solution that supports the identification of meaningful patterns and relationships among data.&#8221; CONCEPTS [1] Analytics Methods [1]: [1] &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=78171\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1974,1],"tags":[],"class_list":["post-78171","post","type-post","status-publish","format-standard","hentry","category-analytics-and-machine-learning-project-development","category-root","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":78187,"url":"http:\/\/bangla.sitestree.com\/?p=78187","url_meta":{"origin":78171,"position":0},"title":"Inductive and Deductive Methods for Data Analytics Projects","author":"Sayed","date":"May 20, 2025","format":false,"excerpt":"Inductive and Deductive Methods for Data Analytics Projects Deductive: Top-down approach. Take existing theories and apply to data Inductive: Bottom-up approach. Observe data and derive a hypothesis. \" Examples in Data Analytics: Inductive: Analyzing customer purchase data to identify recurring patterns in buying habits, which can lead to new marketing\u2026","rel":"","context":"In &quot;Analytics and Machine Learning Project Development&quot;","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":13377,"url":"http:\/\/bangla.sitestree.com\/?p=13377","url_meta":{"origin":78171,"position":1},"title":"Top Data Science and Analytics Programs in Canada | Best Big Data Analytics Courses in Canada","author":"Sayed","date":"October 18, 2017","format":false,"excerpt":"Top Data Science and Analytics Programs in Canada | Best Big Data Analytics Courses in Canada Graduate Programs in Data Science \u2013 University of Waterloo Master of Data Science \u2013 University of British Columbia M.Sc. in Computing & Data Analytics \u2013 Saint Mary\u2019s University Master\u2019s in Big Data \u2013 Simon\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22237,"url":"http:\/\/bangla.sitestree.com\/?p=22237","url_meta":{"origin":78171,"position":2},"title":"On Data Management from Enterprise Data Analytics to Data-Based Decision Making #Root #Data Warehouse Misc","author":"Author-Check- Article-or-Video","date":"March 12, 2021","format":false,"excerpt":"On Data Management from Enterprise Data Analytics to Data-Based Decision Making Establish data quality standards and train others in this regard Five steps to an improved data quality assurance plan Data Quality Standards Handbook on Data Quality Assessment Methods and Tools Five Fundamental Data Quality Practices data management\/analysis software tools\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14740,"url":"http:\/\/bangla.sitestree.com\/?p=14740","url_meta":{"origin":78171,"position":3},"title":"How Health Care Analytics Improves Patient Care","author":"Sayed","date":"April 24, 2019","format":false,"excerpt":"How Health Care Analytics Improves Patient Care https:\/\/healthinformatics.uic.edu\/blog\/how-health-care-analytics-improves-patient-care\/ -- What is Health Analytics? 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