{"id":23978,"date":"2026-01-18T15:57:07","date_gmt":"2026-01-18T10:27:07","guid":{"rendered":"http:\/\/www.sachdevajk.in\/?p=23978"},"modified":"2026-01-18T15:57:07","modified_gmt":"2026-01-18T10:27:07","slug":"a-statistical-comparison-of-four-lipstick-brands-using-one-way-anova","status":"publish","type":"post","link":"http:\/\/www.sachdevajk.in\/?p=23978","title":{"rendered":"A STATISTICAL COMPARISON OF FOUR LIPSTICK BRANDS USING ONE-WAY ANOVA"},"content":{"rendered":"<p class=\"MsoNormal\" style=\"text-align: center\" align=\"center\"><b><u><span style=\"font-size: 16.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">\u00a0By:- TANYA KOSHTI<\/span><\/u><\/b><\/p>\n<p class=\"MsoNormal\"><b><u><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">1.INTRODUCTION<\/span><\/u><\/b><b><u><span style=\"font-family: 'Times New Roman',serif\"> &#8211; <\/span><\/u><\/b><\/p>\n<p class=\"MsoNormal\"><span style=\"font-family: 'Times New Roman',serif\">The cosmetic and beauty industry is rapidly growing, with lipstick being one of the most popular makeup products among consumers. Buyers evaluate lipstick brands based on quality, durability, pigmentation, price, and lip compatibility. This study focuses on four well-known lipstick brands\u2014Lakme, Maybelline, MAC, and Nykaa. Consumer ratings were collected to understand satisfaction levels across these brands. A One-Way ANOVA test was conducted to determine whether significant differences exist in consumer ratings among the selected lipstick brands.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><b><u><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">2. OBJECTIVE &#8211;<\/span><\/u><\/b><b><u><\/u><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">The objective of this study is to apply One-Way ANOVA to compare consumer ratings of four different lipstick brands and determine if there is a statistically significant difference in their mean satisfaction scores.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><b><u><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">3. LITERATURE REVIEW &#8211;<\/span><\/u><\/b><b><u> <\/u><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Nie (2019)<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Nie\u2019s research emphasizes how external market conditions, consumer behaviour, and organizational performance can influence variations within and between product categories. Although the focus is on technological organizations, the concept relates to cosmetics: changes in market trends and consumer expectations often affect brand performance and ratings.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Zhang &amp; Chen (2014)<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">The study highlights the importance of resource allocation, product innovation, and quality consistency in maintaining competitive advantage. Makeup brands similarly differ in their formulation quality, pricing, marketing strategies, and customer loyalty\u2014factors that may cause measurable statistical differences in consumer ratings.<b><\/b><\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><b><u><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">4. DATA COLLECTION &#8211;<\/span><\/u><\/b><b><u><\/u><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Data was collected through consumer surveys evaluating four lipstick brands. Each brand received ratings from multiple respondents on a standardized 1\u201310 scale. A total of 160 observations were categorized into four groups (Lakme, Maybelline, MAC, Nykaa)<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\"><span>\u00a0<\/span>ANOVA was used to determine if these groups differ significantly.<\/span><\/p>\n<ul style=\"margin-top: 0cm\" type=\"disc\">\n<li class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Sample Size (N) = 160<\/span><\/li>\n<li class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Brands = 4<\/span><\/li>\n<li class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Ratings included: quality, durability, smoothness, and user satisfaction.<\/span><\/li>\n<\/ul>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><b><u><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">5. DATA ANALYSIS &#8211;<\/span><\/u><\/b><u><\/u><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">The following ANOVA results were generated:<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><b><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">ANOVA Table<\/span><\/b><b><\/b><\/p>\n<table class=\"MsoTableGrid\" style=\"width: 389.0pt;border-collapse: collapse;border: none\" border=\"1\" width=\"519\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr style=\"height: 15.0pt\">\n<td style=\"width: 101.0pt;border: solid windowtext 1.0pt;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"135\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: center;line-height: normal\" align=\"center\"><b><i><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">Source of Variation<\/span><\/i><\/b><\/p>\n<\/td>\n<td style=\"width: 48.0pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: center;line-height: normal\" align=\"center\"><b><i><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">SS<\/span><\/i><\/b><\/p>\n<\/td>\n<td style=\"width: 48.0pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: center;line-height: normal\" align=\"center\"><b><i><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">df<\/span><\/i><\/b><\/p>\n<\/td>\n<td style=\"width: 48.0pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: center;line-height: normal\" align=\"center\"><b><i><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">MS<\/span><\/i><\/b><\/p>\n<\/td>\n<td style=\"width: 48.0pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: center;line-height: normal\" align=\"center\"><b><i><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">F<\/span><\/i><\/b><\/p>\n<\/td>\n<td style=\"width: 48.0pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: center;line-height: normal\" align=\"center\"><b><i><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">P-value<\/span><\/i><\/b><\/p>\n<\/td>\n<td style=\"width: 48.0pt;border: solid windowtext 1.0pt;border-left: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: center;line-height: normal\" align=\"center\"><b><i><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">F crit<\/span><\/i><\/b><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 15.0pt\">\n<td style=\"width: 101.0pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"135\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;line-height: normal\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">Between Groups<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">29.7<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">3<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">9.9<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">1.032215<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">0.380041<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">2.662569<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 15.0pt\">\n<td style=\"width: 101.0pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"135\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;line-height: normal\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">Within Groups<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">1496.2<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">156<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">9.591026<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<\/tr>\n<tr style=\"height: 15.0pt\">\n<td style=\"width: 101.0pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"135\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<td style=\"width: 48.0pt;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: 15.0pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\u00a0<\/td>\n<\/tr>\n<tr style=\"height: 15.75pt\">\n<td style=\"width: 101.0pt;border: solid windowtext 1.0pt;border-top: none;padding: 0cm 5.4pt 0cm 5.4pt;height: 15.75pt\" valign=\"top\" nowrap=\"nowrap\" width=\"135\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;line-height: normal\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">Total<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.75pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">1525.9<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.75pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;text-align: right;line-height: normal\" align=\"right\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">159<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.75pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;line-height: normal\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.75pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;line-height: normal\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.75pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;line-height: normal\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">\u00a0<\/span><\/p>\n<\/td>\n<td style=\"width: 48.0pt;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: 15.75pt\" valign=\"top\" nowrap=\"nowrap\" width=\"64\">\n<p class=\"MsoNormal\" style=\"margin-bottom: 0cm;line-height: normal\"><span style=\"font-size: 11.0pt;font-family: 'Times New Roman',serif;color: black\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">\u00a0<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Null Hypothesis (H\u2080): The mean ratings of all lipstick brands are equal.<br \/>Alternative Hypothesis (H\u2081): At least one lipstick brand has a different mean rating.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">From the ANOVA table, the p-value = 0.3800, which is greater than the significance level of 0.05. Also, the calculated F value (1.0322) is less than the F critical value (2.6626). Therefore, the null hypothesis (H\u2080) is accepted.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">This indicates that there is no statistically significant difference in the mean consumer ratings among the four lipstick brands (Lakme, Maybelline, MAC, and Nykaa).<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><b><u><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">6. CONCLUSION \u2013<\/span><\/u><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">The ANOVA results show that there is no significant difference in the mean ratings of the four lipstick brands\u2014Lakme, Maybelline, MAC, and Nykaa. The calculated F-value (1.0322) is lower than the F-critical value (2.6626), and the p-value (0.3800) is greater than 0.05. This indicates that the observed variation in ratings among the brands is likely due to random chance rather than real differences in consumer perception. Therefore, the null hypothesis is accepted, and it can be concluded that all four lipstick brands have similar average consumer ratings.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><b><u><span style=\"font-size: 14.0pt;line-height: 115%;font-family: 'Times New Roman',serif\">7.REFERENCES \u2013 <\/span><\/u><\/b><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Nie, X. (2019). Legal challenges of the Asia-Pacific Space Cooperation Organization in the context of the Belt and Road Initiative. <i>Space Policy<\/i>, 47, 1\u20137.<\/span><\/p>\n<p class=\"MsoNormal\" style=\"text-align: justify\"><span style=\"font-family: 'Times New Roman',serif\">Zhang, H., &amp; Chen, Y. (2014). Role of the Asia-Pacific Space Cooperation Organization in advancing space technology and its applications in the Asia-Pacific region. <i>Advances in Space Research<\/i>, 54(3), 403\u2013409.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00a0By:- TANYA KOSHTI 1.INTRODUCTION &#8211; The cosmetic and beauty industry is rapidly growing, with lipstick being one of the most popular makeup products among consumers. Buyers evaluate lipstick brands based on quality, durability, pigmentation, price, and lip compatibility. This study focuses on four well-known lipstick brands\u2014Lakme, Maybelline, MAC, and Nykaa. Consumer ratings were collected to&hellip; <a class=\"more-link\" href=\"http:\/\/www.sachdevajk.in\/?p=23978\">Continue reading <span class=\"screen-reader-text\">A STATISTICAL COMPARISON OF FOUR LIPSTICK BRANDS USING ONE-WAY ANOVA<\/span><\/a><\/p>\n","protected":false},"author":140038,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-23978","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\/23978","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\/140038"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=23978"}],"version-history":[{"count":1,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/23978\/revisions"}],"predecessor-version":[{"id":23979,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/23978\/revisions\/23979"}],"wp:attachment":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=23978"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=23978"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=23978"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}