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HELP WITH DATA ANALYSIS QUESTIONS ANSWER THE FOLLOWING QUESTIONS FOR THE DATA SET 1) Are the variables cross section or time series data? 2) How

HELP WITH DATA ANALYSIS QUESTIONS

ANSWER THE FOLLOWING QUESTIONS FOR THE DATA SET

1) Are the variables cross section or time series data?

2) How do you imagine that the data were collected?

3) Is the sample size sufficient to yield a good estimate? How do you know?

4) State you hypothesis about the sign of the slope.

5) Make a scatter plot of Y against X. Discuss what this tells you.

6) Add a Trendline to your scatter plot. Is a linear model credible?

7) Interpret the slope coefficient. Does the intercept have meaning given the range of the data?

8) Use Megastat to fit the regression model, including residuals and standardized residuals

9) Interpret the P-value for the slope coefficient

10) Interpret the R^2 value

11) Study the table of residuals. Identify outliers, and unusual observations (standardized obs. that exceed 3, and 2 std. deviations respectively).

12) Output a normal probability plot. Do you see evidence that your regression violates the assumption of normality?

13) Inspect the residual plot to check for heteroscedasticity. Report your conclusions.

14) Identify any observations with high leverage.

Median Income and Median Home Price in Selected Eastern Cities (n = 34)
City Income Home
Alexandria, VA 59.976 290.000 Note: All values are in thousands of dollars.
Bernards Twp., NJ 112.435 279.900
Brentwood, TN 107.866 338.250 Key: Income = median family income (thousands)
Bridgewater, NJ 93.484 316.000 Home = median home price (thousands)
Cary, NC 77.091 207.000
Centerville, VA 77.243 250.000
Chantilly, VA 94.864 320.000
Chesapeake, VA 53.758 150.000
Collierville, TN 85.716 230.000
Columbia, MD 77.033 199.000
Coral Springs, FL 62.632 218.500
Dranesville, VA 109.502 290.000
Dunwoody, GA 86.971 315.000
Ellicott City, MD 83.583 248.000
Franconia, VA 84.537 290.000
Gaithersburg, MD 64.944 220.000
Hoover, AL 64.431 170.450
Hunter Mill, VA 93.987 290.000
Lower Makefield Twp., PA 102.997 205.000
Manalapan Twp., NJ 91.245 410.000
Marlboro Twp., NJ 108.759 379.975
Matoaca, VA 65.149 135.000
Newtown, CT 97.723 358.500
North Andover, MA 79.169 342.500
Oakton, VA 90.824 341.000
Olney, MD 100.716 287.450
Peachtree City, GA 79.805 214.500
Ramapo, NY 64.954 330.875
Randolph Twp., NJ 104.121 444.500
Reston, VA 85.264 240.000
Roswell, GA 76.530 226.450
Sugarland Run, VA 103.350 278.250
Sully, VA 92.942 290.000
Wellington, FL 76.076 230.000

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