{"id":146177,"date":"2024-09-30T12:53:04","date_gmt":"2024-09-30T12:53:04","guid":{"rendered":"https:\/\/learnexams.com\/blog\/?p=146177"},"modified":"2024-09-30T12:53:07","modified_gmt":"2024-09-30T12:53:07","slug":"an-automobile-manufacturer-has-given-its-jeep-a-56-1-miles-gallon-mpg-rating","status":"publish","type":"post","link":"https:\/\/www.learnexams.com\/blog\/2024\/09\/30\/an-automobile-manufacturer-has-given-its-jeep-a-56-1-miles-gallon-mpg-rating\/","title":{"rendered":"An automobile manufacturer has given its jeep a 56.1 miles\/gallon (MPG) rating"},"content":{"rendered":"\n<p>An automobile manufacturer has given its jeep a 56.1 miles\/gallon (MPG) rating. An independent testing firm has been contracted to test the actual MPG for this jeep since it is believed that the jeep performs under the manufacturer&#8217;s MPG rating. After testing 200 jeeps, they found a mean MPG of 56.0. Assume the population standard deviation is known to be 2.1.<br>Is there sufficient evidence at the 0.02 level to support the testing firm&#8217;s claim?<\/p>\n\n\n\n<p><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ast-global-color-6-color\"><strong>The Correct Answer and Explanation is :<\/strong><\/mark><\/p>\n\n\n\n<p>To determine whether there is sufficient evidence to support the claim that the jeep&#8217;s actual MPG is lower than the manufacturer&#8217;s rating of 56.1 MPG, we can perform a hypothesis test.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 1: Formulate the Hypotheses<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Null Hypothesis (H0)<\/strong>: The true mean MPG of the jeeps is equal to the manufacturer&#8217;s rating.<br>[<br>H_0: \\mu = 56.1<br>]<\/li>\n\n\n\n<li><strong>Alternative Hypothesis (H1)<\/strong>: The true mean MPG of the jeeps is less than the manufacturer&#8217;s rating.<br>[<br>H_1: \\mu &lt; 56.1<br>]<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 2: Gather Data<\/h3>\n\n\n\n<p>From the testing firm\u2019s data:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sample mean ((\\bar{x})) = 56.0 MPG<\/li>\n\n\n\n<li>Population standard deviation ((\\sigma)) = 2.1 MPG<\/li>\n\n\n\n<li>Sample size (n) = 200<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Step 3: Determine the Significance Level<\/h3>\n\n\n\n<p>The significance level ((\\alpha)) is set at 0.02.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 4: Calculate the Test Statistic<\/h3>\n\n\n\n<p>We can use the z-test for the mean since the population standard deviation is known. The test statistic (z) can be calculated using the formula:<br>[<br>z = \\frac{\\bar{x} &#8211; \\mu}{\\sigma\/\\sqrt{n}}<br>]<br>Substituting in the values:<br>[<br>z = \\frac{56.0 &#8211; 56.1}{2.1\/\\sqrt{200}} = \\frac{-0.1}{2.1\/\\sqrt{200}} \\approx \\frac{-0.1}{0.1485} \\approx -0.673<br>]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 5: Determine the Critical Value<\/h3>\n\n\n\n<p>For a one-tailed test at (\\alpha = 0.02), we look up the z-value in the z-table. The critical value for a one-tailed test at the 0.02 level is approximately -2.05.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 6: Make a Decision<\/h3>\n\n\n\n<p>Now, we compare the calculated z-value to the critical z-value:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Calculated (z \\approx -0.673)<\/li>\n\n\n\n<li>Critical (z = -2.05)<\/li>\n<\/ul>\n\n\n\n<p>Since (-0.673) is greater than (-2.05), we fail to reject the null hypothesis.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Conclusion<\/h3>\n\n\n\n<p>There is insufficient evidence at the 0.02 significance level to support the claim that the actual MPG of the jeep is lower than the manufacturer&#8217;s rating of 56.1 MPG. The results suggest that while the mean MPG observed was slightly lower than the manufacturer&#8217;s claim, it is not statistically significant at the specified level of significance.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>An automobile manufacturer has given its jeep a 56.1 miles\/gallon (MPG) rating. An independent testing firm has been contracted to test the actual MPG for this jeep since it is believed that the jeep performs under the manufacturer&#8217;s MPG rating. After testing 200 jeeps, they found a mean MPG of 56.0. Assume the population standard [&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-146177","post","type-post","status-publish","format-standard","hentry","category-exams-certification"],"_links":{"self":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/146177","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=146177"}],"version-history":[{"count":0,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/146177\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/media?parent=146177"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/categories?post=146177"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/tags?post=146177"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}