In: Statistics and Probability
Based on sales over a six-month period, the five top-selling compact cars are Chevy Cruze, Ford Focus, Hyundai Elantra, Honda Civic, and Toyota Corolla.† Based on total sales, the market shares for these five compact cars were Chevy Cruze 24%, Ford Focus 21%, Hyundai Elantra 20%, Honda Civic 18%, and Toyota Corolla 17%. Suppose a sample of 400 compact car sales in one city showed the following number of vehicles sold.
Chevy Cruze | 107 |
---|---|
Ford Focus | 92 |
Hyundai Elantra | 65 |
Honda Civic | 85 |
Toyota Corolla | 51 |
Use a goodness of fit test to determine if the sample data indicate that the market shares for the five compact cars in this city are different than the market shares reported by Motor Trend. Use a 0.05 level of significance.
State the null and alternative hypotheses.
H0: The market shares for the five
automobiles in this city differ from 0.24, 0.21, 0.20, 0.18,
0.17.
Ha: The market shares for the five automobiles
in this city are the same as the above shares.
H0: The market shares for the five
automobiles in this city are 0.24, 0.21, 0.20, 0.18, 0.17.
Ha: The market shares for the five automobiles
in this city differ from the above
shares.
H0: The majority of the market shares for
the five automobiles in this city are the same as the ones reported
by Motor Trend.
Ha: The majority of the market shares for the
five automobiles in this city differ from the ones reported by
Motor Trend.
H0: The majority of the market shares for
the five automobiles in this city differ from the ones reported by
Motor Trend.
Ha: The majority of the market shares for the
five automobiles in this city are the same as the ones reported by
Motor Trend.
Find the value of the test statistic. (Round your answer to three decimal places.)
Find the critical value for the test. (Round your answer to three decimal places.)
critical value =
State your conclusion.
Reject H0. We cannot conclude that the market shares for the five compact cars in this city differ from the market shares reported.
Do not reject H0. We cannot conclude that the market shares for the five compact cars in this city differ from the market shares reported.
Do not reject H0. We conclude that the market shares for the five compact cars in this city differ from the market shares reported.
Reject H0. We conclude that the market shares for the five compact cars in this city differ from the market shares reported.
What market share differences, if any, exist in this city?
Chevy Cruze shows ---Select--- a higher a lower the same market share in this city. Ford Focus shows ---Select--- a higher a lower the same market share in this city. Hyundai Elantra shows ---Select--- a higher a lower the same market share in this city. Honda Civic shows ---Select--- a higher a lower the same market share in this city. Toyota Corolla shows ---Select--- a higher a lower the same market share in this city.
Perform goodness of fit test to determine if the sample data indicate that the market shares for the five compact cars in the city are different than the market shares reported by Motor Trend.
Given that ,
Null Hypothesis -
Altrnative Hypothesis -
The total sample size = 107+92+65+85+51 = 400
The expexted frequency for chevy cruze is,
similarly ,
The expexted frequency for Ford Focus is
The expexted frequency for Hyundai Elantra is
The expexted frequency for Honda Civic is
The expexted frequency for Toyota Corolla is
The formula for chi - square test sattistic is given as .
Hypothesized |
Observed |
Expected |
Chi Square |
||
Compact Car |
Market Share |
Frequency |
Frequency
|
(fi – ei)2 / ei |
|
Chevy Cruze |
0.24 |
107 |
96 |
1.26 |
|
Ford Focus |
0.21 |
92 |
84 |
0.76 |
|
Hyundai Elantra |
0.20 |
65 |
80 |
2.81 |
|
Honda Civic |
0.18 |
85 |
72 |
2.34 |
|
Toyota Corolla |
0.17 |
51 |
68 |
4.25 |
|
Total | 1 | 400 | 400 | 11.42 |
=11.42
Degrees of Freedom = k – 1 = 5 – 1
Using the table with df = 4, = 11.42 shows the p–value is between 0.01 and .0.25
Using Excel, the p–value corresponding to = 11.42 is
p–value < .05, reject .
Conclude that the markets shares for the five compact cars in City are differ from the market shares reported by Motor Trend.
Market share difference for each car is given below :
Hypothesized |
Sample |
||
Compact Car |
Market Share |
Market Share |
Difference |
Chevy Cruze |
0.24 |
107/400 = 0.27 |
0.03 |
Ford Focus |
0.21 |
92/400 =0.23 |
0,02 |
Hyundai Elantra |
0.20 |
65/400 =0.16 |
–0.04 |
Honda Civic |
0.18 |
85/400 = 0.21 |
0.3 |
Toyota Corolla |
0.17 |
51/400 = 0.13 |
–0.04 |
Chevy Cruze (.03) Honda Civic (.03) and Ford Focus (.02) show higher market shares in City.
Toyota Corolla (–.04) and Hyundai Elantra(–.04) show lower market shares in City.