{"id":23718,"date":"2026-01-07T12:20:49","date_gmt":"2026-01-07T06:50:49","guid":{"rendered":"http:\/\/www.sachdevajk.in\/?p=23718"},"modified":"2026-01-07T12:20:49","modified_gmt":"2026-01-07T06:50:49","slug":"anova-based-comparison-ratings-for-game-reviews","status":"publish","type":"post","link":"http:\/\/www.sachdevajk.in\/?p=23718","title":{"rendered":"ANOVA Based Comparison Ratings for Game Reviews"},"content":{"rendered":"<p class=\"MsoNormal\" style=\"text-align: center\" align=\"center\"><b><span style=\"font-size: 18.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">ANOVA Based Comparison Ratings for Game Reviews<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: center\" align=\"center\"><b><span style=\"font-size: 18.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Name- Ansh Bhalekar (021331025065)<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: center\" align=\"center\"><b><span style=\"font-size: 18.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: center\" align=\"center\"><b><span style=\"font-size: 18.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/b><\/p>\n<p class=\"MsoNormal\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Introduction<\/span><\/p>\n<p class=\"MsoNormal\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">The gaming industry has experienced rapid growth, accompanied by an increase in the number of online and offline game review platforms. Listener or viewer ratings of game reviews play a crucial role in shaping public perception, influencing purchase decisions, and determining the credibility of reviewers. Different games often receive varied ratings based on factors such as gameplay, graphics, storyline, and overall user experience. To statistically examine whether these differences in ratings are significant, Analysis of Variance (ANOVA) is an appropriate technique. This study applies ANOVA to compare listeners\u2019 ratings for different game reviews and determine whether the mean ratings differ significantly across games.<\/span><\/p>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Objectives of the Study<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt;text-indent: -18.0pt\"><!-- [if !supportLists]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\"><span>1.<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">To analyze listeners\u2019 ratings for different game reviews.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt;text-indent: -18.0pt\"><!-- [if !supportLists]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\"><span>2.<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">To compare the mean ratings of multiple games using ANOVA.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt;text-indent: -18.0pt\"><!-- [if !supportLists]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\"><span>3.<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">To identify whether statistically significant differences exist among game review ratings.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt;text-indent: -18.0pt\"><!-- [if !supportLists]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\"><span>4.<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">To support objective decision-making regarding game performance based on listener feedback.<\/span><\/p>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\"><span>\u00a0<\/span>Literature Review<\/span><\/b><\/p>\n<p class=\"MsoNormal\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Previous studies have highlighted the importance of user-generated ratings in digital entertainment markets. According to Chevalier and Mayzlin (2006), online reviews significantly affect consumer demand and perception. Research by Hu, Pavlou, and Zhang (2017) suggests that statistical techniques such as ANOVA are effective in comparing consumer ratings across multiple products. In the context of gaming, listener and viewer ratings are often used as performance indicators, and comparative analysis helps developers and marketers understand audience preferences.<\/span><\/p>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Data Collection<\/span><\/b><\/p>\n<p class=\"MsoNormal\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">The data for this study consists of listeners\u2019 ratings collected for different game reviews. Ratings were obtained using a structured rating scale (for example, 1 to 5), where listeners evaluated the overall quality of the game review. The data was collected from a sample of listeners who had experienced or listened to reviews of multiple games. Each game represents a separate group for analysis.<\/span><\/p>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Data Analysis<\/span><\/b><\/p>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/b><\/p>\n<table class=\"MsoNormalTable\" style=\"width: 527.55pt;margin-left: -21.55pt;border-collapse: collapse;border: none\" border=\"1\" width=\"703\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr style=\"height: 27.0pt\">\n<td style=\"width: 121.05pt;border: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.0pt\" valign=\"top\" width=\"161\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">ANOVA<\/span><\/p>\n<\/td>\n<td style=\"width: 78.0pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.0pt\" valign=\"top\" width=\"104\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 64.5pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.0pt\" valign=\"top\" width=\"86\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.0pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 69.75pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.0pt\" valign=\"top\" width=\"93\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 66.75pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.0pt\" valign=\"top\" width=\"89\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.0pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 22.5pt\">\n<td style=\"width: 121.05pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 22.5pt\" valign=\"top\" width=\"161\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Source of Variation<\/span><\/p>\n<\/td>\n<td style=\"width: 78.0pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 22.5pt\" valign=\"top\" width=\"104\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">SS<\/span><\/p>\n<\/td>\n<td style=\"width: 64.5pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 22.5pt\" valign=\"top\" width=\"86\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">df<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 22.5pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">MS<\/span><\/p>\n<\/td>\n<td style=\"width: 69.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 22.5pt\" valign=\"top\" width=\"93\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">F<\/span><\/p>\n<\/td>\n<td style=\"width: 66.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 22.5pt\" valign=\"top\" width=\"89\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">P-value<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 22.5pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">F crit<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 21.0pt\">\n<td style=\"width: 121.05pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 21.0pt\" valign=\"top\" width=\"161\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Between Groups<\/span><\/p>\n<\/td>\n<td style=\"width: 78.0pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 21.0pt\" valign=\"top\" width=\"104\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">157.256<\/span><\/p>\n<\/td>\n<td style=\"width: 64.5pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 21.0pt\" valign=\"top\" width=\"86\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">3<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 21.0pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">52.4188<\/span><\/p>\n<\/td>\n<td style=\"width: 69.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 21.0pt\" valign=\"top\" width=\"93\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">7.370<\/span><\/p>\n<\/td>\n<td style=\"width: 66.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 21.0pt\" valign=\"top\" width=\"89\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">0.000<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 21.0pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">2.664<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 27.75pt\">\n<td style=\"width: 121.05pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.75pt\" valign=\"top\" width=\"161\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Within Groups<\/span><\/p>\n<\/td>\n<td style=\"width: 78.0pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.75pt\" valign=\"top\" width=\"104\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">1080.974<\/span><\/p>\n<\/td>\n<td style=\"width: 64.5pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.75pt\" valign=\"top\" width=\"86\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">152<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.75pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">7.111<\/span><\/p>\n<\/td>\n<td style=\"width: 69.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.75pt\" valign=\"top\" width=\"93\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 66.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.75pt\" valign=\"top\" width=\"89\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 27.75pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 34.5pt\">\n<td style=\"width: 121.05pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 34.5pt\" valign=\"top\" width=\"161\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 78.0pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 34.5pt\" valign=\"top\" width=\"104\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 64.5pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 34.5pt\" valign=\"top\" width=\"86\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 34.5pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 69.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 34.5pt\" valign=\"top\" width=\"93\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 66.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 34.5pt\" valign=\"top\" width=\"89\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 34.5pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 24.75pt\">\n<td style=\"width: 121.05pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 24.75pt\" valign=\"top\" width=\"161\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Total<\/span><\/p>\n<\/td>\n<td style=\"width: 78.0pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 24.75pt\" valign=\"top\" width=\"104\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">1238.230<\/span><\/p>\n<\/td>\n<td style=\"width: 64.5pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 24.75pt\" valign=\"top\" width=\"86\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">155<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 24.75pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 69.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 24.75pt\" valign=\"top\" width=\"93\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 66.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 24.75pt\" valign=\"top\" width=\"89\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 63.75pt;border-top: none;border-left: none;border-bottom: solid windowtext 1.0pt;border-right: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 24.75pt\" valign=\"top\" width=\"85\">\n<p class=\"MsoNormal\" style=\"margin-left: .75pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 18.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/b><\/p>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 18.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Hypothesis Testing<\/span><\/b><\/p>\n<ul style=\"margin-top: 0cm\" type=\"disc\">\n<li class=\"MsoNormal\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Null Hypothesis (H\u2080): There is no significant difference in the mean listeners\u2019 ratings among different game reviews.<\/span><\/li>\n<li class=\"MsoNormal\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Alternative Hypothesis (H\u2081): There is a significant difference in the mean listeners\u2019 ratings among different game reviews.<\/span><\/li>\n<\/ul>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt\"><b><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">Interpretation<\/span><\/b><\/p>\n<p class=\"MsoListParagraphCxSpFirst\" style=\"text-indent: -18.0pt;line-height: normal\"><!-- [if !supportLists]--><span style=\"font-size: 10.0pt;font-family: Symbol\"><span>\u00b7<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">The calculated F-value (7.37) is significantly higher than the critical F-value (2.66) at the 5% level of significance. This indicates that the variation in listeners\u2019 ratings between different game reviews is substantially greater than the variation within the same game reviews.<\/span><\/p>\n<p class=\"MsoListParagraphCxSpLast\" style=\"text-indent: -18.0pt;line-height: normal\"><!-- [if !supportLists]--><span style=\"font-size: 10.0pt;font-family: Symbol\"><span>\u00b7<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Additionally, the p-value (0.00012) is much lower than the chosen significance level of 0.05. This provides strong statistical evidence against the null hypothesis, suggesting that listeners do not rate all game reviews equally<\/span><span style=\"font-family: 'Times New Roman',serif\">.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><b><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Decision Rule<\/span><\/b><\/p>\n<ul type=\"disc\">\n<li class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Select a level of significance (\u03b1), commonly 0.05.<\/span><\/li>\n<li class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">If the calculated p-value is less than \u03b1 (p &lt; 0.05), reject the null hypothesis.<\/span><\/li>\n<li class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">If the p-value is greater than \u03b1 (p &gt; 0.05), fail to reject the null hypothesis.<\/span><\/li>\n<\/ul>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><b><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Result<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">The ANOVA results indicate whether the mean listeners\u2019 ratings differ significantly across the reviewed games. (Based on the calculated F-statistic and p-value from the data analysis.)<\/span><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><b><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Inference<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">If the null hypothesis is rejected, it can be inferred that listeners perceive differences in the quality of game reviews, and at least one game\u2019s mean rating differs significantly from others. If the null hypothesis is not rejected, it suggests that listeners\u2019 ratings are statistically similar across the games reviewed.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><b><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Conclusion<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">The ANOVA-based comparison provides a systematic and objective approach to evaluating listeners\u2019 ratings for game reviews. The findings help in understanding audience preferences and highlight which games receive comparatively higher or lower appreciation. Such analysis is useful for game developers, reviewers, and marketers to improve content quality and align with listener expectations.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><b><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">References<\/span><\/b><\/p>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt;text-indent: -18.0pt;line-height: normal\"><!-- [if !supportLists]--><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\"><span>1.<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Chevalier, J. A., &amp; Mayzlin, D. (2006). <i>The effect of word of mouth on sales: Online book reviews<\/i>. Journal of Marketing Research, 43(3), 345\u2013354.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt;text-indent: -18.0pt;line-height: normal\"><!-- [if !supportLists]--><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\"><span>2.<span style=\"font: 7.0pt 'Times New Roman'\">\u00a0\u00a0\u00a0 <\/span><\/span><\/span><!--[endif]--><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">Hu, N., Pavlou, P. A., &amp; Zhang, J. (2017). <i>On self-selection biases in online product reviews<\/i>. MIS Quarterly, 41(2), 449\u2013471.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-size: 16.0pt;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<p class=\"MsoNormal\" style=\"line-height: normal\"><span style=\"font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<p class=\"MsoNormal\" style=\"margin-left: 36.0pt\"><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<p class=\"MsoNormal\"><b><span style=\"font-size: 18.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0<\/span><\/b><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ANOVA Based Comparison Ratings for Game Reviews Name- Ansh Bhalekar (021331025065) \u00a0 \u00a0 Introduction The gaming industry has experienced rapid growth, accompanied by an increase in the number of online and offline game review platforms. Listener or viewer ratings of game reviews play a crucial role in shaping public perception, influencing purchase decisions, and determining&hellip; <a class=\"more-link\" href=\"http:\/\/www.sachdevajk.in\/?p=23718\">Continue reading <span class=\"screen-reader-text\">ANOVA Based Comparison Ratings for Game Reviews<\/span><\/a><\/p>\n","protected":false},"author":139912,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-23718","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\/23718","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\/139912"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=23718"}],"version-history":[{"count":1,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/23718\/revisions"}],"predecessor-version":[{"id":23719,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/23718\/revisions\/23719"}],"wp:attachment":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=23718"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=23718"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=23718"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}