{"id":262187,"date":"2024-05-16T20:06:53","date_gmt":"2024-05-16T20:06:53","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=262187"},"modified":"2024-05-16T20:06:53","modified_gmt":"2024-05-16T20:06:53","slug":"what-does-a-fisher-test-p-value-signify","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-does-a-fisher-test-p-value-signify\/","title":{"rendered":"What does a Fisher test p-value signify?"},"content":{"rendered":"<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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/namso-gen.co\/blog\/what-does-a-fisher-test-p-value-signify\/#What_does_a_Fisher_test_p-value_signify\" title=\"What does a Fisher test p-value signify?\">What does a Fisher test p-value signify?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/namso-gen.co\/blog\/what-does-a-fisher-test-p-value-signify\/#1_Why_is_the_Fisher_test_used\" title=\"1. Why is the Fisher test used?\">1. Why is the Fisher test used?<\/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\/what-does-a-fisher-test-p-value-signify\/#2_How_is_the_Fisher_test_different_from_the_chi-square_test\" title=\"2. How is the Fisher test different from the chi-square test?\">2. How is the Fisher test different from the chi-square 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\/what-does-a-fisher-test-p-value-signify\/#3_How_can_I_interpret_the_p-value_obtained_from_the_Fisher_test\" title=\"3. How can I interpret the p-value obtained from the Fisher test?\">3. How can I interpret the p-value obtained from the Fisher 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\/what-does-a-fisher-test-p-value-signify\/#4_Can_the_Fisher_test_be_used_for_analyzing_more_than_two_categorical_variables\" title=\"4. Can the Fisher test be used for analyzing more than two categorical variables?\">4. Can the Fisher test be used for analyzing more than two categorical variables?<\/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\/what-does-a-fisher-test-p-value-signify\/#5_When_should_I_use_the_Fisher_test_instead_of_regression_analysis\" title=\"5. When should I use the Fisher test instead of regression analysis?\">5. When should I use the Fisher test instead of regression analysis?<\/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\/what-does-a-fisher-test-p-value-signify\/#6_What_if_I_have_missing_data_in_my_contingency_table\" title=\"6. What if I have missing data in my contingency table?\">6. What if I have missing data in my contingency table?<\/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\/what-does-a-fisher-test-p-value-signify\/#7_Can_I_use_the_Fisher_test_for_non-independent_data\" title=\"7. Can I use the Fisher test for non-independent data?\">7. Can I use the Fisher test for non-independent data?<\/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\/what-does-a-fisher-test-p-value-signify\/#8_Is_the_Fisher_test_affected_by_the_sample_size\" title=\"8. Is the Fisher test affected by the sample size?\">8. Is the Fisher test affected by the sample size?<\/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\/what-does-a-fisher-test-p-value-signify\/#9_What_is_the_difference_between_one-tailed_and_two-tailed_p-values\" title=\"9. What is the difference between one-tailed and two-tailed p-values?\">9. What is the difference between one-tailed and two-tailed p-values?<\/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\/what-does-a-fisher-test-p-value-signify\/#10_Can_I_interpret_effect_size_using_the_Fisher_test\" title=\"10. Can I interpret effect size using the Fisher test?\">10. Can I interpret effect size using the Fisher test?<\/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\/what-does-a-fisher-test-p-value-signify\/#11_Is_it_possible_to_calculate_a_confidence_interval_using_the_Fisher_test\" title=\"11. Is it possible to calculate a confidence interval using the Fisher test?\">11. Is it possible to calculate a confidence interval using the Fisher 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\/what-does-a-fisher-test-p-value-signify\/#12_Can_I_use_the_Fisher_test_for_nominal_and_ordinal_variables\" title=\"12. Can I use the Fisher test for nominal and ordinal variables?\">12. Can I use the Fisher test for nominal and ordinal variables?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_does_a_Fisher_test_p-value_signify\"><\/span>What does a Fisher test p-value signify?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The Fisher test, also known as Fisher&#8217;s exact test, is a statistical test used to analyze categorical data and determine the significance of the association between two categorical variables. The p-value obtained from the Fisher test is an essential measure that helps researchers determine the strength of evidence against the null hypothesis.<\/p>\n<p>**The Fisher test p-value signifies the strength of evidence against the null hypothesis and indicates the statistical significance of the association between two categorical variables.**<\/p>\n<p>When conducting a Fisher test, the null hypothesis assumes that there is no association between the two categorical variables being analyzed. On the other hand, the alternative hypothesis suggests that there is a significant association between the variables.<\/p>\n<p>The p-value determines the significance of this association by indicating the likelihood of observing the observed data or more extreme results under the assumption of no association (null hypothesis). A low p-value suggests strong evidence against the null hypothesis and implies that the association between the variables is statistically significant.<\/p>\n<p>Here are some frequently asked questions related to Fisher test p-values:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Why_is_the_Fisher_test_used\"><\/span>1. Why is the Fisher test used?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Fisher test is used to analyze the association between two categorical variables when the sample size is small or when the assumptions of other tests, such as the chi-square test, are not met.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_How_is_the_Fisher_test_different_from_the_chi-square_test\"><\/span>2. How is the Fisher test different from the chi-square test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nWhile both tests analyze associations between categorical variables, the Fisher test is suitable for small sample sizes, while the chi-square test is applicable for large samples. The Fisher test provides exact probabilities, whereas the chi-square test relies on approximations.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_How_can_I_interpret_the_p-value_obtained_from_the_Fisher_test\"><\/span>3. How can I interpret the p-value obtained from the Fisher test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the p-value is less than a predetermined significance level (e.g., 0.05), it suggests that the association between the variables is statistically significant. Conversely, if the p-value is greater, it indicates that the observed association could likely be due to chance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Can_the_Fisher_test_be_used_for_analyzing_more_than_two_categorical_variables\"><\/span>4. Can the Fisher test be used for analyzing more than two categorical variables?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, the Fisher test can be used to analyze the association between multiple categorical variables simultaneously, as long as the appropriate contingency table is constructed.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_When_should_I_use_the_Fisher_test_instead_of_regression_analysis\"><\/span>5. When should I use the Fisher test instead of regression analysis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Fisher test is suitable when only categorical variables are involved. If you have both categorical and continuous variables, regression analysis may provide a more appropriate method.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_What_if_I_have_missing_data_in_my_contingency_table\"><\/span>6. What if I have missing data in my contingency table?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nWhen there are missing data points, you may need to make an informed decision on how to handle them. If the data are considered missing at random, you may exclude those cases, or utilize imputation techniques to estimate missing values.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Can_I_use_the_Fisher_test_for_non-independent_data\"><\/span>7. Can I use the Fisher test for non-independent data?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Fisher test assumes independence between the categorical variables being analyzed. If the variables are dependent, such as paired or matched data, alternative tests such as the McNemar test may be more suitable.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Is_the_Fisher_test_affected_by_the_sample_size\"><\/span>8. Is the Fisher test affected by the sample size?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, the Fisher test can be used for small sample sizes, making it appropriate for studies with limited data. However, as the sample size grows larger, the chi-square test becomes more appropriate.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_What_is_the_difference_between_one-tailed_and_two-tailed_p-values\"><\/span>9. What is the difference between one-tailed and two-tailed p-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nA one-tailed p-value tests whether an association is specifically greater than or less than expected. In contrast, a two-tailed p-value tests whether there is any significant association, regardless of its direction.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Can_I_interpret_effect_size_using_the_Fisher_test\"><\/span>10. Can I interpret effect size using the Fisher test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Fisher test does not provide a direct measure of effect size. Instead, it focuses on the statistical significance of the association. However, other measures such as odds ratios or relative risk can be used to estimate effect size.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Is_it_possible_to_calculate_a_confidence_interval_using_the_Fisher_test\"><\/span>11. Is it possible to calculate a confidence interval using the Fisher test?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Fisher test does not inherently provide confidence intervals. However, you can calculate confidence intervals for effect size measures, such as odds ratios, to estimate the range within which the true association might lie.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Can_I_use_the_Fisher_test_for_nominal_and_ordinal_variables\"><\/span>12. Can I use the Fisher test for nominal and ordinal variables?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe Fisher test is primarily used for two nominal variables. However, if one of the variables is ordinal, you may need to recode it into categories to perform the Fisher test. Alternatively, other tests, such as the Mann-Whitney U test, may be more appropriate for analyzing ordinal data.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What does a Fisher test p-value signify? The Fisher test, also known as Fisher&#8217;s exact test, is a statistical test used to analyze categorical data and determine the significance of the association between two categorical variables. The p-value obtained from the Fisher test is an essential measure that helps researchers determine the strength of evidence &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What does a Fisher test p-value signify?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-does-a-fisher-test-p-value-signify\/#more-262187\">Read more<span class=\"screen-reader-text\">What does a Fisher test p-value signify?<\/span><\/a><\/p>\n","protected":false},"author":66,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-262187","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>What does a Fisher test p-value signify?<\/title>\n<meta name=\"description\" content=\"What does a Fisher test p-value signify? 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