Question

In: Statistics and Probability

Find confidence interval and perform a hypothesis test for the mean of one population. The economic...

Find confidence interval and perform a hypothesis test for the mean of one population.

The economic dynamism, which is the index of productive growth in dollars for countries that are designated by the World Bank as middle-income are in table #1. Countries that are considered high-income have a mean economic dynamism of 60.29. Do the data show that the mean economic dynamism of middle-income countries is less than the mean for high-income countries? Test at the 5% level.

Table #1

25.8057 37.4511 51.915 43.6952 47.8506 43.7178 58.0767
41.1648 38.0793 37.7251 39.6553 42.0265 48.6159 43.8555
49.1361 61.9281 41.9543 44.9346 46.0521 48.3652 43.6252
50.9866 59.1724 39.6282 33.6074 21.6643

a) What is the appropriate test for this case?

b) What are the assumptions to run the test?

c) What is the null hypothesis?

d) What is the alternative hypothesis?

e) Determine if this test is left-tailed, right-tailed, or two-tailed.

f) What is the significance level?

g) What is the test statistics?

h) What is the p-value?

i) Do we reject the null hypothesis? Why?

j) What is the conclusion?

k) What is 95% confidence interval for the population mean?

l) Interpret the confidence interval.

Solutions

Expert Solution

= 43.8726

s = 9.0712

n = 26

a) Since the population standard deviation is unknown, so we will use t-test.

b) We will asuume that the population from which the samples are drawn is normally distributed.

c) H0: = 60.29

d) H1: < 60.29

e) This is a left-tailed test

f) Significance level is 0.05

g) The test statistic t = ()/(s/)

                                 = (43.8726 - 60.29)/(9.0712/)

                                 = -9.228

h) P-value = P(T < -0.228)

                 = 0.000

i) Since the P-value is less than the significance level (0 < 0.05), so we should reject the null hypothesis.

j) So the data provides sufficient evidence to conclude that the mean economic dynamism of middle-income countries is less than the mean for high income countries.

k) At 95% confidence interval the critical value is t* = 2.06

The 95% confidence interval for population mean is

+/- t* * s/

= 43.8726 +/- 2.06 * 9.0712/

= 43.8726 +/- 3.665

= 40.2076, 47.5376

l) WE are 95% confident that the true population mean lies in the above interval.


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