{"id":194427,"date":"2025-02-24T05:59:24","date_gmt":"2025-02-24T05:59:24","guid":{"rendered":"https:\/\/learnexams.com\/blog\/?p=194427"},"modified":"2025-02-24T05:59:26","modified_gmt":"2025-02-24T05:59:26","slug":"in-a-sample-of-40-days-taken-at-town-talk-bakery-it-was-found-that-an-average-of-75-cakes-per-day-were-sold","status":"publish","type":"post","link":"https:\/\/www.learnexams.com\/blog\/2025\/02\/24\/in-a-sample-of-40-days-taken-at-town-talk-bakery-it-was-found-that-an-average-of-75-cakes-per-day-were-sold\/","title":{"rendered":"In a sample of 40 days taken at Town Talk Bakery, it was found that an average of 75 cakes per day were sold"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In a sample of 40 days taken at Town Talk Bakery, it was found that an average of 75 cakes per day were sold. From past surveys, the population standard deviation was found to be 25 cakes per day. a. Determine the standard error of the mean number of cakes sold per day. b. Determine the 90% confidence interval for the population mean number of cakes sold per day I c. If you wanted a wider interval, would you increase or decrease the confidence interval?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><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<h3 class=\"wp-block-heading\">Answers:<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>(a) Standard Error of the Mean (SEM):<\/strong><br>[<br>SEM = \\frac{\\sigma}{\\sqrt{n}} = \\frac{25}{\\sqrt{40}} = 3.95<br>]<br>The standard error of the mean is <strong>3.95 cakes per day<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>(b) 90% Confidence Interval for the Population Mean:<\/strong><br>Using the Z-score for a <strong>90% confidence level<\/strong> (which is <strong>1.645<\/strong> for a two-tailed test):<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[<br>ME = Z \\times SEM = 1.645 \\times 3.95 = 6.50<br>]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[<br>CI = \\left( 75 &#8211; 6.50, 75 + 6.50 \\right) = (68.50, 81.50)<br>]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Thus, the <strong>90% confidence interval<\/strong> for the population mean is <strong>(68.50, 81.50) cakes per day<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>(c) Would increasing or decreasing the confidence level result in a wider interval?<\/strong><br>A <strong>wider confidence interval<\/strong> means there is more certainty that the true population mean is within the interval. To achieve this, we must <strong>increase<\/strong> the confidence level.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, moving from a <strong>90% confidence interval<\/strong> to a <strong>95% confidence interval<\/strong> would result in a larger Z-score (about <strong>1.96<\/strong> instead of <strong>1.645<\/strong>), which increases the margin of error. This means the range of values in which the population mean is likely to fall is <strong>wider<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On the other hand, if we <strong>decrease<\/strong> the confidence level (e.g., to 80%), the Z-score would be lower, making the confidence interval <strong>narrower<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Thus, to get a <strong>wider<\/strong> confidence interval, we should <strong>increase<\/strong> the confidence level.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Now, I&#8217;ll generate an image representing this confidence interval.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here is a visual representation of the <strong>90% confidence interval<\/strong> for the population mean number of cakes sold per day.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The <strong>blue dashed line<\/strong> represents the <strong>sample mean (75 cakes per day)<\/strong>.<\/li>\n\n\n\n<li>The <strong>red dashed lines<\/strong> indicate the <strong>lower bound (68.50)<\/strong> and <strong>upper bound (81.50)<\/strong> of the confidence interval.<\/li>\n\n\n\n<li>The <strong>shaded red region<\/strong> shows the <strong>90% confidence interval<\/strong>, meaning we are 90% confident that the true population mean falls within this range.<\/li>\n\n\n\n<li>The <strong>black curve<\/strong> represents the <strong>sampling distribution of the sample mean<\/strong>, centered at 75 with a standard error of 3.95.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This visualization helps in understanding how confidence intervals work in statistics.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/learnexams.com\/blog\/wp-content\/uploads\/2025\/02\/image-1323-1024x689.png\" alt=\"\" class=\"wp-image-194428\"\/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>In a sample of 40 days taken at Town Talk Bakery, it was found that an average of 75 cakes per day were sold. From past surveys, the population standard deviation was found to be 25 cakes per day. a. Determine the standard error of the mean number of cakes sold per day. b. Determine [&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-194427","post","type-post","status-publish","format-standard","hentry","category-exams-certification"],"_links":{"self":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/194427","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=194427"}],"version-history":[{"count":0,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/194427\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/media?parent=194427"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/categories?post=194427"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/tags?post=194427"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}