1. Here is a bivariate data set.
x | y |
---|---|
49.7 | 34.8 |
43.9 | 30.9 |
48 | 30 |
46.3 | 32 |
46.9 | 30.3 |
46.2 | 34.6 |
Find the correlation coefficient and report it accurate to three
decimal places.
r =
What proportion of the variation in y can be explained by
the variation in the values of x? Report answer as a
percentage accurate to one decimal place.
r² = %
2. You run a regression analysis on a bivariate set of data (n=71). With ¯x=58.8 and ¯y=34.3, you obtain the regression equation
y=−0.996x+3.479
with a correlation coefficient of r=−0.206r=-0.206. You want to
predict what value (on average) for the response variable will be
obtained from a value of 20 as the explanatory variable.
What is the predicted response value?
y =
(Report answer accurate to one decimal place.)
3.Match each scatterplot shown below with one of the four
specified correlations.
1.
x | y | XY | X² | Y² |
49.7 | 34.8 | 1729.56 | 2470.09 | 1211.04 |
43.9 | 30.9 | 1356.51 | 1927.21 | 954.81 |
48 | 30 | 1440 | 2304 | 900 |
46.3 | 32 | 1481.6 | 2143.69 | 1024 |
46.9 | 30.3 | 1421.07 | 2199.61 | 918.09 |
46.2 | 34.6 | 1598.52 | 2134.44 | 1197.16 |
Ʃx = | Ʃy = | Ʃxy = | Ʃx² = | Ʃy² = |
281 | 192.6 | 9027.26 | 13179.04 | 6205.1 |
Sample size, n = | 6 |
x̅ = Ʃx/n = | 46.8333 |
y̅ = Ʃy/n = | 32.1 |
SSxx = Ʃx² - (Ʃx)²/n = | 18.8733 |
SSyy = Ʃy² - (Ʃy)²/n = | 22.64 |
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = | 7.16 |
Correlation coefficient, r = SSxy/√(SSxx*SSyy) = 0.346
Coefficient of determination, r² = (SSxy)²/(SSxx*SSyy) = 0.1200 = 12%
-----------------------------------
2. y = −0.996 x + 3.479
At x = 20, predicted y =
y = −0.996 * 20 + 3.479 = -16.4
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