{"id":216395,"date":"2025-01-25T12:23:54","date_gmt":"2025-01-25T12:23:54","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/what-p-value-shows-statistical-significance\/"},"modified":"2025-01-25T12:23:54","modified_gmt":"2025-01-25T12:23:54","slug":"what-p-value-shows-statistical-significance","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-p-value-shows-statistical-significance\/","title":{"rendered":"What P value shows statistical significance?"},"content":{"rendered":"<p>The p-value is a statistical measure that helps determine the significance of a research finding. It represents the probability of obtaining results as extreme as the observed data, given that the null hypothesis is true. In simpler terms, the p-value quantifies the strength of evidence against the null hypothesis and indicates whether the results are 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-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-shows-statistical-significance\/#What_P_value_shows_statistical_significance\" title=\"What P value shows statistical significance?\">What P value shows statistical significance?<\/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-shows-statistical-significance\/#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-p-value-shows-statistical-significance\/#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-shows-statistical-significance\/#2_How_is_a_p-value_interpreted\" title=\"2. How is a p-value interpreted?\">2. How is a p-value interpreted?<\/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-shows-statistical-significance\/#3_What_does_statistical_significance_mean\" title=\"3. What does statistical significance mean?\">3. What does statistical significance mean?<\/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-shows-statistical-significance\/#4_What_happens_when_the_p-value_is_greater_than_the_significance_level\" title=\"4. What happens when the p-value is greater than the significance level?\">4. What happens when the p-value is greater than the significance level?<\/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-shows-statistical-significance\/#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-shows-statistical-significance\/#6_Can_a_non-statistically_significant_result_still_be_meaningful\" title=\"6. Can a non-statistically significant result still be meaningful?\">6. Can a non-statistically significant result still be meaningful?<\/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-shows-statistical-significance\/#7_Are_all_statistically_significant_findings_practically_important\" title=\"7. Are all statistically significant findings practically important?\">7. Are all statistically significant findings practically important?<\/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-shows-statistical-significance\/#8_Can_a_large_p-value_prove_the_null_hypothesis\" title=\"8. Can a large p-value prove the null hypothesis?\">8. Can a large 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-11\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-shows-statistical-significance\/#9_Can_a_small_p-value_guarantee_the_truth_of_the_alternative_hypothesis\" title=\"9. Can a small p-value guarantee the truth of the alternative hypothesis?\">9. Can a small p-value guarantee the truth of the alternative hypothesis?<\/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-shows-statistical-significance\/#10_Can_p-values_be_used_to_compare_the_effect_sizes_of_different_studies\" title=\"10. Can p-values be used to compare the effect sizes of different studies?\">10. Can p-values be used to compare the effect sizes of different studies?<\/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-shows-statistical-significance\/#11_Are_smaller_p-values_always_better\" title=\"11. Are smaller p-values always better?\">11. Are smaller p-values always better?<\/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-shows-statistical-significance\/#12_Is_statistical_significance_the_only_factor_to_consider_in_research\" title=\"12. Is statistical significance the only factor to consider in research?\">12. Is statistical significance the only factor to consider in research?<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"What_P_value_shows_statistical_significance\"><\/span><strong>What P value shows statistical significance?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nWhen the calculated p-value is less than a predetermined threshold (usually 0.05 or 0.01), it is considered statistically significant. This means that the observed results are unlikely to have occurred by chance alone and provide evidence to reject the null hypothesis.<\/p>\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_p-value\"><\/span>1. What is a p-value?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nA p-value is a statistical measure that helps determine the likelihood of observing the results found in a study if the null hypothesis is true.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_How_is_a_p-value_interpreted\"><\/span>2. How is a p-value interpreted?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe p-value is interpreted by comparing it to a predetermined significance level. If the p-value is below the significance level (e.g., 0.05), it suggests that the results are statistically significant.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_What_does_statistical_significance_mean\"><\/span>3. What does statistical significance mean?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nStatistical significance refers to the probability that the observed results are not due to random chance. A statistically significant result provides evidence to reject the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_What_happens_when_the_p-value_is_greater_than_the_significance_level\"><\/span>4. What happens when the p-value is greater than the significance level?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the p-value is greater than the significance level, it suggests that the observed results could reasonably occur by chance alone. In such cases, the results are considered not statistically significant.<\/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 and practical significance are not the same. Statistical significance focuses on the probability of obtaining results by chance, whereas practical significance relates to the real-world importance or relevance of the findings.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Can_a_non-statistically_significant_result_still_be_meaningful\"><\/span>6. Can a non-statistically significant result still be meaningful?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, a non-statistically significant result can still be meaningful if it contributes to the overall understanding of a research area or if it provides insights that can be used in future studies.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Are_all_statistically_significant_findings_practically_important\"><\/span>7. Are all statistically significant findings practically important?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNot necessarily. Although statistically significant findings indicate that the observed results are unlikely to occur by chance, their practical importance depends on various factors, such as effect size, context, and relevance to the research question.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Can_a_large_p-value_prove_the_null_hypothesis\"><\/span>8. Can a large p-value prove the null hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a large p-value does not prove the null hypothesis. Instead, it suggests that there is insufficient evidence to reject the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Can_a_small_p-value_guarantee_the_truth_of_the_alternative_hypothesis\"><\/span>9. Can a small p-value guarantee the truth of the alternative hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a small p-value does not guarantee the truth of the alternative hypothesis. It only provides evidence against the null hypothesis, but other factors must also be considered to support the alternative hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Can_p-values_be_used_to_compare_the_effect_sizes_of_different_studies\"><\/span>10. Can p-values be used to compare the effect sizes of different studies?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values are not suitable for comparing effect sizes between different studies. Effect sizes and p-values measure different aspects of research findings and serve different purposes.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Are_smaller_p-values_always_better\"><\/span>11. Are smaller p-values always better?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, smaller p-values are not always better. The significance of a p-value depends on the context, research question, and the significance level chosen. Meaningful results can be obtained with both small and moderately larger p-values.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Is_statistical_significance_the_only_factor_to_consider_in_research\"><\/span>12. Is statistical significance the only factor to consider in research?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, statistical significance is just one aspect to consider in research. Other factors such as effect size, sample size, research design, and practical implications should also be taken into account when interpreting results.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The p-value is a statistical measure that helps determine the significance of a research finding. It represents the probability of obtaining results as extreme as the observed data, given that the null hypothesis is true. In simpler terms, the p-value quantifies the strength of evidence against the null hypothesis and indicates whether the results are &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What P value shows statistical significance?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-shows-statistical-significance\/#more-216395\">Read more<span class=\"screen-reader-text\">What P value shows statistical significance?<\/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-216395","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 shows statistical significance?<\/title>\n<meta name=\"description\" content=\"The p-value is a statistical measure that helps determine the significance of a research finding. 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