{"id":78231,"date":"2025-05-22T20:02:37","date_gmt":"2025-05-22T20:02:37","guid":{"rendered":"http:\/\/bangla.sitestree.com\/?p=78231"},"modified":"2025-06-08T21:34:01","modified_gmt":"2025-06-08T21:34:01","slug":"make-sense-of-your-data-for-data-analytics-project","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=78231","title":{"rendered":"Make Sense of your Data: For Data Analytics Project"},"content":{"rendered":"\n

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Hypothesis-based versus data-driven analysis<\/strong><\/p>\n\n\n\n

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\u201cOnly those data analysts who are given time to explore and analyze data thoughtfully and thoroughly are consistently successful.\u201d<\/p>\n\n\n\n

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Data Identification and Prioritization<\/strong><\/p>\n\n\n\n

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Use Augmented data besides Data Pipeline<\/strong><\/p>\n\n\n\n

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Analytics Sandbox<\/p>\n\n\n\n

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Characterizing the Data\u2014Exploring a Single Variable
<\/strong><\/p>\n\n\n\n

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Data: Descriptive analysis options<\/strong><\/p>\n\n\n\n

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Find: Distribution of quantitative variables<\/strong><\/p>\n\n\n\n

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Reference: [1]. <\/strong>Gregory S. Nelson. The Analytics Lifecycle Toolkit: A Practical Guide for<\/strong> an Effective  Analytics Capability, <\/strong> John Wiley & Sons \u00a9 2018<\/p>\n\n\n\n

<\/p>\n\n\n\n

Data Analytics, Machine Learning<\/p>\n\n\n\n

Data Analytics, Machine Learning, Data Science<\/p>\n","protected":false},"excerpt":{"rendered":"

Hypothesis-based versus data-driven analysis \u201cOnly those data analysts who are given time to explore and analyze data thoughtfully and thoroughly are consistently successful.\u201d Data Identification and Prioritization Use Augmented data besides Data Pipeline Analytics Sandbox Characterizing the Data\u2014Exploring a Single Variable Data: Descriptive analysis options Find: Distribution of quantitative variables Reference: [1]. Gregory S. Nelson. … <\/p>\n

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-78231","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":78220,"url":"http:\/\/bangla.sitestree.com\/?p=78220","url_meta":{"origin":78231,"position":0},"title":"Data Analytics Project: Problem Framing and Project Lifecycle","author":"Sayed","date":"May 22, 2025","format":false,"excerpt":"REF: Internet and Gregory S. Nelson. The Analytics Lifecycle Toolkit: A Practical Guide fo an Effective\u00a0 Analytics Capability, \u00a0John Wiley & Sons \u00a9 2018 . Chapter 6 - Problem Framing Data Analytics, Machine Learning Data Analytics, Machine Learning, Data Science","rel":"","context":"In "Analytics and Machine Learning Project Development"","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-25.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-25.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-25.png?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-25.png?resize=700%2C400 2x"},"classes":[]},{"id":78187,"url":"http:\/\/bangla.sitestree.com\/?p=78187","url_meta":{"origin":78231,"position":1},"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 "Analytics and Machine Learning Project Development"","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":78191,"url":"http:\/\/bangla.sitestree.com\/?p=78191","url_meta":{"origin":78231,"position":2},"title":"Data Requirements for Data Analytics Projects","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"Data \u2022 Dataset Characteristics \u2022Large Scale, Real, Representative, Relevant Features, balanced classes, unit relevant \u2022 Adapting data\/dataset for the project \u2022Clean, normalize\/standardize, bring more data, and bring more data of the missing type \u2022 Data Suitability for the project \u2022 Check for R Square Measure \u2022 Check for Bias, Variance,\u2026","rel":"","context":"In "Analytics and Machine Learning Project Development"","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":78171,"url":"http:\/\/bangla.sitestree.com\/?p=78171","url_meta":{"origin":78231,"position":3},"title":"Data Analytics Concepts and Methods","author":"Sayed","date":"May 17, 2025","format":false,"excerpt":"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 \"any solution that supports the identification of meaningful patterns and relationships among data.\" CONCEPTS\u2026","rel":"","context":"In "Analytics and Machine Learning Project Development"","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=700%2C400 2x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=1050%2C600 3x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-8.png?resize=1400%2C800 4x"},"classes":[]},{"id":78226,"url":"http:\/\/bangla.sitestree.com\/?p=78226","url_meta":{"origin":78231,"position":4},"title":"Factors\/Variables to Consider For Experimental Design for Data Analytics Projects","author":"Sayed","date":"May 22, 2025","format":false,"excerpt":"Design of experiments fishbone REF: [1]. 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Chapter 6 - Problem Framing Data Analytics, Machine Learning Data Analytics, Machine Learning, Data Science","rel":"","context":"In "Analytics and Machine Learning Project Development"","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-27.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-27.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-27.png?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-27.png?resize=700%2C400 2x"},"classes":[]},{"id":75873,"url":"http:\/\/bangla.sitestree.com\/?p=75873","url_meta":{"origin":78231,"position":5},"title":"Step 1 A DSL to Automate Initial and Exploratory Analysis for data analytics project","author":"Sayed","date":"August 5, 2023","format":false,"excerpt":"","rel":"","context":"In "DSL"","block_context":{"text":"DSL","link":"http:\/\/bangla.sitestree.com\/?cat=1961"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78231","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=78231"}],"version-history":[{"count":2,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78231\/revisions"}],"predecessor-version":[{"id":78274,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78231\/revisions\/78274"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=78231"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=78231"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=78231"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}