Title:- Comparison of Luxury Bikes
Author:- Saud Shaikh
Introduction:-
BMW Motorcycles– Known for luxury, performance, and German engineering, BMWs offer premium riding experiences.
Kawasaki Motorcycles– Kawasaki, a Japanese brand, excels in sports bikes and superbikes, known for power, speed, and innovation.
Royal Enfield Motorcycles– Royal Enfield, an Indian brand, offers classic motorcycles and cruiser bikes with a blend of modern technology and timeless design.
Ninja Motorcycles– Ninja is a Kawasaki model line known for its sleek design, powerful engines, and advanced features.
Objective:- To compare these 4 items of Bikes.
Data Collection:- The data is taken from 4 Luxury bikes and asked 20 friends to rate them on a scale of 10.
Data Analysis:-
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 ANOVA  | 
 
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 Source of Variation  | 
 SS  | 
 df  | 
 MS  | 
 F  | 
 P-value  | 
 F crit  | 
| 
 Between Groups  | 
 23.7  | 
 3  | 
 7.9  | 
 0.830314  | 
 0.481287  | 
 2.724944  | 
| 
 Within Groups  | 
 723.1  | 
 76  | 
 9.514474  | 
 
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 Total  | 
 746.8  | 
 79  | 
 
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The ANOVA table shows the results of the analysis. The Between Groups Source of Variation has a sum of squares (SS) of 23.7 and 3 Degrees of freedom which results in a mean square (MS) of 7.9. The within groups of (SS) has 723.1 which has a small f crit of 2.724944. This indicates that there is a statistically significant difference between the means of the groups.
H0= All are the same
H1=anyone of them is different
The P value is 0.48 which is greater than 0.05 which means we must accept the null hypothesis with the degree of freedom (df) of 3 is 76.
Conclusion:- H0 which means all 4 Bikes are same.