{"id":214086,"date":"2024-10-23T09:14:09","date_gmt":"2024-10-23T09:14:09","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/"},"modified":"2024-10-23T09:14:09","modified_gmt":"2024-10-23T09:14:09","slug":"how-do-you-get-a-statistically-significant-p-value","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/","title":{"rendered":"How do you get a statistically significant p-value?"},"content":{"rendered":"<p>Statistical significance is a fundamental concept in data analysis that helps researchers determine whether their findings are just due to chance or if they represent a true effect. P-values are widely used to assess statistical significance, but how do you obtain a statistically significant p-value? In this article, we will explore the factors that influence p-values and provide tips to increase the chances of obtaining a statistically significant result.<\/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\/how-do-you-get-a-statistically-significant-p-value\/#The_Basics_of_P-values\" title=\"The Basics of P-values\">The Basics of P-values<\/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\/how-do-you-get-a-statistically-significant-p-value\/#Factors_Influencing_p-values\" title=\"Factors Influencing p-values\">Factors Influencing p-values<\/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\/how-do-you-get-a-statistically-significant-p-value\/#Sample_Size\" title=\"Sample Size\">Sample Size<\/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\/how-do-you-get-a-statistically-significant-p-value\/#Effect_Size\" title=\"Effect Size\">Effect Size<\/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\/how-do-you-get-a-statistically-significant-p-value\/#Variability\" title=\"Variability\">Variability<\/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\/how-do-you-get-a-statistically-significant-p-value\/#Type_of_Test\" title=\"Type of Test\">Type of Test<\/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\/how-do-you-get-a-statistically-significant-p-value\/#Alpha_Level\" title=\"Alpha Level\">Alpha Level<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#12_FAQs_Related_to_Obtaining_a_Statistically_Significant_p-value\" title=\"12 FAQs Related to Obtaining a Statistically Significant p-value:\">12 FAQs Related to Obtaining a Statistically Significant 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-9\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#1_Can_a_p-value_be_larger_than_1\" title=\"1. Can a p-value be larger than 1?\">1. Can a p-value be larger 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\/how-do-you-get-a-statistically-significant-p-value\/#2_Is_a_significant_p-value_always_indicative_of_a_strong_effect\" title=\"2. Is a significant p-value always indicative of a strong effect?\">2. Is a significant p-value always indicative of a strong effect?<\/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\/how-do-you-get-a-statistically-significant-p-value\/#3_Can_a_non-significant_p-value_prove_the_null_hypothesis\" title=\"3. Can a non-significant p-value prove the null hypothesis?\">3. 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-12\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#4_Does_increasing_the_sample_size_always_guarantee_statistical_significance\" title=\"4. Does increasing the sample size always guarantee statistical significance?\">4. Does increasing the sample size always guarantee statistical significance?<\/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\/how-do-you-get-a-statistically-significant-p-value\/#5_Are_all_p-values_below_005_equally_significant\" title=\"5. Are all p-values below 0.05 equally significant?\">5. Are all p-values below 0.05 equally significant?<\/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\/how-do-you-get-a-statistically-significant-p-value\/#6_Does_reducing_the_variability_within_the_data_increase_the_chances_of_obtaining_statistical_significance\" title=\"6. Does reducing the variability within the data increase the chances of obtaining statistical significance?\">6. Does reducing the variability within the data increase the chances of obtaining statistical significance?<\/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\/how-do-you-get-a-statistically-significant-p-value\/#7_Can_statistical_significance_be_achieved_with_a_small_effect_size\" title=\"7. Can statistical significance be achieved with a small effect size?\">7. Can statistical significance be achieved with a small effect size?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#8_Can_p-values_be_used_to_compare_effect_sizes_across_different_studies\" title=\"8. Can p-values be used to compare effect sizes across different studies?\">8. Can p-values be used to compare effect sizes across different studies?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#9_Are_there_circumstances_where_a_high_p-value_might_be_more_meaningful\" title=\"9. Are there circumstances where a high p-value might be more meaningful?\">9. Are there circumstances where a high p-value might be more meaningful?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#10_Can_p-values_be_biased\" title=\"10. Can p-values be biased?\">10. Can p-values be biased?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#11_Is_statistical_significance_the_only_criterion_for_practical_significance\" title=\"11. Is statistical significance the only criterion for practical significance?\">11. Is statistical significance the only criterion for practical significance?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#12_Can_p-values_prove_causation\" title=\"12. Can p-values prove causation?\">12. Can p-values prove causation?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#Final_Thoughts\" title=\"Final Thoughts\">Final Thoughts<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_Basics_of_P-values\"><\/span>The Basics of P-values<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Before delving into the ways to achieve statistical significance, it is crucial to understand the basics of p-values. When conducting hypothesis tests or statistical analyses, the p-value is calculated as the probability of obtaining results as extreme as the observed data, assuming that the null hypothesis (which states no effect or relationship) is true. If this probability is very low, typically below a predetermined threshold (often 0.05), the findings are considered statistically significant.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Factors_Influencing_p-values\"><\/span>Factors Influencing p-values<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Several factors can affect the magnitude of p-values in a given study. Understanding and controlling these aspects can increase the likelihood of obtaining a statistically significant p-value.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Sample_Size\"><\/span>Sample Size<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe size of the sample used in a study plays a key role in obtaining statistically significant results. Larger sample sizes increase the chances of observing true effects, making it easier to detect them and, thus, reducing the p-value.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Effect_Size\"><\/span>Effect Size<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe magnitude of the effect being investigated influences the p-value as well. Larger or more pronounced effects tend to yield smaller p-values, making them more likely to be statistically significant.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Variability\"><\/span>Variability<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nReducing the amount of variability in the data can lead to smaller p-values, increasing the likelihood of obtaining statistical significance. This can be achieved through careful study design and minimizing sources of error.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Type_of_Test\"><\/span>Type of Test<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe choice of statistical test utilized can impact the resulting p-value. Different types of tests are appropriate for different study designs and research questions. Selecting the most suitable test increases the chances of obtaining a statistically significant result.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Alpha_Level\"><\/span>Alpha Level<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nThe significance level, often denoted as alpha (\u03b1), represents the threshold below which p-values are considered statistically significant. Choosing a lower alpha level, such as 0.01 instead of 0.05, increases the stringency of the statistical significance criterion.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"12_FAQs_Related_to_Obtaining_a_Statistically_Significant_p-value\"><\/span>12 FAQs Related to Obtaining a Statistically Significant p-value:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_Can_a_p-value_be_larger_than_1\"><\/span>1. Can a p-value be larger than 1?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, a p-value cannot exceed 1. It represents the probability of observing the data or more extreme data if the null hypothesis is true, and probabilities cannot exceed 1.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Is_a_significant_p-value_always_indicative_of_a_strong_effect\"><\/span>2. Is a significant p-value always indicative of a strong effect?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, statistical significance does not imply the magnitude or importance of an effect. It only suggests that the results are unlikely to have occurred due to chance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Can_a_non-significant_p-value_prove_the_null_hypothesis\"><\/span>3. Can a non-significant p-value prove the null hypothesis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, failing to achieve statistical significance does not prove the null hypothesis. It simply means there is insufficient evidence to reject it. Remember that absence of evidence is not evidence of absence.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Does_increasing_the_sample_size_always_guarantee_statistical_significance\"><\/span>4. Does increasing the sample size always guarantee statistical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nIncreasing the sample size can enhance the power to detect small effects, but there are limits. If the effect itself is negligible, no matter how large the sample size, statistical significance may not be achievable.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Are_all_p-values_below_005_equally_significant\"><\/span>5. Are all p-values below 0.05 equally significant?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, the actual p-value represents the strength of evidence against the null hypothesis. A p-value close to 0.05 suggests weaker evidence compared to a p-value close to 0.001.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Does_reducing_the_variability_within_the_data_increase_the_chances_of_obtaining_statistical_significance\"><\/span>6. Does reducing the variability within the data increase the chances of obtaining statistical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, by minimizing the sources of variation, the signal of the effect becomes clearer, enhancing the likelihood of achieving statistical significance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Can_statistical_significance_be_achieved_with_a_small_effect_size\"><\/span>7. Can statistical significance be achieved with a small effect size?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, statistical significance can be achieved even with a small effect size if the sample size is large enough to detect it reliably.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Can_p-values_be_used_to_compare_effect_sizes_across_different_studies\"><\/span>8. Can p-values be used to compare effect sizes across different studies?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values do not provide direct information about effect sizes. To compare effect sizes, researchers should rely on measures such as confidence intervals or standardized effect measures.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Are_there_circumstances_where_a_high_p-value_might_be_more_meaningful\"><\/span>9. Are there circumstances where a high p-value might be more meaningful?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, in exploratory or pilot studies, high p-values might provide an indication that further research is needed to make conclusive statements.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Can_p-values_be_biased\"><\/span>10. Can p-values be biased?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nYes, p-values can be influenced by biases introduced through flaws in study design, data collection, or analysis. It is important to conduct rigorous research to minimize biases.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Is_statistical_significance_the_only_criterion_for_practical_significance\"><\/span>11. Is statistical significance the only criterion for practical significance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, statistical significance does not automatically imply practical or clinical significance. Researchers should consider effect size, context, and real-world implications to determine practical significance.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_Can_p-values_prove_causation\"><\/span>12. Can p-values prove causation?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\nNo, p-values cannot establish causation. They can merely provide evidence for or against the null hypothesis but cannot determine the underlying causes.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Final_Thoughts\"><\/span>Final Thoughts<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Achieving statistical significance involves a combination of sound study design, appropriate sample sizes, rigorous analysis methods, and a deep understanding of statistical concepts. While obtaining a statistically significant p-value demonstrates the likelihood of a true effect, it is important to interpret the results within the context of the research question and the specific study. By applying rigorous statistical techniques and considering multiple factors, researchers can increase their chances of obtaining a meaningful and statistically significant p-value.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Statistical significance is a fundamental concept in data analysis that helps researchers determine whether their findings are just due to chance or if they represent a true effect. P-values are widely used to assess statistical significance, but how do you obtain a statistically significant p-value? In this article, we will explore the factors that influence &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"How do you get a statistically significant p-value?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/#more-214086\">Read more<span class=\"screen-reader-text\">How do you get a statistically significant p-value?<\/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-214086","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>How do you get a statistically significant p-value?<\/title>\n<meta name=\"description\" content=\"Statistical significance is a fundamental concept in data analysis that helps researchers determine whether their findings are just due to chance or if\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How do you get a statistically significant p-value?\" \/>\n<meta property=\"og:description\" content=\"Statistical significance is a fundamental concept in data analysis that helps researchers determine whether their findings are just due to chance or if\" \/>\n<meta property=\"og:url\" content=\"https:\/\/namso-gen.co\/blog\/how-do-you-get-a-statistically-significant-p-value\/\" \/>\n<meta property=\"og:site_name\" content=\"Namso Gen Blog - 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