The dataset Roslyn in the accompanying workbookgives appraised values (In $1000’s) and size (in squarefeet) for thirty houses in the Roslyn neighborhood.
a) UseExcel’s Data Analysis ToolPak to produce output for the simplelinear regression, with Valueas the response (y)variable and Size as the predictor (x)variable.
b) Writeout the equation of the regression of Value (y) on Size(x)
c) State the numerical value ofthe slope of the regression line. What does it tell you in thiscontext?
d) Statethe numerical value of the standard error of the estimate? Whatdoes it tell you in this context?
e) Statethe numerical value of the coefficient of determination? What doesit tell you in this context?
f) Give the 95% confidenceinterval for the intercept of the regressionequation.
Are there any negative numbers in thisinterval? What practicalconclusion canyou draw from your answer?
g) Hereis a muddled, inaccurate “explanation” of what it means to be “95%confident” in the interval for the slope. “For 95%of samples the population slope, b,will be in the interval [0.1399,0.2336]”
Give an accurateexplanation of “95% confidence” in thiscontext.
h) Whatpractical information does the regression equation give a realtorabout a 3000 square foot house ?
i) What practicalinformation does the regression equation give a realtor about a30000 square foot house ?
j) Conduct an appropriatestatistical test for the significance of the regression ofvalue on size, including a clearstatement of the hypotheses. (Note that for a SimpleLinear Regression you can use either the Test for IndividualSignificance or the Test of JointSignificance. You will reach identicalconclusions)
k) Whatpractical conclusion can a realtor draw from the hypothesis test inj)?
Data:
Address | Appraised Value | House Size (square feet) |
182 Village Road | 681.4 | 2194 |
108 Burnham Avenue | 606.0 | 3032 |
143 Powerhouse Road | 457.9 | 1970 |
55 Hummingbird Drive | 912.7 | 3356 |
40 Maple Street | 416.7 | 2070 |
47 Magnolia Lane | 726.6 | 2826 |
35 Harding Avenue | 393.1 | 1606 |
100 Crescent Lane | 612.4 | 2063 |
222 Garden Street | 355.4 | 1392 |
6 Church Street | 299.0 | 1120 |
12 Ridge Drive | 471.0 | 1817 |
24 Madison Place | 510.7 | 2496 |
18 Rockhill Road | 517.7 | 1615 |
65 Elm Drive | 873.3 | 4067 |
30 Wren Drive | 854.7 | 3130 |
54 Lambert Street | 374.8 | 1423 |
38 Magnolia Lane | 543.0 | 1799 |
75 Burnham Avenue | 554.0 | 2936 |
19 Oxford Street | 365.2 | 1439 |
215 Elm Drive | 811.8 | 4065 |
34 The Oaks | 711.8 | 2191 |
2 Circle Lane | 598.7 | 2008 |
70 Rugby Road | 651.3 | 2070 |
150 Warner Avenue | 511.1 | 2710 |
31 West Court | 379.3 | 1416 |
7 The Locusts | 786.0 | 3244 |
65 Starling Court | 768.7 | 2493 |
106 Barberry Lane | 679.9 | 2473 |
17 South Drive | 615.8 | 1968 |
8 Woodland Road | 766.4 | 3136 |