{"id":253946,"date":"2024-04-23T03:28:58","date_gmt":"2024-04-23T03:28:58","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=253946"},"modified":"2024-04-23T03:28:58","modified_gmt":"2024-04-23T03:28:58","slug":"what-is-a-common-p-value-2","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-is-a-common-p-value-2\/","title":{"rendered":"What is a common p value?"},"content":{"rendered":"<p>**What is a common p-value?**<\/p>\n<p>In the world of statistics, the p-value is a crucial measure used to determine the statistical significance of an observed result. It helps researchers assess the strength of evidence against a null hypothesis. A p-value represents the probability of obtaining an outcome as extreme as the observed result, assuming that the null hypothesis is true. Thus, a common p-value is determined by the significance level chosen by the researcher or recommended by their discipline.<\/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\/what-is-a-common-p-value-2\/#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\/what-is-a-common-p-value-2\/#1_What_does_statistical_significance_mean\" title=\"1. What does statistical significance mean?\">1. What does statistical significance mean?<\/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-is-a-common-p-value-2\/#2_How_is_a_p-value_used_in_hypothesis_testing\" title=\"2. How is a p-value used in hypothesis testing?\">2. How is a p-value used in hypothesis testing?<\/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-is-a-common-p-value-2\/#3_What_does_it_mean_if_the_p-value_is_greater_than_the_significance_level\" title=\"3. What does it mean if the p-value is greater than the significance level?\">3. What does it mean if the p-value is greater than the significance level?<\/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-is-a-common-p-value-2\/#4_How_is_the_significance_level_chosen\" title=\"4. How is the significance level chosen? \">4. How is the significance level chosen? <\/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-is-a-common-p-value-2\/#5_Can_a_p-value_be_less_than_zero\" title=\"5. Can a p-value be less than zero?\">5. Can a p-value be less than zero?<\/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-is-a-common-p-value-2\/#6_What_is_alpha_%CE%B1\" title=\"6. What is alpha (\u03b1)?\">6. What is alpha (\u03b1)?<\/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-is-a-common-p-value-2\/#7_Why_is_the_p-value_threshold_typically_set_at_005\" title=\"7. Why is the p-value threshold typically set at 0.05?\">7. Why is the p-value threshold typically set at 0.05?<\/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-is-a-common-p-value-2\/#8_Is_a_small_p-value_the_same_as_a_large_effect_size\" title=\"8. Is a small p-value the same as a large effect size?\">8. Is a small p-value the same as a large effect 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-is-a-common-p-value-2\/#9_Can_a_p-value_alone_determine_the_importance_of_a_result\" title=\"9. Can a p-value alone determine the importance of a result?\">9. Can a p-value alone determine the importance of a result?<\/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-is-a-common-p-value-2\/#10_Are_statistical_significance_and_practical_significance_the_same\" title=\"10. Are statistical significance and practical significance the same?\">10. Are statistical significance and practical significance the same?<\/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-is-a-common-p-value-2\/#11_Can_a_non-significant_p-value_mean_that_the_null_hypothesis_is_true\" title=\"11. Can a non-significant p-value mean that the null hypothesis is true?\">11. Can a non-significant p-value mean that the null hypothesis is true?<\/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-is-a-common-p-value-2\/#12_Can_a_significant_p-value_confirm_the_alternative_hypothesis_as_true\" title=\"12. Can a significant p-value confirm the alternative hypothesis as true?\">12. Can a significant p-value confirm the alternative hypothesis as true?<\/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_does_statistical_significance_mean\"><\/span>1. What does statistical significance mean?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Statistical significance refers to the likelihood that an observed result is not due to mere chance but is, in fact, a genuine effect or relationship in the population.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_How_is_a_p-value_used_in_hypothesis_testing\"><\/span>2. How is a p-value used in hypothesis testing?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A p-value is compared to a predetermined significance level (often denoted as \u03b1). If the p-value is smaller than \u03b1, typically 0.05, it is considered statistically significant, and the null hypothesis is rejected in favor of the alternative hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_What_does_it_mean_if_the_p-value_is_greater_than_the_significance_level\"><\/span>3. What does it mean if the p-value is greater than the significance level?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>If the p-value is greater than the significance level, it implies that the observed result is not statistically significant, and there is insufficient evidence to reject the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_How_is_the_significance_level_chosen\"><\/span>4. How is the significance level chosen? <span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>The choice of the significance level (\u03b1) depends on the field of study and the desired trade-off between Type I and Type II errors. It is usually set at 0.05, but more stringent levels like 0.01 or 0.001 are also common in certain scientific disciplines.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Can_a_p-value_be_less_than_zero\"><\/span>5. Can a p-value be less than zero?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>No, a p-value cannot be less than zero. It always falls between 0 and 1, representing a probability.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_What_is_alpha_%CE%B1\"><\/span>6. What is alpha (\u03b1)?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Alpha (\u03b1) is the significance level set by the researcher, indicating the maximum probability of rejecting the null hypothesis when it is actually true. Common values for \u03b1 include 0.05, 0.01, and 0.001.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Why_is_the_p-value_threshold_typically_set_at_005\"><\/span>7. Why is the p-value threshold typically set at 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A p-value threshold of 0.05 (or 5%) is often chosen due to historical conventions, practicality, and tradition. It provides a balance between Type I and Type II errors while allowing for a reasonable level of certainty.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Is_a_small_p-value_the_same_as_a_large_effect_size\"><\/span>8. Is a small p-value the same as a large effect size?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Not necessarily. A small p-value indicates that there is strong evidence against the null hypothesis, but it does not directly measure the magnitude of the effect or the practical significance of the result.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Can_a_p-value_alone_determine_the_importance_of_a_result\"><\/span>9. Can a p-value alone determine the importance of a result?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>No, the p-value does not necessarily determine the importance or practical relevance of a result. It only measures the strength of evidence against the null hypothesis based on the observed data.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Are_statistical_significance_and_practical_significance_the_same\"><\/span>10. Are statistical significance and practical significance the same?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>No, statistical significance and practical significance are not the same. While statistical significance compares the observed data with the null hypothesis, practical significance assesses the real-world relevance and impact of the observed effect or relationship.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Can_a_non-significant_p-value_mean_that_the_null_hypothesis_is_true\"><\/span>11. Can a non-significant p-value mean that the null hypothesis is true?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>No, a non-significant p-value does not imply that the null hypothesis is true. It only suggests that there is insufficient evidence to reject the null hypothesis based on the observed data.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Can_a_significant_p-value_confirm_the_alternative_hypothesis_as_true\"><\/span>12. Can a significant p-value confirm the alternative hypothesis as true?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>No, a significant p-value does not conclusively prove the alternative hypothesis as true. It provides evidence against the null hypothesis, but additional research and independent replication are required for a comprehensive understanding of the underlying relationship or effect.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>**What is a common p-value?** In the world of statistics, the p-value is a crucial measure used to determine the statistical significance of an observed result. It helps researchers assess the strength of evidence against a null hypothesis. A p-value represents the probability of obtaining an outcome as extreme as the observed result, assuming that &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What is a common p value?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-common-p-value-2\/#more-253946\">Read more<span class=\"screen-reader-text\">What is a common p value?<\/span><\/a><\/p>\n","protected":false},"author":64,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-253946","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 is a common p value?<\/title>\n<meta name=\"description\" content=\"**What is a common p-value?** In the world of statistics, the p-value is a crucial measure used to determine the statistical significance of an observed\" \/>\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\/what-is-a-common-p-value-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is a common p value?\" \/>\n<meta property=\"og:description\" content=\"**What is a common p-value?** In the world of statistics, the p-value is a crucial measure used to determine the statistical significance of an observed\" \/>\n<meta property=\"og:url\" content=\"https:\/\/namso-gen.co\/blog\/what-is-a-common-p-value-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Namso Gen Blog - 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