{"id":216300,"date":"2025-06-08T09:49:17","date_gmt":"2025-06-08T09:49:17","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/"},"modified":"2025-06-08T09:49:17","modified_gmt":"2025-06-08T09:49:17","slug":"what-p-value-do-we-need-to-be-significant","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/","title":{"rendered":"What P value do we need to be significant?"},"content":{"rendered":"<p>In the field of statistics, the p-value is a commonly used measure to determine the statistical significance of research findings. It measures the probability of obtaining the observed data or more extreme results, assuming the null hypothesis is true. Researchers often face the question: what p-value do we need to consider our findings statistically significant? Let&#8217;s delve deeper into this topic and find the answer.<\/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-do-we-need-to-be-significant\/#The_Importance_of_Statistical_Significance\" title=\"The Importance of Statistical Significance\">The Importance of Statistical Significance<\/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-do-we-need-to-be-significant\/#FAQs\" title=\"FAQs\">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-do-we-need-to-be-significant\/#1_What_is_a_p-value\" title=\"1. What is a p-value?\">1. What is a p-value?<\/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-do-we-need-to-be-significant\/#2_What_does_a_p-value_of_005_mean\" title=\"2. What does a p-value of 0.05 mean?\">2. What does a p-value of 0.05 mean?<\/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-do-we-need-to-be-significant\/#3_Why_is_the_p-value_threshold_set_at_005\" title=\"3. Why is the p-value threshold set at 0.05?\">3. Why is the p-value threshold 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-6\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/#4_What_if_my_p-value_is_greater_than_005\" title=\"4. What if my p-value is greater than 0.05?\">4. What if my 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-7\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/#5_Can_a_p-value_be_0\" title=\"5. Can a p-value be 0?\">5. 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-8\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/#6_Why_do_some_fields_use_more_stringent_thresholds\" title=\"6. Why do some fields use more stringent thresholds?\">6. Why do some fields use more stringent thresholds?<\/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-do-we-need-to-be-significant\/#7_Is_a_lower_p-value_always_better\" title=\"7. Is a lower p-value always better?\">7. Is a lower 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-10\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/#8_Can_a_p-value_be_negative\" title=\"8. Can a p-value be negative?\">8. 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-11\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/#9_Is_a_p-value_of_005_guaranteed_to_be_significant\" title=\"9. Is a p-value of 0.05 guaranteed to be significant?\">9. Is a p-value of 0.05 guaranteed to be significant?<\/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-do-we-need-to-be-significant\/#10_Why_shouldnt_we_solely_rely_on_p-values\" title=\"10. Why shouldn&#8217;t we solely rely on p-values?\">10. Why shouldn&#8217;t we solely rely on p-values?<\/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-do-we-need-to-be-significant\/#11_Can_p-values_be_manipulated\" title=\"11. Can p-values be manipulated?\">11. Can p-values be manipulated?<\/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-do-we-need-to-be-significant\/#12_Are_other_measures_of_statistical_significance_used\" title=\"12. Are other measures of statistical significance used?\">12. Are other measures of statistical significance used?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_Importance_of_Statistical_Significance\"><\/span>The Importance of Statistical Significance<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Statistical significance plays a vital role in determining whether the observed results are likely due to chance or represent a genuine effect. It helps researchers draw meaningful and reliable conclusions from their experiments and studies. Typically, a p-value threshold is set to determine statistical significance.<\/p>\n<p><strong>What P value do we need to be significant?<\/strong><\/p>\n<p><\/p>\n<p>The traditional threshold for statistical significance is commonly set at a p-value of 0.05. In other words, if the calculated p-value is lower than 0.05, researchers consider the results statistically significant. This threshold indicates that the likelihood of obtaining such extreme results by chance alone is less than 5%.<\/p>\n<p>However, it&#8217;s important to note that the p-value threshold of 0.05 is not a universal rule. Different fields and research disciplines may adopt varying thresholds based on the context, research goals, and the level of rigor required. More stringent thresholds, such as 0.01 or 0.001, may be employed in some cases to reduce the risk of false positives (Type I errors).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQs\"><\/span>FAQs<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_What_is_a_p-value\"><\/span>1. What is a p-value?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>A p-value is a statistical measure that quantifies the evidence against the null hypothesis. It represents the probability of obtaining the observed data or more extreme results, assuming the null hypothesis is true.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_What_does_a_p-value_of_005_mean\"><\/span>2. What does a p-value of 0.05 mean?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>A p-value of 0.05 indicates that there is a 5% chance of obtaining the observed results or more extreme results, assuming the null hypothesis is true. It is often used as a threshold for statistical significance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Why_is_the_p-value_threshold_set_at_005\"><\/span>3. Why is the p-value threshold set at 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>The threshold of 0.05 for statistical significance is commonly used due to its historical adoption and wide acceptance. However, it is not an absolute rule and can vary based on the context and research discipline.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_What_if_my_p-value_is_greater_than_005\"><\/span>4. What if my p-value is greater than 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>If the calculated p-value is greater than 0.05, it suggests that the observed results are likely to be due to chance variation. In such cases, researchers generally fail to reject the null hypothesis and consider the findings non-statistically significant.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Can_a_p-value_be_0\"><\/span>5. Can a p-value be 0?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, a p-value cannot be exactly 0. A p-value represents the probability of obtaining the observed results or more extreme results, so it is always a positive value. However, extremely small p-values (e.g., p < 0.001) indicate strong evidence against the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Why_do_some_fields_use_more_stringent_thresholds\"><\/span>6. Why do some fields use more stringent thresholds?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Some fields, particularly those with high stakes or where false positives can have severe consequences, may employ more stringent p-value thresholds. This helps reduce the risk of false positives, providing a higher level of confidence in the results.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Is_a_lower_p-value_always_better\"><\/span>7. Is a lower p-value always better?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>A lower p-value indicates stronger evidence against the null hypothesis. However, the interpretation of p-values should not solely rely on their magnitude. Other factors, such as effect size and study design, should also be considered while drawing conclusions.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Can_a_p-value_be_negative\"><\/span>8. Can a p-value be negative?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, a p-value cannot be negative. It represents a probability, and probabilities cannot be negative.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Is_a_p-value_of_005_guaranteed_to_be_significant\"><\/span>9. Is a p-value of 0.05 guaranteed to be significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, a p-value of 0.05 is not an automatic guarantee of statistical significance. It simply means that there is a 5% chance of obtaining the observed results or more extreme results under the null hypothesis. The decision regarding statistical significance should be based on careful interpretation and consideration of the research context.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Why_shouldnt_we_solely_rely_on_p-values\"><\/span>10. Why shouldn&#8217;t we solely rely on p-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>P-values should not be treated as definitive proof or the sole determinant of the importance of research findings. They provide valuable information, but their interpretation should be complemented with effect size estimation, confidence intervals, and consideration of the study design and context.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Can_p-values_be_manipulated\"><\/span>11. Can p-values be manipulated?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>P-values can be influenced by factors such as sample size, study design, and data preprocessing choices. Therefore, researchers must be cautious and transparent in their methodologies to avoid any unintentional or intentional manipulation of p-values.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Are_other_measures_of_statistical_significance_used\"><\/span>12. Are other measures of statistical significance used?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Apart from p-values, other measures of statistical significance, such as Bayesian factors and confidence intervals, are also employed in research. These measures provide alternative approaches to assessing the strength of evidence and support decision-making.<\/p>\n<p>In conclusion, the traditional threshold for statistical significance is typically set at a p-value of 0.05. Nonetheless, the choice of p-value threshold may vary depending on the research context, field, and desired level of rigor. It is crucial to interpret p-values in conjunction with other statistical measures and consider the broader research landscape to derive accurate and reliable conclusions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the field of statistics, the p-value is a commonly used measure to determine the statistical significance of research findings. It measures the probability of obtaining the observed data or more extreme results, assuming the null hypothesis is true. Researchers often face the question: what p-value do we need to consider our findings statistically significant? &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What P value do we need to be significant?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-do-we-need-to-be-significant\/#more-216300\">Read more<span class=\"screen-reader-text\">What P value do we need to be 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-216300","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 do we need to be significant?<\/title>\n<meta name=\"description\" content=\"In the field of statistics, the p-value is a commonly used measure to determine the statistical significance of research findings. 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