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Two researchers conducted a study in which two groups of students were asked to answer 42 trivia questions from a board game.8. A random sample of 40 adults with no children under the age of 18 years results in a mean daily leisure time of 5.27 hours

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Answer #1

GIVEN:

Sample size of group 1 (n_{1})=200

Sample mean score of group 1 (\bar{x_{1}})=21.4

Sample standard deviation of group 1 (s_{1})=3.6

Sample size of group 2 (п2) 200 T

Sample mean score of group 2 (\bar{x_{2}})=19.2

Sample standard deviation of group 2 (s_{2})=4.2

(a) 95% CONFIDENCE INTERVAL FOR DIFFERENCE IN MEAN SCORES:

HYPOTHESIS:

The hypothesis is given by,

H_{0}:\mu _{1}-\mu _{2}=0

H_{1}:\mu _{1}-\mu _{2}\neq 0

FORMULA USED:

The 95% confidence interval for difference in mean scores (\mu _{1}-\mu _{2}) is,

(\bar{x_{1}}-\bar{x_{2}})\pm t_{c}*\sqrt{[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]}

where t_{c} is the t critical value at 95% confidence level with degrees of freedom given by,

df=[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]^2/[[(s_{1}^2/n_{1})^2/(n_{1}-1)]+[(s_{2}^2/n_{2})^2/(n_{2}-1)]]

DEGREES OF FREEDOM:

The degrees of freedom given by,

df=[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]^2/[[(s_{1}^2/n_{1})^2/(n_{1}-1)]+[(s_{2}^2/n_{2})^2/(n_{2}-1)]]

=[(3.6^2/200)+(4.2^2/200)]^2/[[(3.6^2/200)^2/(200-1)]+[(4.2^2/200)^2/(200-1)]]

=0.0234/[0.000021+0.000039]

df=390

CRITICAL VALUE:

The two tailed t critical value with 390 degrees of freedom at 95% confidence level is 1.9661 .

CALCULATION:

The 95% confidence interval for difference in mean scores (\mu _{1}-\mu _{2}) is,

(\bar{x_{1}}-\bar{x_{2}})\pm t_{c}*\sqrt{[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]}

  =(21.4-19.2)\pm1.9661*\sqrt{[(3.6^2/200)+(4.2^2/200)]}

  =[2.2- 0.7690,2.2+ 0.7690]

  =[1.431,2.969]

The 95% confidence interval for difference in mean scores (\mu _{1}-\mu _{2}) is [1.431,2.969] .

INTERPRETATION:

The correct answer is Option (B): The researchers are 95% confident that the difference of the means is in the interval.

(b) CONCLUSION:

The correct answer is Option (D): Since the 95% confidence interval does not contain zero, the result suggest that priming does have an effect on scores.

8) GIVEN:

Sample size of adults with no children (n_{1})=40

Sample mean daily leisure time of adults with no children (\bar{x_{1}})=5.27 hours

Sample standard deviation of of adults with no children (s_{1})=2.47 hours

Sample size of adults with children (n_{2})=40

Sample mean daily leisure time of adults with children (\bar{x_{2}})=4.36 hours

Sample standard deviation of of adults with children (s_{2})=1.75 hours

(a) 95% CONFIDENCE INTERVAL FOR MEAN DIFFERENCE IN LEISURE TIME BETWEEN ADULTS WITH NO CHILDREN AND ADULTS WITH CHILDREN:

HYPOTHESIS:

The hypothesis is given by,

H_{0}:\mu _{1}-\mu _{2}=0

H_{1}:\mu _{1}-\mu _{2}\neq 0

FORMULA USED:

The 95% confidence interval for mean difference in leisure time between adults with no children and adults with children (\mu _{1}-\mu _{2}) is,

(\bar{x_{1}}-\bar{x_{2}})\pm t_{c}*\sqrt{[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]}

where t_{c} is the t critical value at 95% confidence level with degrees of freedom given by,

df=[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]^2/[[(s_{1}^2/n_{1})^2/(n_{1}-1)]+[(s_{2}^2/n_{2})^2/(n_{2}-1)]]

DEGREES OF FREEDOM:

​​​​​​​The degrees of freedom given by,

df=[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]^2/[[(s_{1}^2/n_{1})^2/(n_{1}-1)]+[(s_{2}^2/n_{2})^2/(n_{2}-1)]]

  =[(2.47^2/40)+(1.75^2/40)]^2/[[(2.47^2/40)^2/(40-1)]+[(1.75^2/40)^2/(40-1)]]

  =0.0525/[0.000596+0.00015]

df=70.4\approx 70

CRITICAL VALUE:

The two tailed t critical value with 70 degrees of freedom at 95% confidence level is 1.9944 .

CALCULATION:

The 95% confidence interval for mean difference in leisure time between adults with no children and adults with children (\mu _{1}-\mu _{2}) is,

(\bar{x_{1}}-\bar{x_{2}})\pm t_{c}*\sqrt{[(s_{1}^2/n_{1})+(s_{2}^2/n_{2})]}

  =(5.27-4.36)\pm1.9944*\sqrt{[(2.47^2/40)+(1.75^2/40)]}

  =[0.91- 0.9546,0.91+0.9546]

  =[-0.04,1.86]

The 95% confidence interval for (\mu _{1}-\mu _{2}) is [-0.04,1.86] .

INTERPRETATION:

Since the value of the parameter specified by the null hypothesis (0) is contained in the 95% interval [-0.04,1.86] , the null hypothesis cannot be rejected at the 0.05 level. Thus the correct answer is Option (D): There is 95% confidence that the difference of the means is in the interval. Conclude that there is insufficient evidence of a significant difference in the number of leisure hours.

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