Question
Question 3 a) A random sample of 10 observations from Population A revealed a sample mean of 23 and a sample standard deviation of 4.
Question 3
a) A random sample of 10 observations from Population A revealed a sample mean of 23
and a sample standard deviation of 4. A random sample of 8 observations from another
population revealed a sample mean of 26 and a sample standard deviation of 5. At the
.05 significance level, is there a difference between the population means? Assume the
sample populations do not have equal standard deviations.
i. State null and alternate hypotheses. (2 marks)
ii. Compute the test statistics. (4 marks)
iii. What is your decision regarding the null hypothesis? (2 marks)
b) The following table represents x as independent variable while y as dependent
variable.
X 3.5 4 5 5.5 6 a 7.23 8.67 9.5
Y 22 23.5 24 25 b c 28.5 29.5 30.5
Assume the following regression output is obtained from the values of X and Y. Both
variables have a strong positive relationship with = 0.9860. The mean value of Y is
26.2778 and the standard deviations for X and Y values are equal to 2.01164 and
2.9059, respectively. Meanwhile, a refers to unknown value of X, and b and c signify
unknown values of Y.
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.986031
R Square 0.972258
Adjusted R
Square 0.968295
Standard
Error 0.517428
Observations 9
ANOVA
df SS MS F
Significance
F
Regression 1 65.68143 65.68143 245.3251 1.05E-06
Residual 7 1.874126 0.267732
Total 8 67.55556
Coefficients
Standard
Error t Stat P-value Lower 95%
Upper
95%
Lower
95.0%
Upper
95.0%
Intercept 17.40229 0.592325 29.37962 1.36E-08 16.00167 18.80292 16.00167 18.80292
X Variable 1 1.424382 0.09094 15.66286 1.05E-06 1.209343 1.639421 1.209343 1.6394.
i. Compute the covariance between X and Y. (2 marks)
ii. What is the value of a? (Round to 2 decimal places). (4 marks)
iii. Show with numerical values how the regression sum of squares is obtained.
(6 marks)
[Total: 20 marks]
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