A psychologist conducted a survey of the attitude towards the sustainability of American energy consumption with 380 randomly selected individuals several years ago. The psychologist believes that these attitudes have changed over time. To test this he randomly selects 380 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 | 6% | 1% |
Slightly Optimistic | 29% | 30% |
Slightly Pessimistic | 24% | 28% |
Pessimistic | 41% | 41% |
Find the value of the test statistic. Round your answer to three decimal places.
Ho: attitudes have not changed from the first survey to the second survey
H1:attitudes have changed from the first survey to the second survey
here as we know that expected value =total respondents*expected propotion
observed value =total respodents*observed proportion
Attitude | expected,e | observed value,o | (fo-fe)²/fe |
Optimistic | 22.8 | 3.8 | 15.83333 |
Slightly Optimistic | 110.2 | 114 | 0.131034 |
Slightly Pessimistic | 91.2 | 106.4 | 2.533333 |
Pessimistic | 155.8 | 155.8 | 0 |
total= | 18.4977 |
chi square test statistic = Σ(fo-fe)²/fe = 18.498
Df=k-1 = 4-1 = 3
p-value = 0.000347
since,p-value<α=0.05,reject Ho
so, there is enough evidence to conclude that attitudes have changed from the first survey to the second survey at α=0.05
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