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In Geographical Analysis, geography professors at the University of Wisconsin-Mi

ID: 3218707 • Letter: I

Question

In Geographical Analysis, geography professors at the University of Wisconsin-Milwaukee and Ohio State University demonstrated the use of satellite image maps for estimating urban population. A proportion of Columbus, Ohio, was partitioned into census block groups, and satellite imagery was obtained. For each census block, the following variables were measured: population density (y), proportion of block with low-density residential areas (, and proportion of block with high-density residential areas (. A multiple regression model for y was fit to the data with the following results:

Give a practical interpretation of .

i.We are 68.6% confident that proportion of blocks with high-density residential areas and proportion of blocks with low-density residential areas are good predictors of population density.

ii.Since = 0.686, r = 0.828.

iii.68.6% of the variability in y can be explained by

iv.68.6% of the variability in y can be explained by the model

State the null and alternative hypothesis to test if this is a useful model.

i.H0: 1 = 2 = 0

HA : at least one is non-zero

ii.H0: 1 = 0

HA: 1 0

iii.H0: 2 = 0

HA : 2 0

What test statistic would you use to conduct this test

i.Chi-Square

ii.F

iii.T

iv.Z

The test in (b.) was conducted and the result was a p-value of 0.004. If = 0.01, would you conclude that this model is useful?

i.No, p-value is less than alpha.

ii.Yes, p-value is less than alpha.

What value would you use to compare a model with two predictors for y to model with three predictors for y, if both models were found to be effective?

i.T statistic

ii.r

iii.

iv.

Explanation / Answer

iv.68.6% of the variability in y can be explained by the model

i.H0: 1 = 2 = 0, HA : at least one is non-zero

ii.F

ii.Yes, p-value is less than alpha.

i.T statistic

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