{"id":200695,"date":"2023-11-07T04:46:17","date_gmt":"2023-11-07T04:46:17","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/"},"modified":"2023-11-07T04:46:17","modified_gmt":"2023-11-07T04:46:17","slug":"how-to-calculate-p-value-for-mann-whitney-test","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/","title":{"rendered":"How to calculate p value for Mann-Whitney test?"},"content":{"rendered":"<p>The Mann-Whitney test, also known as the Mann-Whitney U test, is a non-parametric test used to compare two independent groups when the dependent variable is ordinal or continuous, but not normally distributed. The p value for a Mann-Whitney test is a measure of the probability that the observed data would occur if the null hypothesis were true. A significant p value (usually less than 0.05) indicates that the two groups are different.<\/p>\n<p><b>To calculate the p value for a Mann-Whitney test, you can use statistical software such as SPSS, R, or even online calculators. The software will generate the p value based on the U statistic obtained from the test. Alternatively, you can calculate the p value manually using the U statistic and the sample size of the two groups.<\/b><\/p>\n<p>Here is how to calculate the p value manually for a Mann-Whitney test:<br \/>\n1. Rank all the data from both groups together in ascending order, assigning ranks to ties by averaging the ranks.<br \/>\n2. Calculate the U statistic for each group using the formula: <br \/>\n   U = n1 * n2 + (n1 * (n1 + 1)) \/ 2 &#8211; sum of ranks in group 1<br \/>\n   where n1 and n2 are the sample sizes of the two groups.<br \/>\n3. Determine the smaller of the two U statistics as U.<br \/>\n4. Calculate the expected U value if the null hypothesis were true using the formula:<br \/>\n   Expected U = n1 * n2 \/ 2<br \/>\n5. Calculate the z statistic using the formula:<br \/>\n   z = (U &#8211; Expected U) \/ \u221a(n1 * n2 * (n1 + n2 + 1) \/ 12)<br \/>\n6. Obtain the p value from the z statistic using a standard normal distribution table or statistical software.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_62 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#FAQs\" title=\"FAQs:\">FAQs:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#1_What_is_the_Mann-Whitney_test_used_for\" title=\"1. What is the Mann-Whitney test used for?\">1. What is the Mann-Whitney test used for?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#2_When_should_I_use_the_Mann-Whitney_test_instead_of_a_t-test\" title=\"2. When should I use the Mann-Whitney test instead of a t-test?\">2. When should I use the Mann-Whitney test instead of a t-test?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#3_What_is_the_null_hypothesis_in_a_Mann-Whitney_test\" title=\"3. What is the null hypothesis in a Mann-Whitney test?\">3. What is the null hypothesis in a Mann-Whitney test?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#4_How_do_I_interpret_the_p_value_in_a_Mann-Whitney_test\" title=\"4. How do I interpret the p value in a Mann-Whitney test?\">4. How do I interpret the p value in a Mann-Whitney test?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#5_Can_the_Mann-Whitney_test_be_used_for_more_than_two_groups\" title=\"5. Can the Mann-Whitney test be used for more than two groups?\">5. Can the Mann-Whitney test be used for more than two groups?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#6_What_is_the_difference_between_the_Mann-Whitney_test_and_the_Wilcoxon_signed-rank_test\" title=\"6. What is the difference between the Mann-Whitney test and the Wilcoxon signed-rank test?\">6. What is the difference between the Mann-Whitney test and the Wilcoxon signed-rank test?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#7_Is_the_Mann-Whitney_test_affected_by_outliers\" title=\"7. Is the Mann-Whitney test affected by outliers?\">7. Is the Mann-Whitney test affected by outliers?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#8_Can_the_Mann-Whitney_test_be_used_for_small_sample_sizes\" title=\"8. Can the Mann-Whitney test be used for small sample sizes?\">8. Can the Mann-Whitney test be used for small sample sizes?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#9_How_do_I_report_the_results_of_a_Mann-Whitney_test\" title=\"9. How do I report the results of a Mann-Whitney test?\">9. How do I report the results of a Mann-Whitney test?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#10_What_if_the_sample_sizes_of_the_two_groups_being_compared_are_different\" title=\"10. What if the sample sizes of the two groups being compared are different?\">10. What if the sample sizes of the two groups being compared are different?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#11_How_do_I_know_which_group_is_higher_in_a_Mann-Whitney_test\" title=\"11. How do I know which group is higher in a Mann-Whitney test?\">11. How do I know which group is higher in a Mann-Whitney test?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#12_Can_the_Mann-Whitney_test_be_used_for_continuous_variables\" title=\"12. Can the Mann-Whitney test be used for continuous variables?\">12. Can the Mann-Whitney test be used for continuous variables?<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"FAQs\"><\/span>FAQs:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_What_is_the_Mann-Whitney_test_used_for\"><\/span>1. What is the Mann-Whitney test used for?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Mann-Whitney test is used to compare two independent groups when the dependent variable is ordinal or continuous but not normally distributed.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_When_should_I_use_the_Mann-Whitney_test_instead_of_a_t-test\"><\/span>2. When should I use the Mann-Whitney test instead of a t-test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYou should use the Mann-Whitney test when the assumptions of a t-test are violated, such as when the data is skewed or contains outliers.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_What_is_the_null_hypothesis_in_a_Mann-Whitney_test\"><\/span>3. What is the null hypothesis in a Mann-Whitney test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe null hypothesis in a Mann-Whitney test is that there is no difference between the two groups being compared.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_How_do_I_interpret_the_p_value_in_a_Mann-Whitney_test\"><\/span>4. How do I interpret the p value in a Mann-Whitney test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nA significant p value (usually less than 0.05) indicates that the two groups are different.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Can_the_Mann-Whitney_test_be_used_for_more_than_two_groups\"><\/span>5. Can the Mann-Whitney test be used for more than two groups?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the Mann-Whitney test is designed to compare only two independent groups.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_What_is_the_difference_between_the_Mann-Whitney_test_and_the_Wilcoxon_signed-rank_test\"><\/span>6. What is the difference between the Mann-Whitney test and the Wilcoxon signed-rank test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Mann-Whitney test is used for two independent groups, while the Wilcoxon signed-rank test is used for paired samples.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Is_the_Mann-Whitney_test_affected_by_outliers\"><\/span>7. Is the Mann-Whitney test affected by outliers?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Mann-Whitney test is less sensitive to outliers compared to parametric tests like the t-test.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Can_the_Mann-Whitney_test_be_used_for_small_sample_sizes\"><\/span>8. Can the Mann-Whitney test be used for small sample sizes?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, the Mann-Whitney test is robust even for small sample sizes.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_How_do_I_report_the_results_of_a_Mann-Whitney_test\"><\/span>9. How do I report the results of a Mann-Whitney test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nReport the U statistic, the p value, and whether the result is statistically significant.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_What_if_the_sample_sizes_of_the_two_groups_being_compared_are_different\"><\/span>10. What if the sample sizes of the two groups being compared are different?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Mann-Whitney test can still be used even if the sample sizes are different.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_How_do_I_know_which_group_is_higher_in_a_Mann-Whitney_test\"><\/span>11. How do I know which group is higher in a Mann-Whitney test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe group with the higher sum of ranks is considered higher in a Mann-Whitney test.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Can_the_Mann-Whitney_test_be_used_for_continuous_variables\"><\/span>12. Can the Mann-Whitney test be used for continuous variables?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, the Mann-Whitney test can be used for both continuous and ordinal variables.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Mann-Whitney test, also known as the Mann-Whitney U test, is a non-parametric test used to compare two independent groups when the dependent variable is ordinal or continuous, but not normally distributed. The p value for a Mann-Whitney test is a measure of the probability that the observed data would occur if the null hypothesis &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"How to calculate p value for Mann-Whitney test?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/#more-200695\">Read more<span class=\"screen-reader-text\">How to calculate p value for Mann-Whitney test?<\/span><\/a><\/p>\n","protected":false},"author":51,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-200695","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-learn","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to calculate p value for Mann-Whitney test?<\/title>\n<meta name=\"description\" content=\"The Mann-Whitney test, also known as the Mann-Whitney U test, is a non-parametric test used to compare two independent groups when the dependent variable\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to calculate p value for Mann-Whitney test?\" \/>\n<meta property=\"og:description\" content=\"The Mann-Whitney test, also known as the Mann-Whitney U test, is a non-parametric test used to compare two independent groups when the dependent variable\" \/>\n<meta property=\"og:url\" content=\"https:\/\/namso-gen.co\/blog\/how-to-calculate-p-value-for-mann-whitney-test\/\" \/>\n<meta property=\"og:site_name\" content=\"Namso Gen Blog - 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