{"id":2456,"date":"2024-07-01T12:06:55","date_gmt":"2024-07-01T16:06:55","guid":{"rendered":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/?post_type=chapter&#038;p=2456"},"modified":"2024-07-01T14:37:21","modified_gmt":"2024-07-01T18:37:21","slug":"means-vs-proportions","status":"publish","type":"chapter","link":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/chapter\/means-vs-proportions\/","title":{"raw":"Means vs Proportions","rendered":"Means vs Proportions"},"content":{"raw":"<div class=\"textbox textbox--learning-objectives\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Learning Objectives<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n\r\nIn this section, we will introduce the concept of estimating population proportions and understand how these different from population means.\r\n\r\n<\/div>\r\n<\/div>\r\n<h2>Two Population Parameters to Estimate<\/h2>\r\nln this chapter, there are two population parameters that we will be investigating using sampling. They are:\r\n<ol>\r\n \t<li>The true mean (or average) of a population, also symbolically known as [latex]\\mu[\/latex], and<\/li>\r\n \t<li>The true proportion of a population, also symbolically represented by [latex]p[\/latex].<\/li>\r\n<\/ol>\r\nIn the first five sections, we estimated the true mean of a population when [latex]\\sigma[\/latex] was known and unknown. The remaining sections in this chapter refer to estimating the true proportion of a population ([latex]p[\/latex]).\r\n<h2>The Difference Between a Population Mean and Proportion<\/h2>\r\nThe difference between a population mean and population proportion is quite simple. <span style=\"text-align: initial\">We are calculating a true mean, \u00b5, when d<\/span><span style=\"text-align: initial\">ealing with a measured variable, i<\/span><span style=\"text-align: initial\">.e., something that can be physically measured to a desired degree of precision. Variables of this type are called <a href=\"https:\/\/study.com\/skill\/learn\/how-to-identify-quantitative-variables-explanation.html\">quantitative variables<\/a>.<\/span>\r\n\r\nWe are trying to understand the true percentage, [latex]p[\/latex], when trying to measure a fraction of population or\u00a0true proportion of a population. Variables or columns in the data where we record which trait, or category, a person or item belongs to, are called <a href=\"https:\/\/study.com\/skill\/learn\/how-to-identify-categorical-variables-explanation.html\">categorical variables<\/a>.\r\n<h1>Mean or Proportion? (Exercise #1)<\/h1>\r\nSelect which type each measurement is from the list below. Is it an<span style=\"text-align: initial\"> example of quantitative (mean) data or categorical (proportion) data?<\/span>\r\n<div class=\"textbox textbox--exercises\">\r\n<div class=\"textbox__content\">[h5p id=\"177\"]<\/div>\r\n<\/div>\r\n<div>\r\n<h1>Click here to review the solutions to the above exercise<\/h1>\r\n<table class=\"landscape\" style=\"border-collapse: collapse;width: 75%;height: 102px\" border=\"0\">\r\n<tbody>\r\n<tr style=\"height: 22px\">\r\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Quantitative Variable (mean or \u03bc)<\/th>\r\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Categorical Variable (proportion or [latex]p[\/latex])<\/th>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">Amount of rainfall in Vancouver (in <a href=\"https:\/\/www.splashlearn.com\/math-vocabulary\/measurements\/millimeter-mm#:~:text=A%20millimeter%20is%20a%20unit,a%20millimeter%20is%20%E2%80%9Cmm.%E2%80%9D\">mms<\/a>)<\/td>\r\n<td style=\"width: 50%;height: 20px\">Percent of rainy days per annum in Vancouver<\/td>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">Number of defective items in inventory<\/td>\r\n<td style=\"width: 50%;height: 20px\">Percent of defective parts in inventory<\/td>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">Number of late deliveries per month<\/td>\r\n<td style=\"width: 50%;height: 20px\">Percent of late deliveries per month<\/td>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">Number of absent employees per day<\/td>\r\n<td style=\"width: 50%;height: 20px\">Percent of absent employees per day<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\nThe table above provides the obvious distinction between the two forms of problems you will encounter: estimating a true mean of a population versus estimating a true proportion of population.\r\n\r\n<\/div>\r\n<h1>Mean or Proportion? (Exercise #2)<\/h1>\r\nIn the exercise below, move the metric to the correct side - categorical or quantitative. All of the statistics reported in the exercise above are reported by Hostinger Tutorials in the <a href=\"https:\/\/www.hostinger.com\/tutorials\/digital-marketing-statistics?utm_medium=ppc&amp;utm_campaign={Backlinks-Initiative-6I|NT:Se|LO:CA\/UK\/USA}&amp;gad_source=1&amp;gclid=CjwKCAjwp4m0BhBAEiwAsdc4aLVrAzMaPE7kvAPJVNOgKOKMlHs2vTkpfbBtCdGwTbiMTnBSTXBG0RoCx2wQAvD_BwE\">following article<\/a>.\r\n<div class=\"textbox textbox--exercises\">\r\n<div class=\"textbox__content\">[h5p id=\"176\"]<\/div>\r\n<\/div>\r\n<div>\r\n<h1>Click here to review the solutions to the above exercise<\/h1>\r\n<table class=\"landscape\" style=\"border-collapse: collapse;width: 95%;height: 102px\" border=\"0\">\r\n<tbody>\r\n<tr style=\"height: 22px\">\r\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Categorical Variable (proportion or [latex]p[\/latex])<\/th>\r\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Quantitative Variable (mean or \u03bc)<\/th>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">More than 50% of company's marketing budgets go to paid media and new technologies<\/td>\r\n<td style=\"width: 50%;height: 20px\">Global Digital Advertising Market is Expected to Reach $740 Billion in 2024<\/td>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">Around 84% of B2B marketers create brand awareness through content marketing<\/td>\r\n<td style=\"width: 50%;height: 20px\">Uses spend 6 hours and 48 minutes, on average, watching online videos each week<\/td>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">On average, the first result on Google generates 39.8% of all clicks<\/td>\r\n<td style=\"width: 50%;height: 20px\">The global market size of television advertising was worth $235 billion in 2023<\/td>\r\n<\/tr>\r\n<tr style=\"height: 20px\">\r\n<td style=\"width: 50%;height: 20px\">With featured snippets, the click-through rate increases to 42.9%<\/td>\r\n<td style=\"width: 50%;height: 20px\">In 2023, the market value of digital marketing reach $366 billion<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"width: 50%\">Nearly half of millenials believe influencer recommendations more than regular ads when buying a product<\/td>\r\n<td style=\"width: 50%\">On average, companies invest $34.50 per internet user to create and promote video ads<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\nAll of the statistics reported in the exercise above are reported by Hostinger Tutorials in the <a href=\"https:\/\/www.hostinger.com\/tutorials\/digital-marketing-statistics?utm_medium=ppc&amp;utm_campaign={Backlinks-Initiative-6I|NT:Se|LO:CA\/UK\/USA}&amp;gad_source=1&amp;gclid=CjwKCAjwp4m0BhBAEiwAsdc4aLVrAzMaPE7kvAPJVNOgKOKMlHs2vTkpfbBtCdGwTbiMTnBSTXBG0RoCx2wQAvD_BwE\">following article<\/a>.\r\n\r\n<\/div>","rendered":"<div class=\"textbox textbox--learning-objectives\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Learning Objectives<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p>In this section, we will introduce the concept of estimating population proportions and understand how these different from population means.<\/p>\n<\/div>\n<\/div>\n<h2>Two Population Parameters to Estimate<\/h2>\n<p>ln this chapter, there are two population parameters that we will be investigating using sampling. They are:<\/p>\n<ol>\n<li>The true mean (or average) of a population, also symbolically known as [latex]\\mu[\/latex], and<\/li>\n<li>The true proportion of a population, also symbolically represented by [latex]p[\/latex].<\/li>\n<\/ol>\n<p>In the first five sections, we estimated the true mean of a population when [latex]\\sigma[\/latex] was known and unknown. The remaining sections in this chapter refer to estimating the true proportion of a population ([latex]p[\/latex]).<\/p>\n<h2>The Difference Between a Population Mean and Proportion<\/h2>\n<p>The difference between a population mean and population proportion is quite simple. <span style=\"text-align: initial\">We are calculating a true mean, \u00b5, when d<\/span><span style=\"text-align: initial\">ealing with a measured variable, i<\/span><span style=\"text-align: initial\">.e., something that can be physically measured to a desired degree of precision. Variables of this type are called <a href=\"https:\/\/study.com\/skill\/learn\/how-to-identify-quantitative-variables-explanation.html\">quantitative variables<\/a>.<\/span><\/p>\n<p>We are trying to understand the true percentage, [latex]p[\/latex], when trying to measure a fraction of population or\u00a0true proportion of a population. Variables or columns in the data where we record which trait, or category, a person or item belongs to, are called <a href=\"https:\/\/study.com\/skill\/learn\/how-to-identify-categorical-variables-explanation.html\">categorical variables<\/a>.<\/p>\n<h1>Mean or Proportion? (Exercise #1)<\/h1>\n<p>Select which type each measurement is from the list below. Is it an<span style=\"text-align: initial\"> example of quantitative (mean) data or categorical (proportion) data?<\/span><\/p>\n<div class=\"textbox textbox--exercises\">\n<div class=\"textbox__content\">\n<div id=\"h5p-177\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-177\" class=\"h5p-iframe\" data-content-id=\"177\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Categorical or Quantitative Data (Exercise#1)\"><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<h1>Click here to review the solutions to the above exercise<\/h1>\n<table class=\"landscape\" style=\"border-collapse: collapse;width: 75%;height: 102px\">\n<tbody>\n<tr style=\"height: 22px\">\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Quantitative Variable (mean or \u03bc)<\/th>\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Categorical Variable (proportion or [latex]p[\/latex])<\/th>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">Amount of rainfall in Vancouver (in <a href=\"https:\/\/www.splashlearn.com\/math-vocabulary\/measurements\/millimeter-mm#:~:text=A%20millimeter%20is%20a%20unit,a%20millimeter%20is%20%E2%80%9Cmm.%E2%80%9D\">mms<\/a>)<\/td>\n<td style=\"width: 50%;height: 20px\">Percent of rainy days per annum in Vancouver<\/td>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">Number of defective items in inventory<\/td>\n<td style=\"width: 50%;height: 20px\">Percent of defective parts in inventory<\/td>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">Number of late deliveries per month<\/td>\n<td style=\"width: 50%;height: 20px\">Percent of late deliveries per month<\/td>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">Number of absent employees per day<\/td>\n<td style=\"width: 50%;height: 20px\">Percent of absent employees per day<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The table above provides the obvious distinction between the two forms of problems you will encounter: estimating a true mean of a population versus estimating a true proportion of population.<\/p>\n<\/div>\n<h1>Mean or Proportion? (Exercise #2)<\/h1>\n<p>In the exercise below, move the metric to the correct side &#8211; categorical or quantitative. All of the statistics reported in the exercise above are reported by Hostinger Tutorials in the <a href=\"https:\/\/www.hostinger.com\/tutorials\/digital-marketing-statistics?utm_medium=ppc&amp;utm_campaign={Backlinks-Initiative-6I|NT:Se|LO:CA\/UK\/USA}&amp;gad_source=1&amp;gclid=CjwKCAjwp4m0BhBAEiwAsdc4aLVrAzMaPE7kvAPJVNOgKOKMlHs2vTkpfbBtCdGwTbiMTnBSTXBG0RoCx2wQAvD_BwE\">following article<\/a>.<\/p>\n<div class=\"textbox textbox--exercises\">\n<div class=\"textbox__content\">\n<div id=\"h5p-176\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-176\" class=\"h5p-iframe\" data-content-id=\"176\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Categorical or Quantitative Data (Related to Digital Marketing)\"><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<h1>Click here to review the solutions to the above exercise<\/h1>\n<table class=\"landscape\" style=\"border-collapse: collapse;width: 95%;height: 102px\">\n<tbody>\n<tr style=\"height: 22px\">\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Categorical Variable (proportion or [latex]p[\/latex])<\/th>\n<th style=\"width: 50%;height: 22px\" scope=\"row\">Quantitative Variable (mean or \u03bc)<\/th>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">More than 50% of company&#8217;s marketing budgets go to paid media and new technologies<\/td>\n<td style=\"width: 50%;height: 20px\">Global Digital Advertising Market is Expected to Reach $740 Billion in 2024<\/td>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">Around 84% of B2B marketers create brand awareness through content marketing<\/td>\n<td style=\"width: 50%;height: 20px\">Uses spend 6 hours and 48 minutes, on average, watching online videos each week<\/td>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">On average, the first result on Google generates 39.8% of all clicks<\/td>\n<td style=\"width: 50%;height: 20px\">The global market size of television advertising was worth $235 billion in 2023<\/td>\n<\/tr>\n<tr style=\"height: 20px\">\n<td style=\"width: 50%;height: 20px\">With featured snippets, the click-through rate increases to 42.9%<\/td>\n<td style=\"width: 50%;height: 20px\">In 2023, the market value of digital marketing reach $366 billion<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 50%\">Nearly half of millenials believe influencer recommendations more than regular ads when buying a product<\/td>\n<td style=\"width: 50%\">On average, companies invest $34.50 per internet user to create and promote video ads<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>All of the statistics reported in the exercise above are reported by Hostinger Tutorials in the <a href=\"https:\/\/www.hostinger.com\/tutorials\/digital-marketing-statistics?utm_medium=ppc&amp;utm_campaign={Backlinks-Initiative-6I|NT:Se|LO:CA\/UK\/USA}&amp;gad_source=1&amp;gclid=CjwKCAjwp4m0BhBAEiwAsdc4aLVrAzMaPE7kvAPJVNOgKOKMlHs2vTkpfbBtCdGwTbiMTnBSTXBG0RoCx2wQAvD_BwE\">following article<\/a>.<\/p>\n<\/div>\n","protected":false},"author":865,"menu_order":6,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-2456","chapter","type-chapter","status-publish","hentry"],"part":487,"_links":{"self":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/2456","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/users\/865"}],"version-history":[{"count":12,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/2456\/revisions"}],"predecessor-version":[{"id":2469,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/2456\/revisions\/2469"}],"part":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/parts\/487"}],"metadata":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapters\/2456\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/media?parent=2456"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/pressbooks\/v2\/chapter-type?post=2456"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/contributor?post=2456"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/pressbooks.bccampus.ca\/1130sandbox\/wp-json\/wp\/v2\/license?post=2456"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}