Question

In: Statistics and Probability

Range of ankle motion is a contributing factor to falls among the elderly. Suppose a team...

Range of ankle motion is a contributing factor to falls among the elderly. Suppose a team of researchers is studying how compression hosiery, typical shoes, and medical shoes affect range of ankle motion.

In particular, note the variables Barefoot and Footwear5 (FW5). Barefoot represents a subject's range of ankle motion (in degrees) while barefoot, and Footwear5 (FW5) represents their range of ankle motion (in degrees) while wearing compression hosiery and medical shoes.

Use this data and your preferred software to calculate the equation of the least-squares linear regression line to predict a subject's range of ankle motion while wearing compression hosiery and medical shoes, ?̂ y^ , based on their range of ankle motion while barefoot, ?x . Round your coefficients to two decimal places of precision.

?̂ y^ =

A physical therapist determines that her patient Jan has a range of ankle motion of 7.26°7.26° while barefoot. Predict Jan's range of ankle motion while wearing compression hosiery and medical shoes, ?̂ y^ . Round your answer to two decimal places.

?̂ =y^=

Suppose Jan's actual range of ankle motion while wearing compression hosiery and medical shoes is 9.79°9.79° . Use her predicted range of ankle motion to calculate the residual associated with this value. Round your answer to two decimal places.

residual=

In order to assess the linear regression equation's ability to predict range of ankle motion, the physical therapist reviewed a scatterplot of the researchers' sample data and calculated the correlation, ?=0.53r=0.53 .

Barefoot FW1 FW2 FW3 FW4 FW5
34.851 32.927 37.455 31.719 27.937 27.483
17.309 18.468 11.617 23.863 26.681 20.687
30.921 32.616 31.59 37.228 27.908 32.626
23.067 28.614 23.782 23.766 25.293 21.336
26.665 26.056 24.749 24.809 30.978 28.229
24.865 28.931 31.218 22.463 25.386 21.749
23.64 37.264 27.016 27.615 29.044 30.889
27.416 30.716 22.181 27.281 31.016 37.565
18.079 20.052 17.486 11.296 20.909 14.573
19.659 21.54 20.186 20.369 17.609 22.501
32.875 30.725 28.188 28.678 29.013 29.013
12.859 16.772 16.289 12.07 14.428 24.308
23.155 24.625 18.363 24.325 31.178 22.121
21.66 31.301 25.894 25.893 27.762 25.498
21.808 24.97 19.964 23.087 25.475 20.586
27.784 20.623 21.233 30.305 27.119 26.509
26.953 33.153 27.35 23.463 33.045 24.015
21.203 25.033 20.387 33.77 28.263 23.86
26.065 34.133 22.761 26.053 29.894 23.954
16.658 27.805 15.032 26.853 27.778 20.402
30.123 28.414 27.457 26.625 27.539 23.434
15.447 22.073 15.2 33.395 22.7 20.321
23.924 25.478 19.357 20.732 29.334 20.325
13.807 24.112 21.877 20.653 26.294 26.093
16.114 16.365 12.127 17.134 23.874 17.643
22.533 29.161 30.178 25.869 31.884 19.14
23.005 18.487 19.135 21.793 20.111 19.14

Solutions

Expert Solution

The The least square regression equation is defined as,

Under the Homoskedasticity assumption, the expected value of error term u_i will be zero

Now, the regression analysis is done in excel by following steps

Step 1: Write the data values in excel. The screenshot is shown below,

Step 2: DATA > Data Analysis > Regression > OK. The screenshot is shown below,

Step 3: Select Input Y Range: 'FW5' column, Input X Range: 'Barefoot' column then OK. The screenshot is shown below,

The result is obtained,

The least square regression equation is,

Jan's range of ankle motion for barefoot = 7.26,

Residual

Jan's actual range of ankle motion while wearing compression hosiery and medical shoes is 9.79

Correlation

r = 0.53

(This question part is incomplete)


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