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Air Force servicemen and servicewomen were tested for maximal oxygen use in a 12 min distance...

Air Force servicemen and servicewomen were tested for maximal oxygen use in a 12 min distance run versus a 1.5 mile run. The participant runs on a level terrain for the prescribed distance. The technicians records the participant’s time to the closet second, the heart rate for 15 s immediately after the participant crosses the finish line and then estimate the VO2 max consumption using a Wilmore and Bergfeld fitness table. Below is listed the data for both the 12 min and the 1.5 mile run with the corresponding VO2 maximum oxygen levels

Data 12 Min Distance (n=25)
x y
Miles VO2Max(ml/kg.min)
1.1 23.2
1.15 30
1.2 30
1.15 32.5
1.25 36.3
1.26 37
1.28 40
1.31 32.3
1.3 35
1.38 40
1.4 45.1
1.43 47.5
1.45 50
1.5 46.2
1.6 41
1.65 46.4
1.67 49
1.67 50
1.7 48
1.8 47.5
1.85 51.5
1.9 59.8
2 49.8
2.15 60
2.2 59

Data Two: 12 Min distance vs. VO2 Consumed

  1. Make a scatter diagram for these pairs of data.   Sketch below.  

  1. According to the scatter plot, as the distance increases, what happens to the oxygen consumed? _________

  1. Does this indicate a positive or negative correlation? ________________

  1. Complete the steps to find the correlation coefficient, the line of fit and the values for the linear regression equation.

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Answer #1

1)

select data -> insert -> scatterplot

scatterplot y = 27.719x + 0.9632 R2 = 0.8088 70 60 50 40 VO2 Consumed 30 20 10 0 0 0.5 1 1.5 2 2.5 distance

2)
The scatterplot shows an upward trend. thus, as the distance increases, oxygen consumed also increases.

3)
The scatterplot shows an upward trend. thus there is a positive correlation

4)

x y x^2 y^2 xy
1.1 23.2 1 538 26
1.15 30 1 900 35
1.2 30 1 900 36
1.15 32.5 1 1056 37
1.25 36.3 2 1318 45
1.26 37 2 1369 47
1.28 40 2 1600 51
1.31 32.3 2 1043 42
1.3 35 2 1225 46
1.38 40 2 1600 55
1.4 45.1 2 2034 63
1.43 47.5 2 2256 68
1.45 50 2 2500 73
1.5 46.2 2 2134 69
1.6 41 3 1681 66
1.65 46.4 3 2153 77
1.67 49 3 2401 82
1.67 50 3 2500 84
1.7 48 3 2304 82
1.8 47.5 3 2256 86
1.85 51.5 3 2652 95
1.9 59.8 4 3576 114
2 49.8 4 2480 100
2.15 60 5 3600 129
2.2 59 5 3481 130
sum x sum y sum x^2 sum y^2 sum xy n
38.35 1087.1 61 49559 1734 25

slope, b1=   {n*sum(xy) - sum(x)*sum(y)} / {n*sum(x^2) - [sum(x)]^2 }
b1 =    {25*1734.353 - 38.35*1087.1} / {25*61.2367 - [38.35]^2 }
b1 =    27.7189
  
  
intercept, bo=   {sum(y)*sum(x^2) - sum(x)*sum(xy)} / {n*sum(X^2) - [sum(X)]^2}
bo =    {1087.1*61.2367 - 38.35*1734.353} / {25*61.2367 - [38.35]^2}
bo =    1.0
  
  
regression equation:  
y = bo + b1*x  
y = 0.9632 + 27.7189*x  
  
corr coef, r =    (n*sum(XY) - sum(X)*sum(Y)) / ( sqrt(n*sum(x^2)-[sum(x)]^2) * sqrt(n*sum(y^2)-[sum(y)]^2) )
corr coef, r =    (25*1734.353-38.35*1087.1) / ( sqrt(25*61.2367-[38.35]^2) * sqrt(25*49558.71-[1087.1]^2) )
corr coef, r =    0.899351

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