{"id":255629,"date":"2024-04-27T23:31:21","date_gmt":"2024-04-27T23:31:21","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=255629"},"modified":"2024-04-27T23:31:21","modified_gmt":"2024-04-27T23:31:21","slug":"what-is-a-statistical-p-value","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-is-a-statistical-p-value\/","title":{"rendered":"What is a statistical p value?"},"content":{"rendered":"<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-is-a-statistical-p-value\/#What_is_a_statistical_p_value\" title=\"What is a statistical p value?\">What is a statistical p value?<\/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-is-a-statistical-p-value\/#FAQs_about_statistical_p_values\" title=\"FAQs about statistical p values:\">FAQs about statistical p values:<\/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-is-a-statistical-p-value\/#1_Why_is_it_important_to_use_p-values_in_statistical_analysis\" title=\"1. Why is it important to use p-values in statistical analysis?\">1. Why is it important to use p-values in statistical analysis?<\/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-is-a-statistical-p-value\/#2_How_is_the_p-value_calculated\" title=\"2. How is the p-value calculated?\">2. How is the p-value calculated?<\/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-is-a-statistical-p-value\/#3_What_does_a_p-value_of_005_mean\" title=\"3. What does a p-value of 0.05 mean?\">3. 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-6\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-statistical-p-value\/#4_Can_a_p-value_disproving_the_null_hypothesis_guarantee_the_presence_of_an_effect\" title=\"4. Can a p-value disproving the null hypothesis guarantee the presence of an effect?\">4. Can a p-value disproving the null hypothesis guarantee the presence 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-is-a-statistical-p-value\/#5_Can_a_p-value_prove_the_null_hypothesis\" title=\"5. Can a p-value prove the null hypothesis?\">5. Can a 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-8\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-statistical-p-value\/#6_Is_a_smaller_p-value_always_better\" title=\"6. Is a smaller p-value always better?\">6. 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-9\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-statistical-p-value\/#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-is-a-statistical-p-value\/#8_Is_a_p-value_of_005_considered_universally_significant\" title=\"8. Is a p-value of 0.05 considered universally significant?\">8. Is a p-value of 0.05 considered universally significant?<\/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-is-a-statistical-p-value\/#9_What_happens_if_the_p-value_is_between_005_and_001\" title=\"9. What happens if the p-value is between 0.05 and 0.01?\">9. What happens if the p-value is between 0.05 and 0.01?<\/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-is-a-statistical-p-value\/#10_What_are_the_limitations_of_p-values\" title=\"10. What are the limitations of p-values?\">10. What are the limitations of 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-is-a-statistical-p-value\/#11_Can_p-values_be_used_to_compare_the_magnitude_of_effects\" title=\"11. Can p-values be used to compare the magnitude of effects?\">11. Can p-values be used to compare the magnitude of effects?<\/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-is-a-statistical-p-value\/#12_Are_p-values_the_only_measure_of_statistical_evidence\" title=\"12. Are p-values the only measure of statistical evidence?\">12. Are p-values the only measure of statistical evidence?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_a_statistical_p_value\"><\/span>What is a statistical p value?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A statistical p value, also known as p-value, is a measure used in statistical hypothesis testing to determine the credibility of research findings. It quantifies the strength of evidence against the null hypothesis, which posits that there is no effect or relationship between variables being investigated.<\/p>\n<p>The p-value represents the probability of obtaining results as extreme as the observed data, assuming the null hypothesis is true. In other words, it measures the likelihood of the observed outcome occurring purely due to chance. The smaller the p-value, the stronger the evidence against the null hypothesis, suggesting that the observed results are unlikely to occur by random chance alone.<\/p>\n<p>Researchers typically set a threshold, called the significance level or alpha, to determine whether the p-value is considered statistically significant. Commonly used significance levels are 0.05 (5%) and 0.01 (1%). If the p-value is lower than the significance level, the results are deemed statistically significant. Conversely, if the p-value is higher than the significance level, no statistically significant evidence is found to reject the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"FAQs_about_statistical_p_values\"><\/span>FAQs about statistical p values:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_Why_is_it_important_to_use_p-values_in_statistical_analysis\"><\/span>1. Why is it important to use p-values in statistical analysis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nP-values provide a standardized approach to evaluating research findings, allowing scientists to draw conclusions based on the strength of evidence provided by the data.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_How_is_the_p-value_calculated\"><\/span>2. How is the p-value calculated?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe p-value is calculated using statistical methods, such as the t-test or chi-square test, depending on the type of data and experiment design.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_What_does_a_p-value_of_005_mean\"><\/span>3. What does a p-value of 0.05 mean?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nA p-value of 0.05 means that there is a 5% chance of obtaining results as extreme as the observed data, assuming the null hypothesis is true. It is a commonly used threshold for determining statistical significance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Can_a_p-value_disproving_the_null_hypothesis_guarantee_the_presence_of_an_effect\"><\/span>4. Can a p-value disproving the null hypothesis guarantee the presence of an effect?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value alone cannot guarantee the presence of an effect. It only indicates the strength of evidence against the null hypothesis, but other factors like study design, sample size, and effect size must also be considered.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Can_a_p-value_prove_the_null_hypothesis\"><\/span>5. Can a p-value prove the null hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value cannot prove the null hypothesis. It can only provide evidence against the null hypothesis, but it does not prove its truth.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Is_a_smaller_p-value_always_better\"><\/span>6. Is a smaller p-value always better?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNot necessarily. A smaller p-value indicates stronger evidence against the null hypothesis, but its significance also depends on the research context and the predetermined significance level.<\/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 represents a probability and therefore must fall between 0 and 1.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Is_a_p-value_of_005_considered_universally_significant\"><\/span>8. Is a p-value of 0.05 considered universally significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the choice of the significance level is context-dependent. While 0.05 is commonly used, different fields may have varying conventions for determining significance levels.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_What_happens_if_the_p-value_is_between_005_and_001\"><\/span>9. What happens if the p-value is between 0.05 and 0.01?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the p-value falls between 0.05 and 0.01, it indicates marginal evidence against the null hypothesis but does not meet the threshold for statistical significance at the commonly used 5% level.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_What_are_the_limitations_of_p-values\"><\/span>10. What are the limitations of p-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nP-values are subject to limitations, including dependence on the chosen significance level, sensitivity to sample size, and susceptibility to false positives due to multiple testing.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Can_p-values_be_used_to_compare_the_magnitude_of_effects\"><\/span>11. Can p-values be used to compare the magnitude of effects?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values do not measure the size or practical significance of an effect. They only assess the statistical significance of the observed data.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Are_p-values_the_only_measure_of_statistical_evidence\"><\/span>12. Are p-values the only measure of statistical evidence?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values represent one measure of statistical evidence. Additional measures, such as effect size, confidence intervals, and power calculations, provide complementary information to fully evaluate research findings.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What is a statistical p value? A statistical p value, also known as p-value, is a measure used in statistical hypothesis testing to determine the credibility of research findings. It quantifies the strength of evidence against the null hypothesis, which posits that there is no effect or relationship between variables being investigated. The p-value represents &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What is a statistical p value?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-is-a-statistical-p-value\/#more-255629\">Read more<span class=\"screen-reader-text\">What is a statistical p value?<\/span><\/a><\/p>\n","protected":false},"author":64,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-255629","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 is a statistical p value?<\/title>\n<meta name=\"description\" content=\"What is a statistical p value? 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