A psychologist conducted a survey of the attitude towards the sustainability of American energy consumption with 250 randomly selected individuals several years ago. The psychologist believes that these attitudes have changed over time. To test this he randomly selects 250 individuals and asks them the same questions. Can the psychologist confirm his theory that the attitudes have changed from the first survey to the second survey?
Attitude 1st Survey 2nd Survey
Optimistic 7% 5%
Slightly Optimistic 11% 18%
Slightly Pessimistic 25% 22%
Pessimistic 57% 55%
Step 6 of 10 : Find the value of the test statistic. Round your answer to three decimal places. Answer How to enter your answer
Step 7 of 10: Find the degrees of freedom associated with the test statistic for this problem
Step 8 of 10: Find the critical value of the test at the 0.025 level of significance. Round your answer to three decimal places.
step 6)
Applying chi square test of independence: |
Expected | Ei=row total*column total/grand total | 1st | 2nd | Total |
Optimistic | 15.0 | 15.0 | 30 | |
Slightly Optimistic | 36.3 | 36.3 | 73 | |
Slightly Pessimistic | 58.8 | 58.8 | 118 | |
Pessimistic | 140.0 | 140.0 | 280 | |
total | 250 | 250 | 500 | |
chi square χ2 | =(Oi-Ei)2/Ei | 1st | 2nd | Total |
Optimistic | 0.417 | 0.417 | 0.8333 | |
Slightly Optimistic | 2.112 | 2.112 | 4.2241 | |
Slightly Pessimistic | 0.239 | 0.239 | 0.4787 | |
Pessimistic | 0.045 | 0.045 | 0.0893 | |
total | 2.8127 | 2.8127 | 5.6255 | |
test statistic X2= | 5.625 |
step 7 :
degree of freedom(df) =(rows-1)*(columns-1)= | 3 |
step 8:
for 3 df and 0.025 level,critical value χ2= | 9.348 |
fail to reject the null hypothesis
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