{"id":216340,"date":"2024-01-07T16:28:03","date_gmt":"2024-01-07T16:28:03","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/"},"modified":"2024-01-07T16:28:03","modified_gmt":"2024-01-07T16:28:03","slug":"what-p-value-makes-something-statistically-significant","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/","title":{"rendered":"What P value makes something statistically significant?"},"content":{"rendered":"<p>When analyzing the results of a statistical experiment, researchers often rely on the concept of statistical significance to determine whether the observed results are likely due to chance or if they represent a true effect. The most common measure used to evaluate statistical significance is the p-value. But what exactly is a p-value, and what threshold should be used to determine whether something is statistically significant?<\/p>\n<p>To put it simply, a p-value is a probability that measures the strength of evidence against the null hypothesis &#8211; the assumption that there is no effect or relationship between variables. It quantifies how likely it is to observe the obtained data, or data more extreme, under the null hypothesis. In other words, a smaller p-value indicates stronger evidence against the null hypothesis and suggests that the observed effect is unlikely to be due to chance alone.<\/p>\n<p>Now, to address the question directly: the **p-value that is commonly used to determine statistical significance is typically less than or equal to 0.05**. This threshold value of 0.05 means that if the obtained p-value is less than 0.05, it is considered statistically significant and provides evidence against the null 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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/#Examples_of_p-values\" title=\"Examples of p-values:\">Examples of p-values:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/#Related_FAQs\" title=\"Related FAQs:\">Related FAQs:<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/#1_Can_a_p-value_ever_be_exactly_005\" title=\"1. Can a p-value ever be exactly 0.05?\">1. Can a p-value ever be exactly 0.05?<\/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-makes-something-statistically-significant\/#2_What_does_it_mean_if_the_p-value_is_greater_than_005\" title=\"2. What does it mean if the p-value is greater than 0.05?\">2. What does it mean if the p-value is greater than 0.05?<\/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-makes-something-statistically-significant\/#3_Is_a_smaller_p-value_always_better\" title=\"3. Is a smaller p-value always better?\">3. Is a smaller p-value always better?<\/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-makes-something-statistically-significant\/#4_Can_a_p-value_be_negative\" title=\"4. Can a p-value be negative?\">4. Can a p-value be negative?<\/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-makes-something-statistically-significant\/#5_Is_statistical_significance_the_same_as_practical_significance\" title=\"5. Is statistical significance the same as practical significance?\">5. Is statistical significance the same as practical significance?<\/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-makes-something-statistically-significant\/#6_Can_statistical_significance_guarantee_causation\" title=\"6. Can statistical significance guarantee causation?\">6. Can statistical significance guarantee causation?<\/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-makes-something-statistically-significant\/#7_Can_p-values_be_used_to_compare_effects_between_different_experiments\" title=\"7. Can p-values be used to compare effects between different experiments?\">7. Can p-values be used to compare effects between different experiments?<\/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-makes-something-statistically-significant\/#8_Can_you_determine_statistical_significance_from_effect_size_alone\" title=\"8. Can you determine statistical significance from effect size alone?\">8. Can you determine statistical significance from effect size alone?<\/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-makes-something-statistically-significant\/#9_Should_p-values_be_the_only_criterion_for_decision-making_in_research\" title=\"9. Should p-values be the only criterion for decision-making in research?\">9. Should p-values be the only criterion for decision-making in research?<\/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-makes-something-statistically-significant\/#10_Are_all_p-values_less_than_005_equally_significant\" title=\"10. Are all p-values less than 0.05 equally significant?\">10. Are all p-values less than 0.05 equally significant?<\/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-makes-something-statistically-significant\/#11_Can_a_p-value_be_used_to_determine_the_size_of_an_effect\" title=\"11. Can a p-value be used to determine the size of an effect?\">11. Can a p-value be used to determine the size of an effect?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/#12_Is_it_possible_to_have_statistical_significance_with_a_high_p-value\" title=\"12. Is it possible to have statistical significance with a high p-value?\">12. Is it possible to have statistical significance with a high p-value?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Examples_of_p-values\"><\/span>Examples of p-values:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<ul><\/p>\n<li>A p-value of 0.01 is considered highly statistically significant.<\/li>\n<p><\/p>\n<li>A p-value of 0.1 is not statistically significant.<\/li>\n<p>\n<\/ul>\n<p>While the traditional threshold of 0.05 is widely accepted, it is essential to note that the determination of statistical significance is a matter of judgment and depends on various factors, such as the specific field of study, the nature of the experiment, and the consequences of false positives or false negatives.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Related_FAQs\"><\/span>Related FAQs:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Can_a_p-value_ever_be_exactly_005\"><\/span>1. Can a p-value ever be exactly 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value can only be an approximation due to the limitations of the statistical tests used.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_What_does_it_mean_if_the_p-value_is_greater_than_005\"><\/span>2. What does it mean if the p-value is greater than 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the obtained p-value is greater than 0.05, it suggests that the observed effect is likely due to chance, and there is no significant evidence against the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Is_a_smaller_p-value_always_better\"><\/span>3. Is a smaller p-value always better?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, a smaller p-value indicates stronger evidence against the null hypothesis and suggests a more significant effect.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Can_a_p-value_be_negative\"><\/span>4. Can a p-value be negative?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value represents a probability and is always non-negative.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Is_statistical_significance_the_same_as_practical_significance\"><\/span>5. Is statistical significance the same as practical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, statistical significance only determines if the effect is unlikely due to chance. Practical significance considers the magnitude and importance of the effect in real-world terms.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Can_statistical_significance_guarantee_causation\"><\/span>6. Can statistical significance guarantee causation?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, statistical significance only indicates that an observed effect is unlikely due to chance. Establishing causation requires further evidence and rigorous study design.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Can_p-values_be_used_to_compare_effects_between_different_experiments\"><\/span>7. Can p-values be used to compare effects between different experiments?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, p-values can be used to compare effects, but caution must be exercised since different experiments may have different sample sizes, designs, and hypotheses.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Can_you_determine_statistical_significance_from_effect_size_alone\"><\/span>8. Can you determine statistical significance from effect size alone?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, while effect size provides information about the magnitude of an effect, it does not indicate whether the observed effect is statistically significant or due to chance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Should_p-values_be_the_only_criterion_for_decision-making_in_research\"><\/span>9. Should p-values be the only criterion for decision-making in research?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values should be considered along with other factors such as effect size, study design, and theoretical background for sound decision-making.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Are_all_p-values_less_than_005_equally_significant\"><\/span>10. Are all p-values less than 0.05 equally significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values closer to 0 indicate stronger evidence against the null hypothesis, whereas p-values slightly below 0.05 may suggest weaker evidence.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Can_a_p-value_be_used_to_determine_the_size_of_an_effect\"><\/span>11. Can a p-value be used to determine the size of an effect?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value does not provide information about the size of an effect, only if it is statistically significant or not.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Is_it_possible_to_have_statistical_significance_with_a_high_p-value\"><\/span>12. Is it possible to have statistical significance with a high p-value?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, statistical significance is determined by a low p-value, typically less than 0.05. A high p-value suggests that the observed effect is likely due to chance.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>When analyzing the results of a statistical experiment, researchers often rely on the concept of statistical significance to determine whether the observed results are likely due to chance or if they represent a true effect. The most common measure used to evaluate statistical significance is the p-value. But what exactly is a p-value, and what &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What P value makes something statistically significant?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/#more-216340\">Read more<span class=\"screen-reader-text\">What P value makes something statistically significant?<\/span><\/a><\/p>\n","protected":false},"author":54,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-216340","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 makes something statistically significant?<\/title>\n<meta name=\"description\" content=\"When analyzing the results of a statistical experiment, researchers often rely on the concept of statistical significance to determine whether the\" \/>\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-p-value-makes-something-statistically-significant\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What P value makes something statistically significant?\" \/>\n<meta property=\"og:description\" content=\"When analyzing the results of a statistical experiment, researchers often rely on the concept of statistical significance to determine whether the\" \/>\n<meta property=\"og:url\" content=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant\/\" \/>\n<meta property=\"og:site_name\" content=\"Namso Gen Blog - 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