Question
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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