Question
Problem set 4: use the following information to answer questions 11-15 (15 points total): Let's examine the relationship between GNP per capita and the percentage
Problem set 4: use the following information to answer questions 11-15 (15 points total):
Let's examine the relationship between GNP per capita and the percentage of respondents willing to pay more in taxes.
- In this chapter, we used Table 12.4 to illustrate how to calculate the slope and intercept in the regression table. Using table 13.4 as a model, create a similar table using the data below for GNP per capita and the percentage willing to pay higher taxes (5 pts).
GNP per Capita (X) | % Willing to Pay Higher Taxes (Y) | (X-) | (X-)2 | (Y-) | (Y-) 2 | (X-) (Y-) |
21.22 | 25.6 | |||||
26.58 | 17 | |||||
14.56 | 13.8 | |||||
37.55 | 35.43 | |||||
1.88 | 18.7 | |||||
4.62 | 33.52 | |||||
28.8 | 45.8 | |||||
15.7 | 33.5 | |||||
30.12 | 24.6 | |||||
11.52 | 18.9 | |||||
3.77 | 25.3 | |||||
16.5 | 24.8 | |||||
29.82 | 17.14 | |||||
36.83 | 31.32 | |||||
30.53 | 36.59 | |||||
X=310.00 | Y=402.00 | X= | = | = | = | = |
Mean X = X / N = ; Please make sure you get the correct N and N is 15 in this data. | ||||||
Mean Y = Y / N = | ||||||
Variance (X) =S2X = (X-)2/ N-1 = Standard deviation (X) =Sx = square root ( ) = | ||||||
Variance (Y) =S2Y = (Y-) 2/ N-1 = Standard deviation (Y) =Sy = square root ( ) = | ||||||
Covariance (X,Y) = Sxy = (X-) (Y-) / N-1 = | ||||||
*Answers may differ due to rounding (2 decimal points); however the exact value of these column totals, properly calculated will always be equal to zero. Sources: The World Bank Group, Development Education Program Learning Model: Economics, GNP per Capita, 2004. International Social Survey Programme, 2000. |
- From the table that you created in #11, calculate a, b, and write out the regression equation (i.e., prediction equation) (3 pts).
- Calculate and interpret error type, E2 (3 pts).
% Willing to Pay Higher Taxes (Y) | Predicted % Willing to Pay Higher Taxes () | (Y- ) | (Y- )2 |
25.60 | 26.94 | ||
17.00 | 28.28 | ||
13.80 | 25.27 | ||
35.43 | 31.02 | ||
18.70 | 22.10 | ||
33.52 | 22.79 | ||
45.80 | 28.83 | ||
33.50 | 25.56 | ||
24.60 | 29.16 | ||
18.90 | 24.51 | ||
25.30 | 22.57 | ||
24.80 | 25.76 | ||
17.14 | 29.09 | ||
31.32 | 30.84 | ||
36.59 | 29.26 | ||
= |
- Using your answer from #13, calculate the PRE measure, r2. Interpret (2 pts).
- About what percentage of citizens are willing to pay higher taxes for a country with a GNP per capita of 4.0 (i.e., $4,000)? For a GNP per capita of 36.0 (i.e., $36,000) (2 pts)?
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