Question
Looking at the Excel output, and the Regression Equation they wrote out, interpret the slope of their Regression Equation. Use their Regression Equationto make a
Looking at the Excel output, and the Regression Equation they wrote out, interpret the slope of their Regression Equation. Use their Regression Equationto make a prediction and show the work for your predicted value based on your expression. For Example, if your peer used Year to predict Price, plug in a Year value into the regression equation and use it to predict the Price of a vehicle. Does this predicted Price value make sense with their data?
Reference Data:
As you can see in my excel, I used the function =Correl to get the data for the price and how old the vehicle are.
Correlation: -.4058. To get R squared. I multiplied the correlation -.4058 x - .4058 which was 0.1667 equals to 16.67%.
After that I input my data in the data analysis tools. Please see excel for the data.
P-value=.0005, Coefficient value -12,529.33 and $52,595.
We can use an example from my data one car which is 1 year old.
-12,529.33(1) + 52595 = 40065.67.
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.40579459 | |||||||
R Square | 0.16466925 | |||||||
Adjusted R Square | 0.06025291 | |||||||
Standard Error | 9465.14359 | |||||||
Observations | 10 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 1 | 141285774 | 141285774 | 1.57704477 | 0.24462134 | |||
Residual | 8 | 716711546 | 89588943.3 | |||||
Total | 9 | 857997320 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | 52595 | 9465.14359 | 5.55670387 | 0.00053674 | 30768.3397 | 74421.6603 | 30768.3397 | 74421.6603 |
Year old | -12529.333 | 9977.13738 | -1.2558044 | 0.24462134 | -35536.653 | 10477.9867 | -35536.653 | 10477.9867 |
Vehicle | Year | Make | Model | Price | MPG (city) | MPG (highway) | Transmission | Year old |
Car | 2023 | Toyota | Supra | $58,097 | 19 | 27 | Manual | 1 |
Car | 2023 | Honda | Civic Type R | $44,490 | 22 | 28 | Manual | 1 |
Car | 2023 | Toyota | Corolla GR | $43,995 | 21 | 28 | Manual | 1 |
Car | 2023 | Volkswagen | Golf R | $45,835 | 20 | 28 | Manual | 1 |
Car | 2023 | Subaru | WRX | $34,164 | 19 | 26 | Manual | 1 |
Car | 2023 | Subaru | BRZ | $29,615 | 20 | 27 | Manual | 1 |
Car | 2023 | Toyota | GR86 | $28,295 | 20 | 27 | Manual | 1 |
Car | 2023 | Nissan | Z | $42,085 | 18 | 24 | Manual | 1 |
Car | 2024 | Acura | Integra | $52,595 | 30 | 37 | Manual | 0 |
Car | 2023 | Hyundai | Elantra N | $34,015 | 22 | 31 | Manual | 1 |
Qualitative | Quantitative | Qualitative | Qualitative | Quantitative | Quantitative | Quantitative | Qualitative | |
Correlations | -0.40579459 | |||||||
$41,319 | R-squared | 16.47% |
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