{"id":250548,"date":"2024-05-28T04:06:53","date_gmt":"2024-05-28T04:06:53","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/?p=250548"},"modified":"2024-05-28T04:06:53","modified_gmt":"2024-05-28T04:06:53","slug":"what-p-value-makes-something-statistically-significant-2","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant-2\/","title":{"rendered":"What P value makes something statistically significant?"},"content":{"rendered":"<p>The concept of statistical significance and its associated P-value is vital in research and experimentation. A P-value indicates the probability of obtaining results as extreme as the observed data if the null hypothesis were true. But what P-value is considered statistically significant? Let&#8217;s delve deeper into this question and explore related FAQs.<\/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-makes-something-statistically-significant-2\/#What_P_value_makes_something_statistically_significant\" title=\"What P value makes something statistically significant?\">What P value makes something statistically significant?<\/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-makes-something-statistically-significant-2\/#Related_FAQs\" title=\"Related FAQs:\">Related 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-makes-something-statistically-significant-2\/#1_What_is_statistical_significance\" title=\"1. What is statistical significance?\">1. What is statistical significance?<\/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-makes-something-statistically-significant-2\/#2_Why_is_statistical_significance_important\" title=\"2. Why is statistical significance important?\">2. Why is statistical significance important?<\/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-makes-something-statistically-significant-2\/#3_What_does_a_P-value_of_exactly_005_mean\" title=\"3. What does a P-value of exactly 0.05 mean?\">3. What does a P-value of exactly 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-p-value-makes-something-statistically-significant-2\/#4_What_if_the_P-value_is_greater_than_005\" title=\"4. What if the P-value is greater than 0.05?\">4. What 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-7\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant-2\/#5_Can_a_P-value_be_negative\" title=\"5. Can a P-value be negative?\">5. 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-8\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant-2\/#6_Is_a_lower_P-value_always_better\" title=\"6. Is a lower P-value always better?\">6. 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-makes-something-statistically-significant-2\/#7_Can_a_result_be_scientifically_meaningful_but_not_statistically_significant\" title=\"7. Can a result be scientifically meaningful but not statistically significant?\">7. Can a result be scientifically meaningful but not statistically 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-makes-something-statistically-significant-2\/#8_Is_a_small_P-value_proof_of_causation\" title=\"8. Is a small P-value proof of causation?\">8. Is a small P-value proof of causation?<\/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-makes-something-statistically-significant-2\/#9_Is_a_P-value_the_only_criterion_for_determining_significance\" title=\"9. Is a P-value the only criterion for determining significance?\">9. Is a P-value the only criterion for determining significance?<\/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-makes-something-statistically-significant-2\/#10_Can_a_single_study_with_statistical_significance_be_conclusive\" title=\"10. Can a single study with statistical significance be conclusive?\">10. Can a single study with statistical significance be conclusive?<\/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-makes-something-statistically-significant-2\/#11_Is_a_P-value_of_004_more_significant_than_006\" title=\"11. Is a P-value of 0.04 more significant than 0.06?\">11. Is a P-value of 0.04 more significant than 0.06?<\/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-makes-something-statistically-significant-2\/#12_Can_multiple_comparisons_affect_the_interpretation_of_P-values\" title=\"12. Can multiple comparisons affect the interpretation of P-values?\">12. Can multiple comparisons affect the interpretation of P-values?<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"What_P_value_makes_something_statistically_significant\"><\/span>What P value makes something statistically significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe standard threshold for statistical significance is a P-value less than 0.05. In other words, if the P-value is below 0.05, the result is considered statistically significant. This indicates that the probability of obtaining such extreme results under the null hypothesis is less than 5%.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Related_FAQs\"><\/span>Related FAQs:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_What_is_statistical_significance\"><\/span>1. What is statistical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nStatistical significance refers to the likelihood that an observed result is not due to chance but rather actual differences or relationships between variables being studied.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Why_is_statistical_significance_important\"><\/span>2. Why is statistical significance important?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nStatistical significance helps researchers determine if their findings are reliable and not mere chance occurrences.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_What_does_a_P-value_of_exactly_005_mean\"><\/span>3. What does a P-value of exactly 0.05 mean?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the P-value is exactly 0.05, it implies a 5% chance of obtaining the observed results under the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_What_if_the_P-value_is_greater_than_005\"><\/span>4. What if the P-value is greater than 0.05?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIf the P-value is above 0.05, the result is considered not statistically significant. This suggests that the observed data could reasonably occur due to chance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Can_a_P-value_be_negative\"><\/span>5. Can a P-value be negative?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a P-value cannot be negative. It represents the probability of obtaining results as extreme as the observed data under the null hypothesis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Is_a_lower_P-value_always_better\"><\/span>6. Is a lower P-value always better?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, a lower P-value indicates stronger evidence against the null hypothesis and is generally considered better or more significant.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Can_a_result_be_scientifically_meaningful_but_not_statistically_significant\"><\/span>7. Can a result be scientifically meaningful but not statistically significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, a result can be scientifically meaningful but not statistically significant. Statistically significant results are influenced by both effect size and sample size.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Is_a_small_P-value_proof_of_causation\"><\/span>8. Is a small P-value proof of causation?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a small P-value does not provide direct evidence of causation. It only indicates the likelihood of the observed data occurring under the null hypothesis being low.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Is_a_P-value_the_only_criterion_for_determining_significance\"><\/span>9. Is a P-value the only criterion for determining significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, while P-value is widely used, it should be interpreted in conjunction with effect size, confidence intervals, and scientific context.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Can_a_single_study_with_statistical_significance_be_conclusive\"><\/span>10. Can a single study with statistical significance be conclusive?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a single study, even with statistically significant results, should be considered an initial step in scientific exploration. Replication and consistency across different studies are essential for drawing firm conclusions.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Is_a_P-value_of_004_more_significant_than_006\"><\/span>11. Is a P-value of 0.04 more significant than 0.06?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nWhile a P-value of 0.04 is smaller than 0.06, both are considered statistically significant if below the conventional threshold of 0.05. The difference in the magnitude is minimal in practical terms.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Can_multiple_comparisons_affect_the_interpretation_of_P-values\"><\/span>12. Can multiple comparisons affect the interpretation of P-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, when conducting multiple tests, the likelihood of obtaining at least one statistically significant result by chance increases. Applying appropriate adjustments, such as the Bonferroni correction, helps minimize the risk of false positives.<\/p>\n<p>In conclusion, a P-value below 0.05 is commonly accepted as the threshold for statistical significance. However, it is crucial to remember that statistical significance alone does not dictate scientific importance or causation. Other factors, such as effect size, confidence intervals, and study replication, are equally important in drawing significant conclusions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The concept of statistical significance and its associated P-value is vital in research and experimentation. A P-value indicates the probability of obtaining results as extreme as the observed data if the null hypothesis were true. But what P-value is considered statistically significant? Let&#8217;s delve deeper into this question and explore related FAQs. What P value &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"What P value makes something statistically significant?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/what-p-value-makes-something-statistically-significant-2\/#more-250548\">Read more<span class=\"screen-reader-text\">What P value makes something statistically significant?<\/span><\/a><\/p>\n","protected":false},"author":63,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-250548","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 makes something statistically significant?<\/title>\n<meta name=\"description\" content=\"The concept of statistical significance and its associated P-value is vital in research and experimentation. 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