{"id":250448,"date":"2024-07-01T12:53:13","date_gmt":"2024-07-01T12:53:13","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=250448"},"modified":"2024-07-01T12:53:13","modified_gmt":"2024-07-01T12:53:13","slug":"what-p-value-determines-statistical-significance-2","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-p-value-determines-statistical-significance-2\/","title":{"rendered":"What P value determines statistical significance?"},"content":{"rendered":"<p>What P value determines statistical significance?<\/p>\n<p>The P value is a statistical measure used to determine the probability of obtaining a result as extreme or more extreme than the one observed if the null hypothesis is true. In hypothesis testing, a P value is compared to a predetermined significance level to make a decision about whether to reject or fail to reject the null hypothesis. The most commonly used significance level is 0.05 (or a 5% chance of observing the data if the null hypothesis is true). Therefore, a **P value of less than 0.05** is generally considered statistically significant. This means that there is only a 5% or less chance of obtaining the observed result if the null hypothesis is true, leading to the rejection of the null hypothesis in favor of the alternative hypothesis.<\/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-p-value-determines-statistical-significance-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-p-value-determines-statistical-significance-2\/#1_What_is_a_null_hypothesis\" title=\"1. What is a null hypothesis?\">1. What is a null hypothesis?<\/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-p-value-determines-statistical-significance-2\/#2_Can_a_P_value_determine_the_size_or_magnitude_of_an_effect\" title=\"2. Can a P value determine the size or magnitude of an effect?\">2. Can a P value determine the size or magnitude of an effect?<\/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-p-value-determines-statistical-significance-2\/#3_Does_a_P_value_greater_than_005_mean_the_results_are_not_important\" title=\"3. Does a P value greater than 0.05 mean the results are not important?\">3. Does a P value greater than 0.05 mean the results are not important?<\/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-p-value-determines-statistical-significance-2\/#4_Is_a_P_value_of_005_a_strict_cutoff_for_statistical_significance\" title=\"4. Is a P value of 0.05 a strict cutoff for statistical significance?\">4. Is a P value of 0.05 a strict cutoff for statistical significance?<\/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-p-value-determines-statistical-significance-2\/#5_What_does_it_mean_to_fail_to_reject_the_null_hypothesis\" title=\"5. What does it mean to fail to reject the null hypothesis?\">5. What does it mean to fail to reject the null hypothesis?<\/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-p-value-determines-statistical-significance-2\/#6_Is_a_low_P_value_always_desirable\" title=\"6. Is a low P value always desirable?\">6. Is a low P value always desirable?<\/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-p-value-determines-statistical-significance-2\/#7_Can_a_P_value_be_0\" title=\"7. Can a P value be 0?\">7. Can a P value be 0?<\/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-p-value-determines-statistical-significance-2\/#8_Does_a_P_value_greater_than_005_mean_the_null_hypothesis_is_true\" title=\"8. Does a P value greater than 0.05 mean the null hypothesis is true?\">8. Does a P value greater than 0.05 mean 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-10\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-determines-statistical-significance-2\/#9_Can_the_P_value_change_depending_on_the_sample_size\" title=\"9. Can the P value change depending on the sample size?\">9. Can the P value change depending on the sample size?<\/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-p-value-determines-statistical-significance-2\/#10_Is_it_possible_to_have_a_statistically_significant_result_with_a_P_value_slightly_above_005\" title=\"10. Is it possible to have a statistically significant result with a P value slightly above 0.05?\">10. Is it possible to have a statistically significant result with a P value slightly above 0.05?<\/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-p-value-determines-statistical-significance-2\/#11_Can_statistical_significance_alone_validate_the_practical_significance_of_the_findings\" title=\"11. Can statistical significance alone validate the practical significance of the findings?\">11. Can statistical significance alone validate the practical significance of the findings?<\/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-p-value-determines-statistical-significance-2\/#12_Is_a_P_value_of_less_than_005_always_considered_reliable\" title=\"12. Is a P value of less than 0.05 always considered reliable?\">12. Is a P value of less than 0.05 always considered reliable?<\/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_a_null_hypothesis\"><\/span>1. What is a null hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe null hypothesis is a statement or assumption that there is no significant relationship or difference between variables in a statistical analysis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Can_a_P_value_determine_the_size_or_magnitude_of_an_effect\"><\/span>2. Can a P value determine the size or magnitude of an effect?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the P value only determines the statistical significance of the effect, not its size or magnitude.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Does_a_P_value_greater_than_005_mean_the_results_are_not_important\"><\/span>3. Does a P value greater than 0.05 mean the results are not important?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a P value greater than 0.05 only indicates that the observed result could reasonably be due to chance. It does not address the practical importance or relevance of the findings.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Is_a_P_value_of_005_a_strict_cutoff_for_statistical_significance\"><\/span>4. Is a P value of 0.05 a strict cutoff for statistical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the choice of significance level (e.g., 0.05) is arbitrary and depends on the specific field, context, and study design. Researchers may opt for other significance levels to suit their purposes.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_What_does_it_mean_to_fail_to_reject_the_null_hypothesis\"><\/span>5. What does it mean to fail to reject the null hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the P value is greater than the significance level (e.g., 0.05), it implies that there is not enough evidence to reject the null hypothesis. This doesn&#8217;t necessarily mean the null hypothesis is true, but it suggests that the observed result is not statistically significant.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Is_a_low_P_value_always_desirable\"><\/span>6. Is a low P value always desirable?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNot necessarily. While a low P value indicates statistical significance, it does not guarantee the practical or meaningful significance of the findings. Careful interpretation of the effect size, context, and relevance to the research question should also be considered.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Can_a_P_value_be_0\"><\/span>7. Can a P value be 0?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nTechnically, a P value of exactly 0 cannot be obtained in most statistical analyses. The precision of calculations often limits P values to very small values close to 0.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Does_a_P_value_greater_than_005_mean_the_null_hypothesis_is_true\"><\/span>8. Does a P value greater than 0.05 mean the null hypothesis is true?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a P value greater than 0.05 only suggests that the observed result could reasonably be due to chance, but it doesn&#8217;t provide definitive evidence for the null hypothesis being true.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Can_the_P_value_change_depending_on_the_sample_size\"><\/span>9. Can the P value change depending on the sample size?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, the P value can be influenced by the sample size. Generally, larger sample sizes tend to yield smaller P values, making it easier to detect statistically significant effects.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Is_it_possible_to_have_a_statistically_significant_result_with_a_P_value_slightly_above_005\"><\/span>10. Is it possible to have a statistically significant result with a P value slightly above 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, although it may be less common, a P value slightly higher than 0.05 can still lead to statistically significant results if the observed effect size is large enough or the sample size is sufficiently large.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Can_statistical_significance_alone_validate_the_practical_significance_of_the_findings\"><\/span>11. Can statistical significance alone validate the practical significance of the findings?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, statistical significance is just one part of the puzzle. It is important to consider the practical importance, effect size, and contextual factors to fully understand the meaning and relevance of the results.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Is_a_P_value_of_less_than_005_always_considered_reliable\"><\/span>12. Is a P value of less than 0.05 always considered reliable?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nWhile a P value less than 0.05 suggests statistical significance, it does not guarantee reliability. Factors such as study design, methodology, and potential sources of bias should also be taken into account to assess the overall reliability of the findings.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What P value determines statistical significance? The P value is a statistical measure used to determine the probability of obtaining a result as extreme or more extreme than the one observed if the null hypothesis is true. In hypothesis testing, a P value is compared to a predetermined significance level to make a decision about &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What P value determines statistical significance?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-determines-statistical-significance-2\/#more-250448\">Read more<span class=\"screen-reader-text\">What P value determines statistical significance?<\/span><\/a><\/p>\n","protected":false},"author":63,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-250448","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 P value determines statistical significance?<\/title>\n<meta name=\"description\" content=\"What P value determines statistical significance? 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