{"id":222476,"date":"2024-12-21T08:04:08","date_gmt":"2024-12-21T08:04:08","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/what-p-value-is-not-statistically-significant\/"},"modified":"2024-12-21T08:04:08","modified_gmt":"2024-12-21T08:04:08","slug":"what-p-value-is-not-statistically-significant","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-p-value-is-not-statistically-significant\/","title":{"rendered":"What p-value is not statistically significant?"},"content":{"rendered":"<p>The p-value is a statistical measure that helps researchers determine the strength of evidence against a null hypothesis. It indicates whether the observed data is statistically significant or merely a result of random chance. However, it is important to remember that a low p-value does not necessarily imply practical or scientific significance. In this article, we will explore what p-value is not statistically significant.<\/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-is-not-statistically-significant\/#What_does_p-value_signify\" title=\"What does p-value signify?\">What does p-value signify?<\/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-is-not-statistically-significant\/#What_p-value_is_not_statistically_significant\" title=\"What p-value is not statistically significant?\">What p-value is not statistically significant?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-not-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-4\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-not-statistically-significant\/#1_What_factors_can_influence_the_p-value\" title=\"1. What factors can influence the p-value?\">1. What factors can influence the p-value?<\/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-is-not-statistically-significant\/#2_Can_a_non-significant_p-value_prove_the_null_hypothesis\" title=\"2. Can a non-significant p-value prove the null hypothesis?\">2. Can a non-significant p-value prove the null hypothesis?<\/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-is-not-statistically-significant\/#3_Does_a_non-significant_p-value_imply_the_absence_of_an_effect\" title=\"3. Does a non-significant p-value imply the absence of an effect?\">3. Does a non-significant p-value imply the absence of an effect?<\/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-is-not-statistically-significant\/#4_Can_non-statistically_significant_results_be_published\" title=\"4. Can non-statistically significant results be published?\">4. Can non-statistically significant results be published?<\/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-is-not-statistically-significant\/#5_Is_a_lower_p-value_always_better\" title=\"5. Is a lower p-value always better?\">5. 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-9\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-not-statistically-significant\/#6_Are_statistically_significant_results_always_practically_significant\" title=\"6. Are statistically significant results always practically significant?\">6. Are statistically significant results always practically significant?<\/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-is-not-statistically-significant\/#7_Can_p-values_be_used_to_compare_the_magnitude_of_different_effects\" title=\"7. Can p-values be used to compare the magnitude of different effects?\">7. Can p-values be used to compare the magnitude of different effects?<\/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-is-not-statistically-significant\/#8_Can_p-values_be_used_to_make_predictions\" title=\"8. Can p-values be used to make predictions?\">8. Can p-values be used to make predictions?<\/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-is-not-statistically-significant\/#9_Is_it_possible_for_a_small_p-value_to_be_obtained_by_chance\" title=\"9. Is it possible for a small p-value to be obtained by chance?\">9. Is it possible for a small p-value to be obtained by chance?<\/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-is-not-statistically-significant\/#10_Can_p-values_determine_the_truth_of_a_hypothesis\" title=\"10. Can p-values determine the truth of a hypothesis?\">10. Can p-values determine the truth of a hypothesis?<\/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-is-not-statistically-significant\/#11_Can_p-values_be_influenced_by_bias_in_data_collection_or_analysis\" title=\"11. Can p-values be influenced by bias in data collection or analysis?\">11. Can p-values be influenced by bias in data collection or analysis?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-not-statistically-significant\/#12_Should_decisions_solely_rely_on_p-values\" title=\"12. Should decisions solely rely on p-values?\">12. Should decisions solely rely on p-values?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_does_p-value_signify\"><\/span>What does p-value signify?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The p-value represents the probability of obtaining results as extreme as the observed data under the assumption that the null hypothesis is true. If the p-value is sufficiently low (typically less than 0.05), it suggests that the observed data is unlikely to have occurred by chance alone, leading to the rejection of the null hypothesis in favor of the alternative hypothesis.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_p-value_is_not_statistically_significant\"><\/span><b>What p-value is not statistically significant?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>P-values that are not statistically significant are often those that are greater than the predetermined significance level (often 0.05). When the p-value exceeds this threshold, it indicates that the observed data could reasonably occur by random chance, and there is insufficient evidence to reject the null hypothesis in favor of the alternative hypothesis.<\/p>\n<p><b>When the p-value is not statistically significant, it indicates that the observed data does not provide strong evidence against the null hypothesis.<\/b> Therefore, researchers should exercise caution while interpreting such results and avoid making strong conclusions based on them alone.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Related_FAQs\"><\/span>Related FAQs:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_What_factors_can_influence_the_p-value\"><\/span>1. What factors can influence the p-value?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>The p-value is influenced by sample size, effect size, variability in the data, and the chosen significance level.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Can_a_non-significant_p-value_prove_the_null_hypothesis\"><\/span>2. Can a non-significant p-value prove the null hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, a non-significant p-value does not prove the null hypothesis. It simply means there is insufficient evidence to reject it.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Does_a_non-significant_p-value_imply_the_absence_of_an_effect\"><\/span>3. Does a non-significant p-value imply the absence of an effect?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, a non-significant p-value does not imply the absence of an effect. It may indicate that the study lacked the power to detect a small effect.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Can_non-statistically_significant_results_be_published\"><\/span>4. Can non-statistically significant results be published?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, non-statistically significant results are still important to share, as they contribute to the overall body of knowledge and help prevent publication bias.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Is_a_lower_p-value_always_better\"><\/span>5. Is a lower p-value always better?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, a lower p-value does not necessarily indicate a more significant result. The choice of significance level and the context of the study should also be considered.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Are_statistically_significant_results_always_practically_significant\"><\/span>6. Are statistically significant results always practically significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, statistically significant results are not always practically significant. Practical significance depends on the importance and relevance of the effect size in the context of the study.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Can_p-values_be_used_to_compare_the_magnitude_of_different_effects\"><\/span>7. Can p-values be used to compare the magnitude of different effects?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, p-values cannot be used to directly compare the magnitude of different effects. They only indicate the statistical significance, not the magnitude or practical importance of an effect.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Can_p-values_be_used_to_make_predictions\"><\/span>8. Can p-values be used to make predictions?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, p-values cannot be used to make predictions. They provide information about the likelihood of obtaining similar results in future studies.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Is_it_possible_for_a_small_p-value_to_be_obtained_by_chance\"><\/span>9. Is it possible for a small p-value to be obtained by chance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>While it is theoretically possible, obtaining a small p-value by chance alone becomes increasingly unlikely as the sample size and effect size increase.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Can_p-values_determine_the_truth_of_a_hypothesis\"><\/span>10. Can p-values determine the truth of a hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, p-values cannot determine the truth of a hypothesis. They only provide statistical evidence that supports or contradicts a hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Can_p-values_be_influenced_by_bias_in_data_collection_or_analysis\"><\/span>11. Can p-values be influenced by bias in data collection or analysis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, bias in data collection or analysis can potentially influence p-values. It is important to minimize bias to obtain reliable and valid results.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Should_decisions_solely_rely_on_p-values\"><\/span>12. Should decisions solely rely on p-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>No, decisions should not solely rely on p-values. They should be considered alongside other factors such as effect size, practical significance, and the overall context of the study.<\/p>\n<p>In conclusion, while a low p-value is often seen as an indication of statistically significant results, it is crucial to recognize that statistical significance does not guarantee practical importance. <b>When the p-value is not statistically significant, it suggests that the observed data does not provide strong evidence against the null hypothesis.<\/b> Therefore, researchers should interpret non-statistically significant results cautiously and consider multiple factors when drawing conclusions from their research.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The p-value is a statistical measure that helps researchers determine the strength of evidence against a null hypothesis. It indicates whether the observed data is statistically significant or merely a result of random chance. However, it is important to remember that a low p-value does not necessarily imply practical or scientific significance. In this article, &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What p-value is not statistically significant?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-not-statistically-significant\/#more-222476\">Read more<span class=\"screen-reader-text\">What p-value is not statistically significant?<\/span><\/a><\/p>\n","protected":false},"author":56,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-222476","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 is not statistically significant?<\/title>\n<meta name=\"description\" content=\"The p-value is a statistical measure that helps researchers determine the strength of evidence against a null hypothesis. 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