{"id":145217,"date":"2024-09-26T12:02:44","date_gmt":"2024-09-26T12:02:44","guid":{"rendered":"https:\/\/learnexams.com\/blog\/?p=145217"},"modified":"2024-09-26T12:02:47","modified_gmt":"2024-09-26T12:02:47","slug":"researchers-want-to-determine-whether-all-bags-of-mms-have-the-same-proportion-of-colors-regardless-of-the-flavor-of-mms","status":"publish","type":"post","link":"https:\/\/www.learnexams.com\/blog\/2024\/09\/26\/researchers-want-to-determine-whether-all-bags-of-mms-have-the-same-proportion-of-colors-regardless-of-the-flavor-of-mms\/","title":{"rendered":"Researchers want to determine whether all bags of M&amp;M&#8217;s\u00ae have the same proportion of colors regardless of the flavor of M&amp;M&#8217;s\u00ae"},"content":{"rendered":"\n<p>Researchers want to determine whether all bags of M&amp;M&#8217;s\u00ae have the same proportion of colors regardless of the flavor of M&amp;M&#8217;s\u00ae. To test this, they sampled randomly king-size bags of each flavor and recorded their findings in the table. Flavor M&amp;M&#8217;s\u00ae Color Red Orange Yellow Green Blue Brown Original 24 11 29 17 9 14 Peanut 15 20 30 25 15 19 Almond 22 17 21 12 28 7 Part A: What are the correct degrees of freedom for this table? (2 points) Part B: Calculate the expected count for the number of green peanut M&amp;M&#8217;s\u00ae. Show your work. (3 points) Part C: Is there sufficient evidence that there is a difference in the proportion of colors for the different flavors of M&amp;M&#8217;s\u00ae? Provide a statistical justification for your conclusion.<\/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 all bags of M&amp;M&#8217;s\u00ae have the same proportion of colors regardless of flavor, we can conduct a Chi-Squared Test for Independence. Below are the answers to the questions provided:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Part A: Degrees of Freedom<\/h3>\n\n\n\n<p>The degrees of freedom (df) for a Chi-Squared test for independence can be calculated using the formula:<br>[<br>df = (r &#8211; 1) \\times (c &#8211; 1)<br>]<br>where (r) is the number of rows (categories of M&amp;M&#8217;s\u00ae flavors) and (c) is the number of columns (categories of colors).<\/p>\n\n\n\n<p>In this case:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>There are 3 flavors (Original, Peanut, Almond) \u2192 (r = 3)<\/li>\n\n\n\n<li>There are 6 colors (Red, Orange, Yellow, Green, Blue, Brown) \u2192 (c = 6)<\/li>\n<\/ul>\n\n\n\n<p>Thus, the degrees of freedom are:<br>[<br>df = (3 &#8211; 1) \\times (6 &#8211; 1) = 2 \\times 5 = 10<br>]<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Part B: Expected Count for Green Peanut M&amp;M&#8217;s\u00ae<\/h3>\n\n\n\n<p>To calculate the expected count for the number of green peanut M&amp;M&#8217;s\u00ae, we use the formula:<br>[<br>E = \\frac{(Row\\ Total \\times Column\\ Total)}{Grand\\ Total}<br>]<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Row Total for Peanut Flavor<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Red: 15, Orange: 20, Yellow: 30, Green: 25, Blue: 15, Brown: 19<\/li>\n\n\n\n<li>Total for Peanut = 15 + 20 + 30 + 25 + 15 + 19 = 124<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Column Total for Green Color<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Original: 17, Peanut: 25, Almond: 12<\/li>\n\n\n\n<li>Total for Green = 17 + 25 + 12 = 54<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Grand Total<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Original Total: 24 + 11 + 29 + 17 + 9 + 14 = 104<\/li>\n\n\n\n<li>Peanut Total: 15 + 20 + 30 + 25 + 15 + 19 = 124<\/li>\n\n\n\n<li>Almond Total: 22 + 17 + 21 + 12 + 28 + 7 = 107<\/li>\n\n\n\n<li>Grand Total = 104 + 124 + 107 = 335<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Calculating the Expected Count<\/strong>:<br>[<br>E = \\frac{(124 \\times 54)}{335} \\approx 20.079<br>]<br>Thus, the expected count for green peanut M&amp;M&#8217;s\u00ae is approximately <strong>20.08<\/strong>.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Part C: Statistical Justification<\/h3>\n\n\n\n<p>To determine if there is sufficient evidence that the proportions of M&amp;M&#8217;s\u00ae colors differ by flavor, we will perform a Chi-Squared test using the observed and expected counts. The null hypothesis ((H_0)) states that there is no difference in the proportions of colors across the different flavors, while the alternative hypothesis ((H_a)) states that at least one flavor differs in color proportion.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Calculate Chi-Squared Statistic<\/strong>:<br>The Chi-Squared statistic is calculated as:<br>[<br>\\chi^2 = \\sum \\frac{(O &#8211; E)^2}{E}<br>]<br>where (O) is the observed count and (E) is the expected count. Each flavor&#8217;s observed counts and corresponding expected counts would need to be calculated, and the statistic would be summed across all cells.<\/li>\n\n\n\n<li><strong>Compare to Critical Value<\/strong>:<br>The calculated Chi-Squared value will be compared to the critical value from the Chi-Squared distribution table with (df = 10) at a significance level (e.g., (\\alpha = 0.05)). If the calculated (\\chi^2) is greater than the critical value, we reject the null hypothesis.<\/li>\n\n\n\n<li><strong>Conclusion<\/strong>:<br>If we find that the (\\chi^2) statistic is significantly high, it suggests that the proportions of colors are indeed different among the flavors. If the p-value is less than the significance level, we have enough evidence to conclude that there is a statistically significant difference in the color distribution of M&amp;M&#8217;s\u00ae based on flavor.<\/li>\n<\/ol>\n\n\n\n<p>In summary, if the Chi-Squared test indicates a significant difference, we conclude that the proportion of colors in M&amp;M&#8217;s\u00ae does vary with the flavor, indicating a non-uniform distribution of colors across different M&amp;M&#8217;s\u00ae flavors.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Researchers want to determine whether all bags of M&amp;M&#8217;s\u00ae have the same proportion of colors regardless of the flavor of M&amp;M&#8217;s\u00ae. To test this, they sampled randomly king-size bags of each flavor and recorded their findings in the table. Flavor M&amp;M&#8217;s\u00ae Color Red Orange Yellow Green Blue Brown Original 24 11 29 17 9 14 [&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-145217","post","type-post","status-publish","format-standard","hentry","category-exams-certification"],"_links":{"self":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/145217","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=145217"}],"version-history":[{"count":0,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/posts\/145217\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/media?parent=145217"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/categories?post=145217"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.learnexams.com\/blog\/wp-json\/wp\/v2\/tags?post=145217"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}