{"id":11804,"date":"2021-03-01T19:21:11","date_gmt":"2021-03-01T19:21:11","guid":{"rendered":"https:\/\/analystprep.com\/study-notes\/?p=11804"},"modified":"2022-01-24T09:38:00","modified_gmt":"2022-01-24T09:38:00","slug":"interpreting-results-hypothesis-tests-regression-coefficients","status":"publish","type":"post","link":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/","title":{"rendered":"Interpreting the Results of Hypothesis Tests of Regression Coefficients"},"content":{"rendered":"<h3 id=\"mce_22\" class=\"editor-rich-text__tinymce mce-content-body\" data-is-placeholder-visible=\"false\">[vsw id=&#8221;8E2AbtAb0a8&#8243; source=&#8221;youtube&#8221; width=&#8221;611&#8243; height=&#8221;344&#8243; autoplay=&#8221;no&#8221;]<\/h3>\n<p>The following results are obtained from regressing the price of the US Dollar Index (USDX) on inflation rates and real interest rates.<\/p>\n<p>$$\\small{\\begin{array}{l|c}\\textbf{Regression Statistics}\\\\ \\hline\\text{Multiple R} &amp; 0.8264\\\\ \\hline\\text{R Square} &amp; 0.6830\\\\ \\hline\\text{Adjusted R Square} &amp; 0.5924\\\\ \\hline\\text{Standard Error} &amp; 5.3537\\\\ \\hline\\text{Observations} &amp; 10\\\\ \\end{array}}$$<\/p>\n<p>$$\\small{\\begin{array}{l|l|l|l|l}{}&amp; \\textbf{Coefficients} &amp; \\textbf{Standard Error} &amp; \\textbf{t Stat} &amp; \\textbf{P-value}\\\\ \\hline\\text{Intercept} &amp; 81 &amp; 7.9659 &amp; 10.1296 &amp; 0.0000\\\\ \\hline\\text{Inflation rates} &amp; -276 &amp; 233.0748 &amp; -1.1833 &amp; 0.2753\\\\ \\hline\\text{Real interest Rates} &amp; 902 &amp; 279.6949 &amp; 3.2266 &amp; 0.0145\\\\ \\end{array}}$$<\/p>\n<p>Test the null hypothesis that the inflation rate is equal to 0 against the alternative hypothesis that it is not equal to 0 at the 5% significance level and interpret the results<\/p>\n<p>We are testing the hypothesis:<\/p>\n<p style=\"text-align: center;\">\\(H_{o}:b_1=0\\) vs. \\(H_1:b_1\u22600\\)<\/p>\n<p>The 5% two-tailed critical t-value with \\(10 &#8211; 2 &#8211; 1 = 7\\) degrees of freedom is 2.365<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12802\" src=\"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36.png\" alt=\"\" width=\"750\" height=\"720\" srcset=\"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36.png 750w, https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36-300x288.png 300w, https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36-400x384.png 400w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/p>\n<p>The null hypothesis is rejected if the t-statistic is either greater than 2.365 or smaller than \u20132.365 (the critical value).<\/p>\n<p>$$t=\\frac{\\widehat{b_{j}}-b_{H0}}{S_{\\widehat{b_{j}}}}$$<\/p>\n<p>$$\\begin{align*}t&amp;=\\frac{-276-0}{233.0748}&amp;\\\\&amp;=-1.18\\end{align*}$$<\/p>\n<p>The <em>t<\/em>-statistic of -1.18 is between the upper and lower critical <em>t<\/em>-values of \u20132.3646 and 2.3646. We cannot reject the null hypothesis and must conclude that the inflation rate regression coefficient is NOT statistically significantly different from 0 at the 5% significance level.<\/p>\n<p><em><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12806\" src=\"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-two-sided-test-1.181.png\" alt=\"\" width=\"1242\" height=\"961\" srcset=\"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-two-sided-test-1.181.png 1242w, https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-two-sided-test-1.181-300x232.png 300w, https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-two-sided-test-1.181-1024x792.png 1024w, https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-two-sided-test-1.181-768x594.png 768w, https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-two-sided-test-1.181-400x310.png 400w\" sizes=\"auto, (max-width: 1242px) 100vw, 1242px\" \/><\/em>Reading 2: Multiple Regression<\/p>\n<p><em>LOS 2 (d) Interpret the results of hypothesis tests of regression coefficients<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vsw id=&#8221;8E2AbtAb0a8&#8243; source=&#8221;youtube&#8221; width=&#8221;611&#8243; height=&#8221;344&#8243; autoplay=&#8221;no&#8221;] The following results are obtained from regressing the price of the US Dollar Index (USDX) on inflation rates and real interest rates. $$\\small{\\begin{array}{l|c}\\textbf{Regression Statistics}\\\\ \\hline\\text{Multiple R} &amp; 0.8264\\\\ \\hline\\text{R Square} &amp; 0.6830\\\\ \\hline\\text{Adjusted R&#8230;<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[102,229],"tags":[216,241,230],"class_list":["post-11804","post","type-post","status-publish","format-standard","hentry","category-cfa-level-2","category-quantitative-method","tag-cfa-level-2","tag-interpreting-the-results-of-hypothesis-tests-of-regression-coefficients","tag-quantitative-method","blog-post","no-post-thumbnail","animate"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Interpreting the Results of Hypothesis Tests of Regression Coefficients - CFA, FRM, and Actuarial Exams Study Notes<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Interpreting the Results of Hypothesis Tests of Regression Coefficients - CFA, FRM, and Actuarial Exams Study Notes\" \/>\n<meta property=\"og:description\" content=\"[vsw id=&#8221;8E2AbtAb0a8&#8243; source=&#8221;youtube&#8221; width=&#8221;611&#8243; height=&#8221;344&#8243; autoplay=&#8221;no&#8221;] The following results are obtained from regressing the price of the US Dollar Index (USDX) on inflation rates and real interest rates. $$small{begin{array}{l|c}textbf{Regression Statistics}\\ hlinetext{Multiple R} &amp; 0.8264\\ hlinetext{R Square} &amp; 0.6830\\ hlinetext{Adjusted R...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/\" \/>\n<meta property=\"og:site_name\" content=\"CFA, FRM, and Actuarial Exams Study Notes\" \/>\n<meta property=\"article:published_time\" content=\"2021-03-01T19:21:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-01-24T09:38:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36.png\" \/>\n<meta name=\"author\" content=\"Irene R\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Irene R\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/\"},\"author\":{\"name\":\"Irene R\",\"@id\":\"https:\/\/analystprep.com\/study-notes\/#\/schema\/person\/7002f30d8f174958802c1c30b167eaf5\"},\"headline\":\"Interpreting the Results of Hypothesis Tests of Regression Coefficients\",\"datePublished\":\"2021-03-01T19:21:11+00:00\",\"dateModified\":\"2022-01-24T09:38:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/\"},\"wordCount\":272,\"image\":{\"@id\":\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36.png\",\"keywords\":[\"CFA-level-2\",\"Interpreting the Results of Hypothesis Tests of Regression Coefficients\",\"Quantitative Method\"],\"articleSection\":[\"CFA Level II Study Notes\",\"Quantitative Method\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/\",\"url\":\"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/\",\"name\":\"Interpreting the Results of Hypothesis Tests of Regression Coefficients - 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CFA, FRM, and Actuarial Exams Study Notes","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/","og_locale":"en_US","og_type":"article","og_title":"Interpreting the Results of Hypothesis Tests of Regression Coefficients - CFA, FRM, and Actuarial Exams Study Notes","og_description":"[vsw id=&#8221;8E2AbtAb0a8&#8243; source=&#8221;youtube&#8221; width=&#8221;611&#8243; height=&#8221;344&#8243; autoplay=&#8221;no&#8221;] The following results are obtained from regressing the price of the US Dollar Index (USDX) on inflation rates and real interest rates. $$small{begin{array}{l|c}textbf{Regression Statistics}\\ hlinetext{Multiple R} &amp; 0.8264\\ hlinetext{R Square} &amp; 0.6830\\ hlinetext{Adjusted R...","og_url":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/","og_site_name":"CFA, FRM, and Actuarial Exams Study Notes","article_published_time":"2021-03-01T19:21:11+00:00","article_modified_time":"2022-01-24T09:38:00+00:00","og_image":[{"url":"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36.png","type":"","width":"","height":""}],"author":"Irene R","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Irene R","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/#article","isPartOf":{"@id":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/"},"author":{"name":"Irene R","@id":"https:\/\/analystprep.com\/study-notes\/#\/schema\/person\/7002f30d8f174958802c1c30b167eaf5"},"headline":"Interpreting the Results of Hypothesis Tests of Regression Coefficients","datePublished":"2021-03-01T19:21:11+00:00","dateModified":"2022-01-24T09:38:00+00:00","mainEntityOfPage":{"@id":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/"},"wordCount":272,"image":{"@id":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/#primaryimage"},"thumbnailUrl":"https:\/\/analystprep.com\/study-notes\/wp-content\/uploads\/2021\/03\/cfa-level-2-t-table-2.36.png","keywords":["CFA-level-2","Interpreting the Results of Hypothesis Tests of Regression Coefficients","Quantitative Method"],"articleSection":["CFA Level II Study Notes","Quantitative Method"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/","url":"https:\/\/analystprep.com\/study-notes\/cfa-level-2\/interpreting-results-hypothesis-tests-regression-coefficients\/","name":"Interpreting the Results of Hypothesis Tests of Regression Coefficients - 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