Question

In: Statistics and Probability

1.) Hypothesis test for correlation. Use the given data to do the following tasks. x y...

1.)

Hypothesis test for correlation. Use the given data to do the following tasks.

x y
5 20
6 20
7 15
8 16
9 11
10 11



(a) Calculate the correlation coefficient r.  (use three sig figs)

(b) Find the regression line: y=y=  +  xx. (round values to two decimal places)

(d) Test the claim that there is correlation and find the p-value:  (State answer to three significant figures, which is different than stating values to three decimal places. For our purposes, stating a value to three significant figures is stating the value until there are three non-zero digits after the decimal place.)

(e) Determine whether there is significant correlation. (Use alpha = .05.)

  • There is not sufficient evidence to support correlation.
  • There is not sufficient evidence to reject correlation.
  • There is sufficient evidence to reject correlation.
  • There is sufficient evidence to support correlation

2.)

Run a regression analysis on the following bivariate set of data with y as the response variable.

x y
18.7 -7.6
21.7 -8.8
56.3 73.9
14.3 9.7
10.2 -29.1
28.9 6.8
20.6 5.1
43 56.7
27.7 13.3
47.9 63
55.6 54.8
21 14.2

Find the correlation coefficient and report it accurate to three decimal places.
r =

Based on the data, calculate the regression line (each value to three decimal places)

ˆyy^ =  +  xx


Predict what value (on average) for the response variable will be obtained from a value of 35.6 as the explanatory variable.

What is the predicted response value? (Report answer accurate to one decimal place.)

Solutions

Expert Solution

Question 1)

(a) Calculate the correlation coefficient r.

Computational Table:

X Y X2 Y2 XY
5 20 25 400 100
6 20 36 400 120
7 15 49 225 105
8 16 64 256 128
9 11 81 121 99
10 11 100 121 110
Total 45 93 355 1523 662

Correlation coefficient (r):

r = -0.940

b)

For Slope:

b = -2.03

For Intercept:

Where,

a = 15.5 - (-2.03 * 7.5)

a = 30.71


Therefore, the least square regression line would be

d)

Hypothesis:

OR (No linear Correlation)

OR (Positive linear Correlation)

Test statistic:

Degrees of Freedom = n-2 = 6-2 = 4

P-value: 0.005 .....................Using t table

P-value < , i.e. 0.005 < 0.05, That is Reject Ho at 5% level of significance.

Therefore, population correlation coefficient statistically significant at the 5% level of significance.

e)

ANSWER: d. There is sufficient evidence to support correlation


Related Solutions

Hypothesis test for correlation. Use the given data to do the following tasks.
  Hypothesis test for correlation. Use the given data to do the following tasks. x y 5 20 6 20 7 15 8 16 9 11 10 11 (a) Calculate the correlation coefficient r.  (use three sig figs)(b) Find the regression line: y=y=  +  xx. (round values to two decimal places)(d) Test the claim that there is correlation and find the p-value:  (State answer to three significant figures, which is different than stating values to three decimal places. For our purposes, stating a value...
(a) Suppose you are given the following x, y data pairs x 1 3 6 y...
(a) Suppose you are given the following x, y data pairs x 1 3 6 y 5 5 8 Find the least-squares equation for these data. (Use 3 decimal places.) y hat = + x (b) Now suppose you are given these x, y data pairs. x 5 5 8 y 1 3 6 Find the least-squares equation for these data. (Use 3 decimal places.) y hat = + x (c) In the data for parts (a) and (b), did...
(a) Suppose you are given the following (x, y) data pairs. x 1 3 4 y...
(a) Suppose you are given the following (x, y) data pairs. x 1 3 4 y 4 3 7 Find the least-squares equation for these data (rounded to three digits after the decimal). ŷ =  +  x (b) Now suppose you are given these (x, y) data pairs. x 4 3 7 y 1 3 4 Find the least-squares equation for these data (rounded to three digits after the decimal). ŷ =  +  x (c) In the data for parts (a) and (b), did...
(a) Suppose you are given the following (x, y) data pairs. x 1 2 5 y...
(a) Suppose you are given the following (x, y) data pairs. x 1 2 5 y 4 3 6 Find the least-squares equation for these data (rounded to three digits after the decimal). ŷ = + x (b) Now suppose you are given these (x, y) data pairs. x 4 3 6 y 1 2 5 Find the least-squares equation for these data (rounded to three digits after the decimal). ŷ = + x (c) In the data for parts...
In conducting a hypothesis test for a correlation, the correct probability distribution to use is the...
In conducting a hypothesis test for a correlation, the correct probability distribution to use is the F distribution. True False Utah State University recently randomly sampled ten students and analyzed grade point average (GPA) and number of hours worked off-campus per week. The following data were observed: GPA HOURS 3.14 25 2.75 30 3.68 11 3.22 18 2.45 22 2.80 40 3.00 15 2.23 29 3.14 10 2.90 0 If the university wished to test the claim that the correlation...
1. Use the given sample data to find the P-value for the hypothesis test. Round your...
1. Use the given sample data to find the P-value for the hypothesis test. Round your answer to four decimal places. x 1 = 38, n 1 = 100, x 2 = 40, n 2 = 100; H 0: p 1 = p 2, H 1: p 1 ≠ p 2 , α = 0.05 2. A random sampling of 60 pitchers from the National League and 74 pitchers from the American League showed that 38 National and 36 American...
Conduct a regression and correlation hypothesis test step 1 to step 5 on the data below...
Conduct a regression and correlation hypothesis test step 1 to step 5 on the data below before you answer each question. The number of fat calories and number of saturated fate grams for a random selection of nonbreakfast entrees are shown below. Use a .05 level of significance. Y X 9 190 8 220 13 270 17 360 23 460 27 540 What is the null and alternative hypotheses step one? a. H0: There is no relationship. H1: There is...
Conduct a regression and correlation hypothesis test (step 1 to 5) on the data below before...
Conduct a regression and correlation hypothesis test (step 1 to 5) on the data below before you answer each question. The number of fat calories and number of saturated fat grams for a random selection of nonbreakfast entrees are shown below. Use a .05 level of significance. y x 9 190 8 220 13 270 17 360 23 460 27 540 What is the p value for this problem?
Given the following table of x and y values, test the claim that there is a...
Given the following table of x and y values, test the claim that there is a linear correlation. Use a .05 significance level. x|12 10 9 7 8 y | 182 169 155 140 144 For this particular problem, here’s the information you need to include: Step 1 Ho= Ha= Step 2 Signifcance level a= Step 3 Test: p-value: Step 4 Conclusion (Yes/No): Is there sufficient evidence to conclude that there is a linear correlation? 8. Find the regression equation...
Use Problem #5 to test the hypothesis that there is no correlation between advertising and sales....
Use Problem #5 to test the hypothesis that there is no correlation between advertising and sales. In rejecting this hypothesis, you wish to be 80% confident. Hints: Tcalc and Tcrit From #5: r= -0.8490, n=5
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT