{"id":157753,"date":"2024-10-22T23:35:32","date_gmt":"2024-10-22T23:35:32","guid":{"rendered":"https:\/\/learnexams.com\/blog\/?p=157753"},"modified":"2024-10-22T23:35:34","modified_gmt":"2024-10-22T23:35:34","slug":"an-automobile-manufacturer-claims-that-its-jeep-has-a-36-1-miles-gallon-mpg-rating","status":"publish","type":"post","link":"https:\/\/www.learnexams.com\/blog\/2024\/10\/22\/an-automobile-manufacturer-claims-that-its-jeep-has-a-36-1-miles-gallon-mpg-rating\/","title":{"rendered":"An automobile manufacturer claims that its jeep has a 36.1 miles\/gallon (MPG) rating."},"content":{"rendered":"\n<p>An automobile manufacturer claims that its jeep has a 36.1 miles\/gallon (MPG) rating. An independent testing firm has been contracted to test the MPG for this jeep since it is believed that the jeep has an incorrect manufacturer&#8217;s MPG rating. After testing 150 jeeps, they found a mean MPG of 35.8. Assume the standard deviation is known to be 2.4. A level of significance of 0.02 will be used. Make a decision to reject or fail to reject the null hypothesis. Make a decision.<\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ast-global-color-6-color\">The Correct Answer and Explanation is:<\/mark><\/strong><\/p>\n\n\n\n<p>To evaluate the manufacturer&#8217;s claim about the jeep&#8217;s MPG rating, we can use hypothesis testing. The null hypothesis (H\u2080) and the alternative hypothesis (H\u2081) can be formulated as follows:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Null Hypothesis (H\u2080)<\/strong>: The mean MPG of the jeep is equal to the manufacturer&#8217;s claim (\u03bc = 36.1 MPG).<\/li>\n\n\n\n<li><strong>Alternative Hypothesis (H\u2081)<\/strong>: The mean MPG of the jeep is not equal to the manufacturer&#8217;s claim (\u03bc \u2260 36.1 MPG).<\/li>\n<\/ul>\n\n\n\n<p>Given the following information:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sample size (n) = 150<\/li>\n\n\n\n<li>Sample mean (x\u0304) = 35.8 MPG<\/li>\n\n\n\n<li>Population standard deviation (\u03c3) = 2.4 MPG<\/li>\n\n\n\n<li>Significance level (\u03b1) = 0.02<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 1: Calculate the test statistic<\/h3>\n\n\n\n<p>We will use the Z-test for this analysis since the population standard deviation is known. The formula for the Z-test statistic is:<\/p>\n\n\n\n<p>[<br>Z = \\frac{x\u0304 &#8211; \u03bc}{\u03c3 \/ \\sqrt{n}}<br>]<\/p>\n\n\n\n<p>Plugging in the values:<\/p>\n\n\n\n<p>[<br>Z = \\frac{35.8 &#8211; 36.1}{2.4 \/ \\sqrt{150}} = \\frac{-0.3}{0.196} \\approx -1.53<br>]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 2: Determine the critical value<\/h3>\n\n\n\n<p>For a two-tailed test at a significance level of 0.02, we need to find the critical Z-values. Since this is a two-tailed test, we split the alpha level (0.02) into two tails, giving us 0.01 in each tail.<\/p>\n\n\n\n<p>Using a Z-table or calculator, the critical Z-values for \u03b1\/2 = 0.01 are approximately \u00b12.576.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 3: Make a decision<\/h3>\n\n\n\n<p>Now, we compare the calculated Z-value with the critical Z-values:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>If Z &lt; -2.576 or Z > 2.576, we reject the null hypothesis.<\/li>\n\n\n\n<li>If -2.576 \u2264 Z \u2264 2.576, we fail to reject the null hypothesis.<\/li>\n<\/ul>\n\n\n\n<p>Here, the calculated Z-value is -1.53, which falls within the range of -2.576 and 2.576.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Conclusion<\/h3>\n\n\n\n<p>Since the calculated Z-value (-1.53) does not exceed the critical values, we <strong>fail to reject the null hypothesis<\/strong>. This indicates that there is insufficient evidence at the 0.02 significance level to conclude that the mean MPG of the jeep is different from the manufacturer&#8217;s claim of 36.1 MPG. Therefore, the manufacturer&#8217;s MPG rating stands, and the independent testing firm&#8217;s result does not significantly challenge that claim.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>An automobile manufacturer claims that its jeep has a 36.1 miles\/gallon (MPG) rating. An independent testing firm has been contracted to test the MPG for this jeep since it is believed that the jeep has an incorrect manufacturer&#8217;s MPG rating. After testing 150 jeeps, they found a mean MPG of 35.8. Assume the standard deviation [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[25],"tags":[],"class_list":["post-157753","post","type-post","status-publish","format-standard","hentry","category-exams-certification"],"_links":{"self":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/157753","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/comments?post=157753"}],"version-history":[{"count":0,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/157753\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/media?parent=157753"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/categories?post=157753"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/tags?post=157753"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}