{"id":222471,"date":"2024-09-27T09:47:17","date_gmt":"2024-09-27T09:47:17","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/what-p-value-is-considered-statistically-significant\/"},"modified":"2024-09-27T09:47:17","modified_gmt":"2024-09-27T09:47:17","slug":"what-p-value-is-considered-statistically-significant","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-p-value-is-considered-statistically-significant\/","title":{"rendered":"What p-value is considered statistically significant?"},"content":{"rendered":"<p>The concept of p-value is widely used in statistical hypothesis testing to determine the significance of research findings. It measures the strength of evidence against the null hypothesis and provides a way to quantify the likelihood of observing results as extreme as those observed, assuming the null hypothesis is true. The question of what p-value is considered statistically significant often arises, as researchers strive to establish reliable and meaningful results. <\/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-considered-statistically-significant\/#What_is_a_p-value\" title=\"What is a p-value?\">What is a p-value?<\/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-considered-statistically-significant\/#How_is_p-value_interpreted\" title=\"How is p-value interpreted?\">How is p-value interpreted?<\/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-is-considered-statistically-significant\/#What_p-value_is_considered_statistically_significant\" title=\"What p-value is considered statistically significant?\">What p-value is considered statistically significant?<\/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-is-considered-statistically-significant\/#Does_a_statistically_significant_p-value_guarantee_practical_significance\" title=\"Does a statistically significant p-value guarantee practical significance?\">Does a statistically significant p-value guarantee practical significance?<\/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-considered-statistically-significant\/#Can_p-values_be_greater_than_1\" title=\"Can p-values be greater than 1?\">Can p-values 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-6\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-considered-statistically-significant\/#What_does_a_p-value_of_005_mean\" title=\"What does a p-value of 0.05 mean?\">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-7\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-considered-statistically-significant\/#Why_is_005_chosen_as_the_threshold_for_statistical_significance\" title=\"Why is 0.05 chosen as the threshold for statistical significance?\">Why is 0.05 chosen as the threshold for statistical 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-is-considered-statistically-significant\/#What_happens_if_the_p-value_is_greater_than_005\" title=\"What happens if the p-value is greater than 0.05?\">What happens 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-9\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-considered-statistically-significant\/#Can_a_p-value_change_over_time\" title=\"Can a p-value change over time?\">Can a p-value change over time?<\/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-considered-statistically-significant\/#Are_p-values_affected_by_sample_size\" title=\"Are p-values affected by sample size?\">Are p-values affected by sample size?<\/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-considered-statistically-significant\/#Can_p-values_be_negative\" title=\"Can p-values be negative?\">Can p-values be negative?<\/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-considered-statistically-significant\/#What_are_the_limitations_of_relying_solely_on_p-values\" title=\"What are the limitations of relying solely on p-values?\">What are the limitations of relying solely 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-is-considered-statistically-significant\/#Why_is_it_important_to_report_the_p-value_alongside_other_statistical_measures\" title=\"Why is it important to report the p-value alongside other statistical measures?\">Why is it important to report the p-value alongside other statistical measures?<\/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-considered-statistically-significant\/#Can_a_high_p-value_make_a_study_irrelevant\" title=\"Can a high p-value make a study irrelevant?\">Can a high p-value make a study irrelevant?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_a_p-value\"><\/span>What is a p-value?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\nThe p-value is a probability value that represents the likelihood of observing a result as extreme as, or more extreme than, the one obtained if the null hypothesis is true.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_is_p-value_interpreted\"><\/span>How is p-value interpreted?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\nThe interpretation of a p-value depends on the established significance level, often denoted as \u03b1. If the p-value is less than or equal to \u03b1, typically 0.05, it is considered statistically significant, indicating that the evidence goes against the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_p-value_is_considered_statistically_significant\"><\/span>What p-value is considered statistically significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe p-value threshold generally considered statistically significant is 0.05. Therefore, if the p-value is less than or equal to 0.05, the results are typically deemed significant.<\/p>\n<p>It is important to note that alpha (\u03b1) can vary depending on the field of study or the context of the research. In some cases, a more stringent level of significance may be required, such as \u03b1 = 0.01 or \u03b1 = 0.001.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Does_a_statistically_significant_p-value_guarantee_practical_significance\"><\/span>Does a statistically significant p-value guarantee practical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a statistically significant p-value does not necessarily imply practical significance. Statistically significant results only indicate that the observed effect is unlikely to occur by chance. Assessing practical significance requires considering the magnitude and real-world relevance of the effect observed.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_p-values_be_greater_than_1\"><\/span>Can p-values be greater than 1?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values cannot be greater than 1. They represent probabilities, and probabilities range from 0 to 1. If you observe a p-value greater than 1, it is likely an error or miscalculation.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_does_a_p-value_of_005_mean\"><\/span>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 if the null hypothesis is true (there is no effect or relationship), there is a 5% chance of obtaining the observed result or a result even more extreme. Therefore, it falls within the range typically considered statistically significant.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Why_is_005_chosen_as_the_threshold_for_statistical_significance\"><\/span>Why is 0.05 chosen as the threshold for statistical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe choice of 0.05 as a common threshold for statistical significance is somewhat arbitrary but widely accepted. It provides a balance between minimizing the chance of Type I errors (false positive) and allowing for a reasonable level of confidence in the results.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_happens_if_the_p-value_is_greater_than_005\"><\/span>What happens 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 is generally assumed that the evidence does not convincingly oppose the null hypothesis. In other words, the results are not statistically significant, and we do not have sufficient evidence to reject the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_a_p-value_change_over_time\"><\/span>Can a p-value change over time?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the p-value does not change over time. Once calculated, it remains the same regardless of how much time passes. However, if additional data is collected and the analysis is re-run, the p-value may differ.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Are_p-values_affected_by_sample_size\"><\/span>Are p-values affected by sample size?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, sample size can influence the p-value. A larger sample size often leads to smaller p-values, as there is more information available to make inferences about the population.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_p-values_be_negative\"><\/span>Can p-values be negative?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values cannot be negative. The p-value represents a probability and, as such, cannot be negative. If you encounter negative p-values, it is typically an error or miscalculation.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_are_the_limitations_of_relying_solely_on_p-values\"><\/span>What are the limitations of relying solely on p-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nRelying solely on p-values to determine significance has limitations. It does not provide information about effect size, practical significance, or the strength of evidence for a particular hypothesis. Additionally, p-values can be influenced by sample size and do not prove causation.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Why_is_it_important_to_report_the_p-value_alongside_other_statistical_measures\"><\/span>Why is it important to report the p-value alongside other statistical measures?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nReporting the p-value alongside other statistical measures, such as effect size or confidence intervals, provides a more comprehensive understanding of the results. It allows readers to gauge not only the significance of the findings but also their practical and theoretical implications.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Can_a_high_p-value_make_a_study_irrelevant\"><\/span>Can a high p-value make a study irrelevant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nA high p-value alone cannot make a study entirely irrelevant. Its interpretation depends on the research question, the substantive context, and the study&#8217;s design. If a high p-value is accompanied by sound methodology and a well-formulated research question, the study may still contribute to the field.<\/p>\n<p>In summary, a p-value of 0.05 is generally considered statistically significant. However, it is essential to interpret p-values in conjunction with other statistical measures, assess practical significance, and consider the specific field of study when evaluating research findings. The p-value is a valuable tool in statistical hypothesis testing, but it should not be the sole determinant of significance or scientific importance.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The concept of p-value is widely used in statistical hypothesis testing to determine the significance of research findings. It measures the strength of evidence against the null hypothesis and provides a way to quantify the likelihood of observing results as extreme as those observed, assuming the null hypothesis is true. The question of what p-value &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What p-value is considered statistically significant?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-is-considered-statistically-significant\/#more-222471\">Read more<span class=\"screen-reader-text\">What p-value is considered 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-222471","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 considered statistically significant?<\/title>\n<meta name=\"description\" content=\"The concept of p-value is widely used in statistical hypothesis testing to determine the significance of research findings. 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