The data set  Roslyn in the accompanying workbook gives appraised values (In $1000’s) and size (in square feet)  for thirty...

60.1K

Verified Solution

Question

Basic Math

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:

AddressAppraised ValueHouse Size (square feet)
182 Village Road681.42194
108 Burnham Avenue606.03032
143 Powerhouse Road457.91970
55 Hummingbird Drive912.73356
40 Maple Street416.72070
47 Magnolia Lane726.62826
35 Harding Avenue393.11606
100 Crescent Lane612.42063
222 Garden Street355.41392
6 Church Street299.01120
12 Ridge Drive471.01817
24 Madison Place510.72496
18 Rockhill Road517.71615
65 Elm Drive873.34067
30 Wren Drive854.73130
54 Lambert Street374.81423
38 Magnolia Lane543.01799
75 Burnham Avenue554.02936
19 Oxford Street365.21439
215 Elm Drive811.84065
34 The Oaks711.82191
2 Circle Lane598.72008
70 Rugby Road651.32070
150 Warner Avenue511.12710
31 West Court379.31416
7 The Locusts786.03244
65 Starling Court768.72493
106 Barberry Lane679.92473
17 South Drive615.81968
8 Woodland Road766.43136

Answer & Explanation Solved by verified expert
4.5 Ratings (922 Votes)
aFirst of all you have to install data analysis toolpakaddin which can be added by going to EXCEL OPTIONS ADDSINDATAANALYSIS TOOLPAKThen enter data and go to DataanalysisRegressionnow    See Answer
Get Answers to Unlimited Questions

Join us to gain access to millions of questions and expert answers. Enjoy exclusive benefits tailored just for you!

Membership Benefits:
  • Unlimited Question Access with detailed Answers
  • Zin AI - 3 Million Words
  • 10 Dall-E 3 Images
  • 20 Plot Generations
  • Conversation with Dialogue Memory
  • No Ads, Ever!
  • Access to Our Best AI Platform: Flex AI - Your personal assistant for all your inquiries!
Become a Member

Other questions asked by students