{"id":25395,"date":"2026-04-17T15:43:39","date_gmt":"2026-04-17T10:13:39","guid":{"rendered":"http:\/\/www.sachdevajk.in\/?p=25395"},"modified":"2026-04-17T15:43:39","modified_gmt":"2026-04-17T10:13:39","slug":"a-comparative-statistical-analysis-of-stand-up-comedians","status":"publish","type":"post","link":"http:\/\/www.sachdevajk.in\/?p=25395","title":{"rendered":"A Comparative Statistical Analysis of Stand\u2011up Comedians"},"content":{"rendered":"<h1><span lang=\"EN-US\">A Comparative Statistical Analysis of Stand\u2011up Comedians<\/span><\/h1>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Author: Krishi Pandey<\/span><\/p>\n<h2><span lang=\"EN-US\">Introduction:<\/span><\/h2>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Stand\u2011up comedy has become one of the most influential forms of entertainment in India. Comedians are evaluated not only by their jokes but also by stage presence, audience engagement, content originality, and consistency of performance. With the rise of digital platforms and live shows, fan perception plays a major role in determining the popularity of comedians. This study evaluates the ratings of selected Indian stand\u2011up comedians to understand whether there are significant differences in audience perception of their performances.<\/span><\/p>\n<h2><span lang=\"EN-US\">Objective:<\/span><\/h2>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">To analyze the ratings of stand\u2011up comedians using One\u2011Way ANOVA in order to determine whether significant differences exist among them.<\/span><\/p>\n<h2><span lang=\"EN-US\">Literature Review:<\/span><\/h2>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Performance Evaluation in Entertainment Industry<br \/>Sharma (2018) discusses how audience engagement, originality, and delivery style play a significant role in determining the success of stand\u2011up comedians. The study highlights that audience perception and crowd response are key indicators of performance quality in live entertainment industries.<\/span><\/p>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Statistical Methods for Comparative Analysis<br \/>Gupta and Mehta (2021) explain that statistical tools such as ANOVA are commonly used to compare performance ratings among multiple subjects. In entertainment analytics, ANOVA helps identify whether differences in ratings between performers are statistically significant or simply due to random variation.<\/span><\/p>\n<h2><span lang=\"EN-US\">Data Collection:<\/span><\/h2>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">The data for this study was collected using primary research methods via a structured survey distributed through Google Forms. A total of 50 responses were recorded. Participants were asked to rate the comedians\u2014Samay Raina, Zakir Khan, Anubhav Singh Bassi, and Ravi Gupta\u2014on a scale of 1 to 10 based on their overall performance, content quality, and audience engagement. A One\u2011Way ANOVA was then calculated using the collected data.<\/span><\/p>\n<h2><span lang=\"EN-US\">Data Analysis:<\/span><\/h2>\n<table class=\"MsoNormalTable\" style=\"border-collapse: collapse\" border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Groups<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Count<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Sum<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Average<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Variance<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Samay Raina<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">50<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">389<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">7.78<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">5.113878<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Zakir Khan<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">50<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">349<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">6.98<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">6.632245<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Anubhav Singh Bassi<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">50<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">333<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">6.66<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">5.535102<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Ravi Gupta<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">50<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">330<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">6.60<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">6.326531<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 86.4pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"115\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"MsoNormal\"><span lang=\"EN-US\"><br \/>ANOVA<\/span><\/p>\n<table class=\"MsoNormalTable\" style=\"border-collapse: collapse\" border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Source of Variation<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">SS<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">df<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">MS<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">F<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">P-value<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Between Groups<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">44.215<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">3<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">14.738<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">2.497202<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">0.060977<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Within Groups<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">1156.78<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">196<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">5.902<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\"><span>\u00a0<\/span><\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\"><span>\u00a0<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Total<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">1200.995<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\">199<\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\"><span>\u00a0<\/span><\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\"><span>\u00a0<\/span><\/span><\/p>\n<\/td>\n<td style=\"width: 72.0pt;padding: 0cm 5.4pt 0cm 5.4pt\" valign=\"top\" width=\"96\">\n<p class=\"MsoNormal\"><span lang=\"EN-US\"><span>\u00a0<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"MsoNormal\"><span lang=\"EN-US\"><br \/>H0: Samay Raina = Zakir Khan = Anubhav Singh Bassi = Ravi Gupta<\/span><\/p>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">H1: At least one comedian&#8217;s rating is different.<\/span><\/p>\n<h2><span lang=\"EN-US\">Conclusion:<\/span><\/h2>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">As calculated, F (2.497202) is less than F crit (2.650677). Therefore, we accept the null hypothesis (H0). This indicates that there is no statistically significant difference in the audience ratings of the selected comedians. While minor variations exist in the mean ratings, these differences are not strong enough to conclude that one comedian performs significantly better than the others based on the collected sample data.<\/span><\/p>\n<h2><span lang=\"EN-US\">References:<\/span><\/h2>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Gupta, R., &amp; Mehta, S. (2021). Statistical techniques for comparative performance analysis. Journal of Applied Statistics and Research, 9(2), 45\u201353.<\/span><\/p>\n<p class=\"MsoNormal\"><span lang=\"EN-US\">Sharma, A. (2018). Audience engagement and performance evaluation in live entertainment. International Journal of Media and Cultural Studies, 6(1), 21\u201329.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A Comparative Statistical Analysis of Stand\u2011up Comedians Author: Krishi Pandey Introduction: Stand\u2011up comedy has become one of the most influential forms of entertainment in India. Comedians are evaluated not only by their jokes but also by stage presence, audience engagement, content originality, and consistency of performance. With the rise of digital platforms and live shows,&hellip; <a class=\"more-link\" href=\"http:\/\/www.sachdevajk.in\/?p=25395\">Continue reading <span class=\"screen-reader-text\">A Comparative Statistical Analysis of Stand\u2011up Comedians<\/span><\/a><\/p>\n","protected":false},"author":140146,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-25395","post","type-post","status-publish","format-standard","hentry","category-uncategorized","entry"],"_links":{"self":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/25395","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\/140146"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=25395"}],"version-history":[{"count":1,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/25395\/revisions"}],"predecessor-version":[{"id":25396,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/25395\/revisions\/25396"}],"wp:attachment":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25395"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25395"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25395"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}