{"id":21778,"date":"2024-10-26T07:58:19","date_gmt":"2024-10-26T02:28:19","guid":{"rendered":"http:\/\/www.sachdevajk.in\/?p=21778"},"modified":"2024-10-26T07:58:19","modified_gmt":"2024-10-26T02:28:19","slug":"anova-single-factor-analysis-of-online-streaming-services-platforms","status":"publish","type":"post","link":"http:\/\/www.sachdevajk.in\/?p=21778","title":{"rendered":"ANOVA: Single Factor Analysis of Online streaming services platforms"},"content":{"rendered":"<h4><b>Title: <\/b><span style=\"font-weight: 400\">ANOVA: Single Factor Analysis of <\/span><b>\u00a0<\/b><span style=\"font-weight: 400\">Online streaming services platforms.<\/span><\/h4>\n<h4><b>Author: <\/b><span style=\"font-weight: 400\">Aryan Choudhary<\/span><\/h4>\n<h4><b>Introduction:<\/b> <b>N<\/b><span style=\"font-weight: 400\">etflix, Disney+, Amazon Prime Video, and HBO Max are popular streaming services. Netflix has original shows and movies. Disney+ has Disney, Pixar, Marvel, and Star Wars content. Amazon Prime Video has a mix of original and licensed content. HBO Max has premium shows and curated content. These platforms offer a variety of entertainment options.<\/span><\/h4>\n<h4><b>Objective: <\/b><span style=\"font-weight: 400\">To find out if there are significant differences in the preferences (ratings) for the online streaming services platforms <\/span><b>N<\/b><span style=\"font-weight: 400\">etflix, Disney+, Amazon Prime Video, and HBO Max .<\/span><\/h4>\n<h4><span style=\"font-weight: 400\">\u00a0<\/span><b>Data Collection:<\/b> <span style=\"font-weight: 400\">\u00a0We collected preference ratings between 1 to 10, 1 being least preferable and 10 being highest favorable, for the following online streaming services platforms: <\/span><b>N<\/b><span style=\"font-weight: 400\">etflix, Disney+, Amazon Prime Video, and HBO Max , from 27 students. We then analyzed these 4 variables using ANOVA to compare the mean preference ratings among the different platforms.<\/span><\/h4>\n<h4><b>Data Analysis:\u00a0<\/b><\/h4>\n<table>\n<tbody>\n<tr>\n<td colspan=\"7\">\n<p><b>Table 1<\/b><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"7\">\n<p><b>ANOVA<\/b><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Source of Variation<\/b><\/p>\n<\/td>\n<td>\n<p><b>SS<\/b><\/p>\n<\/td>\n<td>\n<p><b>df<\/b><\/p>\n<\/td>\n<td>\n<p><b>MS<\/b><\/p>\n<\/td>\n<td>\n<p><b>F<\/b><\/p>\n<\/td>\n<td>\n<p><b>P-value<\/b><\/p>\n<\/td>\n<td>\n<p><b>F crit<\/b><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Between Groups<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">77.21<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">3<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">25.74<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">26.02<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">1.23<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">2.70<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Within Groups<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">102.89<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">104<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">0.99<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Total<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">180.10<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">107<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<p><b>Null Hypothesis (H0): <\/b><span style=\"font-weight: 400\">There is no significant difference in the average ratings between the four online streaming services platforms\u00a0 <\/span><b>N<\/b><span style=\"font-weight: 400\">etflix, Disney+, Amazon Prime Video, and HBO Max. All are the same.<\/span><\/p>\n<p><b>Alternate Hypothesis (H1):<\/b><span style=\"font-weight: 400\"> There is a significant difference in the average ratings between at least one pair of the four online streaming services platforms <\/span><b>N<\/b><span style=\"font-weight: 400\">etflix, Disney+, Amazon Prime Video, and HBO Max. Any one of them is different.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400\">According to the ANOVA &#8211; Table 1, the P value is 1.23, which is more than the significance level (0.05). This<\/span><span style=\"font-weight: 400\"> indicates that we would accept the null hypothesis and reject the alternate hypothesis.<\/span><\/p>\n<h4><b>Conclusion\u00a0<\/b><\/h4>\n<p><span style=\"font-weight: 400\">As we accept the null hypothesis and <\/span><span style=\"font-weight: 400\">reject the alternate hypothesis<\/span><span style=\"font-weight: 400\"> we can state that there is sufficient evidence to conclude that all the online streaming services platforms have the same average rating. Therefore, all are\u00a0 the same.\u00a0\u00a0\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Title: ANOVA: Single Factor Analysis of \u00a0Online streaming services platforms. Author: Aryan Choudhary Introduction: Netflix, Disney+, Amazon Prime Video, and HBO Max are popular streaming services. Netflix has original shows and movies. Disney+ has Disney, Pixar, Marvel, and Star Wars content. Amazon Prime Video has a mix of original and licensed content. HBO Max has&hellip; <a class=\"more-link\" href=\"http:\/\/www.sachdevajk.in\/?p=21778\">Continue reading <span class=\"screen-reader-text\">ANOVA: Single Factor Analysis of Online streaming services platforms<\/span><\/a><\/p>\n","protected":false},"author":139463,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[446,1993,844,2030],"class_list":["post-21778","post","type-post","status-publish","format-standard","hentry","category-business","tag-itm-kharghar","tag-itm-f4","tag-mba-finance","tag-online-streaming-services","entry"],"_links":{"self":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/21778","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/users\/139463"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21778"}],"version-history":[{"count":1,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/21778\/revisions"}],"predecessor-version":[{"id":21779,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/21778\/revisions\/21779"}],"wp:attachment":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21778"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21778"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21778"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}