In: Statistics and Probability
The claim is that the IQ scores of statistics professors are normally distributed, with a mean less than 133. A sample of 11 professors had a mean IQ score of 130 with a standard deviation of 8. Find the value of the test statistic.
SOLUTION:
From given data,
The claim is that the IQ scores of statistics professors are normally distributed, with a mean less than 133. A sample of 11 professors had a mean IQ score of 130 with a standard deviation of 8. Find the value of the test statistic.
Test : < 133 with t
distribution
Hypothesis test:
H0 : = 133 (Null
Hypothesis , Ha :
>133 is also correct )
Ha : < 133 (
Alternative hypothesis, also called H1 )
This is lower tailed test:
= 130
standard deviation = s = 8
sample = n = 11
Let us assume Significance Level,
= 0.05
Degree of freedom (df) = n-1 = 11-1 = 10
Test statics ,
tobserved = ( -
) / ( s /
)
= (130 - 133) / ( 8 / )
= -1.243
Using t-table , we can observe that the p - value is between 0.005 and 0.01
Using excel we find p -value = P(t < -1.243 ) = t.dist(-1.243 , 10 ,1) = 0.121111
P-value = 0.121111
tcritical = - t,df =
- t0.05,10 = - 1.812461 ( from t-table , one - tailed ,
df = 11 )
Critical value = -1.812
Rejection criteria : Rejection region is direction of Alternative hypothesis , since
Ha : < 133 ,
rejection rule is:
Reject H0 if test statistic , t0 < -1.812
Decision :
Since -1.25 < - 1.812 , we reject the null hypothesis ,
Hence at 5% significance level , we have sufficient evidence to
conclude that is less than
133