{"id":5652,"date":"2021-05-26T12:05:43","date_gmt":"2021-05-26T06:35:43","guid":{"rendered":"https:\/\/www.goseeko.com\/blog\/?p=1691"},"modified":"2021-10-30T07:40:42","modified_gmt":"2021-10-30T07:40:42","slug":"what-is-skewness","status":"publish","type":"post","link":"https:\/\/www.goseeko.com\/blog\/what-is-skewness\/","title":{"rendered":"What is Skewness?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>Overview<\/strong><\/h2>\n\n\n\n<p>Skewness is one of the most important topics in mathematical statistics. The word skewness means lack of symmetry.<\/p>\n\n\n\n<p>It is an important part of statistics. we use this theory in data sciences, data analytics, big data, e-commerce, business fields, etc.<\/p>\n\n\n\n<p>Nowadays we use data in different business models to achieve the target, and the concept of skewness can give sort of ideas how the data is spread and how someone can use it to draw meaningful decisions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Definition<\/strong><\/h2>\n\n\n\n<p>Skewness is the measurement of the symmetry of the given distribution.<\/p>\n\n\n\n<p>In a distribution, if the tail on one side of the mode(top point of a distribution) is fatter than other then we can say that the distribution is skewed.<\/p>\n\n\n\n<p>When there is no skewness the curve is known  symmetric curve, and it looks like-<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/97tvf7Gyqq3e3y1TQiVELzE5FooXANy9p91vcSsWT44LPj1934YpBAZ45ftzvshdGGtkOMgXL1AsasnNlNvvr1s4qhRF6aDtWfxq-auyGe4Mv9kMlcd_zl5HvByN3xAn0DxES9PN\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p>No skewness<\/p>\n\n\n\n<p>And when the distribution looks like the following figure-<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/EVkk3ZOtcQE5nZ8XuhAyFczJB2ohBELhvlNTmACnFN8I-U3oE8a9J_txD5li4yDZYyq_OV15XslmcrP7ySPnoZUfEnmH3iMx03WyVbPH4sM5A2D5ebR1LIBEehrGj4BCXh1EA0oP\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p>Positively skewed&nbsp;<\/p>\n\n\n\n<p>Then it is positively skewed.<\/p>\n\n\n\n<p>And for negative skewed data, the distribution will look like-<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/iCqYydloWjGSvXlzrxMSMPO4AGE-YcESaMvsug7CIGEvY9uoLLEAb9z72HZfrZp9dH5R38gFfZK5imqLjGVyyxzlW6t5NuUk5aLut9c29-MgKA2m6X0AsBdco9yhOXWfeKbCKHLC\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p>Negatively skewed<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Measurement of skewness<\/strong><\/h2>\n\n\n\n<p>To measure the skewness we use Karl Pearson\u2019s coefficient of skewness-<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/lTYaD8e3cYfN9xFE7WcrN18gJmrq4rOprAkiw1kBy-Z-Zhoco5Ljg62LlvONS4K25stXDX7UX-dxj1QvhU8QkaW_dKTrsPPrcmKaa1e7h5ujkh8XjKXcwspyihVoRZVj80D8O661\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p><strong>Note-<\/strong> The value of Karl Pearson\u2019s coefficient of skewness lies between -1 to +1.<\/p>\n\n\n\n<p>Interested in learning about similar topics? Here are a few hand-picked blogs for you!<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.goseeko.com\/blog\/what-is-linear-programming\" target=\"_blank\" rel=\"noreferrer noopener\">What is linear programming?<\/a><\/li><li><a href=\"https:\/\/www.goseeko.com\/blog\/__trashed-4\" target=\"_blank\" rel=\"noreferrer noopener\">What is normal distribution?<\/a><\/li><li><a href=\"https:\/\/www.goseeko.com\/blog\/what-is-the-testing-of-hypothesis\" target=\"_blank\" rel=\"noreferrer noopener\">What is testing of hypothesis?<\/a><\/li><li><a href=\"https:\/\/www.goseeko.com\/blog\/what-is-conditional-probability\" target=\"_blank\" rel=\"noreferrer noopener\">What is conditional probability?<\/a><\/li><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Skewness is one of the most important topics in mathematical statistics. The word skewness means lack of symmetry<\/p>\n","protected":false},"author":3,"featured_media":1717,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[31],"tags":[],"class_list":["post-5652","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-maths"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.3.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is Skewness? - Goseeko blog<\/title>\n<meta name=\"description\" content=\"Skewness is one of the most important topics in mathematical statistics. 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