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formal response from Peg Jones's to Stephen Ruth explaining the numbers numbers and calculations. Which costs are correlated with the average age of the aircraft?

formal response from Peg Jones's to Stephen Ruth explaining the numbers numbers and calculations. Which costs are correlated with the average age of the aircraft? What is the slope and beta? Explain the coefficient of determination and covariance. Explain how this information benefits each airline. Finally, Stephen wants to know: a. If Northern's average age gets to 20,000 hours how much will the Airframe and Engine cost. b. If Southeast's average age gets to 12,000 hours how much will the Airframe and Engine cost?

Southwest Data: Engine

SUMMARY OUTPUT Observation Predicted Average Age (Hours) Residuals
1 6249.205 -1142.2
Regression Statistics 2 7597.86 547.1399
Multiple R 0.664207 3 8622.33 -1262.33
R Square 0.441171 4 6507.63 -734.63
Adjusted R Square 0.329406 5 6229.592 920.4078
Standard Error 1208.183 6 7716.689 1647.311
Observations 7 7 8234.693 24.30695
ANOVA
df SS MS F Significance F
Regression 1 5761873 5761873 3.947285 0.103676
Residual 5 7298527 1459705
Total 6 13060399
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 3957.991 1747.033 2.26555 0.072844 -532.9 8448.881 -532.9 8448.881
Engine Cost 115.3683 58.06804 1.986778 0.103676 -33.9004 264.6369 -33.9004 264.6369
Southwest Airframe Data Observation Predicted Average Age (Hours) Residuals
1 5562.136 -455.136
2 6929.908 1215.092
SUMMARY OUTPUT 3 7815.308 -455.308
4 7764.93 -1991.93
Regression Statistics 5 6953.838 196.1621
Multiple R 0.618293 6 7890.876 1473.124
R Square 0.382287 7 8241.005 17.99482
Adjusted R Square 0.258744
Standard Error 1270.243
Observations 7
ANOVA
df SS MS F Significance F
Regression 1 4992815 4992815 3.094368 0.138888
Residual 5 8067584 1613517
Total 6 13060399
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 3762.368 2072.164 1.815672 0.129126 -1564.3 9089.035 -1564.3 9089.035
Airframe Cost 125.9459 71.59754 1.759082 0.138888 -58.1014 309.9933 -58.1014 309.9933

Northwest Engine Data:

SUMMARY OUTPUT RESIDUAL OUTPUT
Regression Statistics Observation Predicted Average Age Residuals
Multiple R 0.854976 1 8136.635 -1624.63
R Square 0.730984 2 9269.395 -865.395
Adjusted R Square 0.677181 3 12140.24 -1063.24
Standard Error 2281.261 4 13751.47 -2034.47
Observations 7 5 10802.74 2472.262
6 11868.73 3346.266
ANOVA 7 18620.78 -230.784
df SS MS F Significance F
Regression 1 70704849 70704849 13.58624 0.014205
Residual 5 26020751 5204150
Total 6 96725599
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 683.564 3210.953 0.212885 0.839824 -7570.45 8937.582 -7570.45 8937.582
Engine Cost 222.5462 60.37684 3.685952 0.014205 67.34254 377.7498 67.34254 377.7498

Northwest Airframe data:

SUMMARY OUTPUT RESIDUAL OUTPUT
Regression Statistics Observation Predicted Average Age Residuals
Multiple R 0.798457 1 9836.991 -3324.99
R Square 0.637533 2 7668.494 735.5065
Adjusted R Square 0.56504 3 12326.98 -1249.98
Standard Error 2648.01 4 12074.83 -357.83
Observations 7 5 10442.15 2832.847
6 17064.27 -1849.27
ANOVA 7 15176.29 3213.714
df SS MS F Significance F
Regression 1 61665807 61665807 8.794377 0.031318
Residual 5 35059793 7011959
Total 6 96725599
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -9641.66 7394.206 -1.30395 0.249052 -28649.1 9365.749 -28649.1 9365.749
Airframe Cost 315.1886 106.284 2.965531 0.031318 41.97683 588.4004 41.97683 588.4004

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