{"id":229016,"date":"2024-06-17T12:05:45","date_gmt":"2024-06-17T12:05:45","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=229016"},"modified":"2024-06-17T12:05:45","modified_gmt":"2024-06-17T12:05:45","slug":"what-happens-when-the-p-value-is-less-than-0-05","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-happens-when-the-p-value-is-less-than-0-05\/","title":{"rendered":"What happens when the p-value is less than 0.05?"},"content":{"rendered":"<p>When conducting statistical analyses, one of the most widely used measures is the p-value. It is a crucial tool that helps researchers determine the statistical significance of their findings. In simple terms, the p-value tells us the probability of observing the data or something more extreme if the null hypothesis is true. A commonly accepted threshold for determining statistical significance is a p-value of less than 0.05. So, what exactly happens when the p-value is less than 0.05?<\/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-happens-when-the-p-value-is-less-than-0-05\/#What_happens_when_the_p-value_is_less_than_005\" title=\"What happens when the p-value is less than 0.05?\">What happens when the p-value is less than 0.05?<\/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-happens-when-the-p-value-is-less-than-0-05\/#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-3\" href=\"https:\/\/namso-gen.co\/blog\/what-happens-when-the-p-value-is-less-than-0-05\/#1_Does_a_p-value_less_than_005_always_mean_that_the_effect_or_relationship_is_large\" title=\"1. Does a p-value less than 0.05 always mean that the effect or relationship is large?\">1. Does a p-value less than 0.05 always mean that the effect or relationship is large?<\/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-happens-when-the-p-value-is-less-than-0-05\/#2_What_if_the_p-value_is_greater_than_005\" title=\"2. What if the p-value is greater than 0.05?\">2. What 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-happens-when-the-p-value-is-less-than-0-05\/#3_Can_a_p-value_less_than_005_guarantee_that_the_research_result_is_true\" title=\"3. Can a p-value less than 0.05 guarantee that the research result is true?\">3. Can a p-value less than 0.05 guarantee that the research result is true?<\/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-happens-when-the-p-value-is-less-than-0-05\/#4_What_are_the_implications_of_a_p-value_less_than_005_in_medical_research\" title=\"4. What are the implications of a p-value less than 0.05 in medical research?\">4. What are the implications of a p-value less than 0.05 in medical research?<\/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-happens-when-the-p-value-is-less-than-0-05\/#5_Is_a_p-value_the_only_factor_to_consider_when_interpreting_research_results\" title=\"5. Is a p-value the only factor to consider when interpreting research results?\">5. Is a p-value the only factor to consider when interpreting research results?<\/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-happens-when-the-p-value-is-less-than-0-05\/#6_Can_a_p-value_be_less_than_0\" title=\"6. Can a p-value be less than 0?\">6. Can a p-value be less than 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-happens-when-the-p-value-is-less-than-0-05\/#7_Can_a_p-value_be_greater_than_1\" title=\"7. Can a p-value be greater than 1?\">7. Can a p-value be greater than 1?<\/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-happens-when-the-p-value-is-less-than-0-05\/#8_Does_a_smaller_p-value_indicate_a_stronger_effect\" title=\"8. Does a smaller p-value indicate a stronger effect?\">8. Does a smaller p-value indicate a stronger effect?<\/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-happens-when-the-p-value-is-less-than-0-05\/#9_How_is_the_005_threshold_for_statistical_significance_determined\" title=\"9. How is the 0.05 threshold for statistical significance determined?\">9. How is the 0.05 threshold for statistical significance determined?<\/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-happens-when-the-p-value-is-less-than-0-05\/#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-happens-when-the-p-value-is-less-than-0-05\/#11_Why_is_it_necessary_to_establish_statistical_significance\" title=\"11. Why is it necessary to establish statistical significance?\">11. Why is it necessary to establish statistical significance?<\/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-happens-when-the-p-value-is-less-than-0-05\/#12_Can_a_non-significant_result_be_considered_as_evidence_of_no_effect\" title=\"12. Can a non-significant result be considered as evidence of no effect?\">12. Can a non-significant result be considered as evidence of no effect?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_happens_when_the_p-value_is_less_than_005\"><\/span><b>What happens when the p-value is less than 0.05?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>When the p-value is less than 0.05, it provides evidence against the null hypothesis. Researchers consider this result statistically significant, suggesting that the observed effect is unlikely to occur due to random chance alone.<\/b> It indicates that there is a low probability of obtaining such results if the null hypothesis were true, supporting the hypothesis being tested instead.<\/p>\n<p>This threshold of 0.05 is commonly used in many scientific fields, although it&#8217;s essential to note that it doesn&#8217;t guarantee the practical significance or importance of the finding. Additionally, it is crucial to consider the context of the study, research question, and any pre-specified criteria to interpret the results appropriately.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><b>FAQs:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_Does_a_p-value_less_than_005_always_mean_that_the_effect_or_relationship_is_large\"><\/span>1. Does a p-value less than 0.05 always mean that the effect or relationship is large?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value less than 0.05 only suggests that the result is statistically significant, meaning it is unlikely to have occurred due to chance. The effect size must also be considered to determine the practical significance or importance of the finding.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_What_if_the_p-value_is_greater_than_005\"><\/span>2. What if the p-value is greater than 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the p-value is greater than 0.05, it suggests that the observed results could reasonably occur due to random chance, and the null hypothesis cannot be rejected. In such cases, researchers generally fail to find statistically significant evidence to support their hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Can_a_p-value_less_than_005_guarantee_that_the_research_result_is_true\"><\/span>3. Can a p-value less than 0.05 guarantee that the research result is true?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, having a p-value less than 0.05 does not guarantee the absolute truth of the research result. It simply indicates that the observed effect is unlikely to have occurred due to chance alone. Scientific research should rely on a combination of statistical analysis, peer review, replication, and other factors to establish the credibility of results.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_What_are_the_implications_of_a_p-value_less_than_005_in_medical_research\"><\/span>4. What are the implications of a p-value less than 0.05 in medical research?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIn medical research, a p-value less than 0.05 suggests that there is strong evidence supporting a potential treatment or intervention&#8217;s effectiveness. This finding can influence clinical decisions and treatment guidelines.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Is_a_p-value_the_only_factor_to_consider_when_interpreting_research_results\"><\/span>5. Is a p-value the only factor to consider when interpreting research results?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the p-value is just one piece of information to consider when interpreting research results. Other factors such as effect size, sample size, study design, and practical importance should also be taken into account.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Can_a_p-value_be_less_than_0\"><\/span>6. Can a p-value be less than 0?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value cannot be less than 0. It represents the probability of observing the data or something more extreme than the data under the assumption of the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Can_a_p-value_be_greater_than_1\"><\/span>7. Can a p-value be greater than 1?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value cannot be greater than 1. It ranges from 0 to 1, where 0 represents strong evidence against the null hypothesis, and 1 suggests no evidence against the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Does_a_smaller_p-value_indicate_a_stronger_effect\"><\/span>8. Does a smaller p-value indicate a stronger effect?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the p-value does not provide information about the strength of the effect. It solely determines the strength of evidence against the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_How_is_the_005_threshold_for_statistical_significance_determined\"><\/span>9. How is the 0.05 threshold for statistical significance determined?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe 0.05 threshold for statistical significance is a convention that has been widely adopted in many scientific disciplines. It is based on the concept of Type I error, where researchers are willing to accept a 5% chance of incorrectly rejecting the null hypothesis.<\/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>\nP-values less than 0.05 are considered statistically significant, but they do not represent varying degrees of significance. They simply indicate that there is strong evidence against the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Why_is_it_necessary_to_establish_statistical_significance\"><\/span>11. Why is it necessary to establish statistical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nStatistical significance is important as it allows researchers to determine if the observed effect is genuine or occurred by chance. It helps in distinguishing between meaningful findings and random fluctuations in the data.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Can_a_non-significant_result_be_considered_as_evidence_of_no_effect\"><\/span>12. Can a non-significant result be considered as evidence of no effect?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a non-significant result does not necessarily imply no effect. It could be due to various factors, such as insufficient sample size, improper methodology, or high variability in the data. Therefore, researchers should interpret non-significant results cautiously and consider multiple sources of evidence.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>When conducting statistical analyses, one of the most widely used measures is the p-value. It is a crucial tool that helps researchers determine the statistical significance of their findings. In simple terms, the p-value tells us the probability of observing the data or something more extreme if the null hypothesis is true. A commonly accepted &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What happens when the p-value is less than 0.05?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-happens-when-the-p-value-is-less-than-0-05\/#more-229016\">Read more<span class=\"screen-reader-text\">What happens when the p-value is less than 0.05?<\/span><\/a><\/p>\n","protected":false},"author":57,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-229016","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 happens when the p-value is less than 0.05?<\/title>\n<meta name=\"description\" content=\"When conducting statistical analyses, one of the most widely used measures is the p-value. 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