To find out whether violent crime rates differ by region, a researcher has regressed the violent crime rate (measured in acts per 100 000 residents) on a constant and regional dummy variables. How would you interpret the regression coefficient for the "East" dummy?
Multiple Regression for Violent Crime Rate | ||||||
Multiple | R-Square | Adjusted | StErr of | |||
Summary | R | R-Square | Estimate | |||
0.4660 | 0.2172 | 0.1672 | 240.273231 | |||
Degrees of | Sum of | Mean of | F-Ratio | p-Value | ||
ANOVA Table | Freedom | Squares | Squares | |||
Explained | 3 | 752760.9105 | 250920.3035 | 4.3464 | 0.0088 | |
Unexplained | 47 | 2713367.599 | 57731.22552 | |||
Coefficient | Standard | t-Value | p-Value | Confidence Interval 95% | ||
Regression Table | Error | Lower | Upper | |||
Constant | 423.3076923 | 66.63980418 | 6.3522 | < 0.0001 | 289.2456984 | 557.3696862 |
West | -97.86324786 | 104.1894626 | -0.9393 | 0.3524 | -307.4654109 | 111.7389151 |
East | -61.14102564 | 96.18627221 | -0.6357 | 0.5281 | -254.6428463 | 132.360795 |
South | 200.7511312 | 88.52580383 | 2.2677 | 0.0280 | 22.66018515 | 378.8420773 |
a. |
The violent crime rate in the East is 61.14 acts per 100 000 residents lower than normal. |
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b. |
The violent crime rate in the East is 61.14 acts per 100 000 residents lower than the national average. |
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c. |
The violent crime rate in the East is 61.14 acts per 100 000 residents. |
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d. |
The violent crime rate in the East is 61.14 acts per 100 000 residents lower than in the North. |
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