In: Statistics and Probability
| INTERCEPT | ||||
| Billed Charge | Visit Time (Minutes) | |||
| $ 13,924.00 | 220 | |||
| $ 4,956.00 | 180 | |||
| $ 8,496.00 | 165 | |||
| $ 12,036.00 | 200 | |||
| $ 4,956.00 | 173 | |||
| $ 10,384.00 | 235 | |||
| $ 12,980.00 | 231 | |||
| $ 10,148.00 | 215 | |||
| $ 8,024.00 | 170 | |||
| $ 12,508.00 | 295 | |||
| $ 11,328.00 | 198 | |||
| $ 9,440.00 | 145 | |||
| $ 13,452.00 | 216 | |||
| $ 10,620.00 | 199 | |||
| $ 10,384.00 | 240 | |||
| $ 5,664.00 | 124 | |||
| $ 7,316.00 | 200 | |||
| $ 10,148.00 | 215 | |||
| $ 5,900.00 | 184 | |||
| $ 7,788.00 | 165 | |||
| INTERCEPT | ||||
| Now that you have determined the answer, it is time to provide a 1 or 2 sentence | ||||
| write up of your answer. In statistics, it is important that you not only get the correct | ||||
| mathematical answer, but that you become comfortable writing up your results in | ||||
| a manner that is easily understood by the reader/audience. | ||||
Solution:
We can use the excel regression data analysis tool to find the intercept for the given data. The excel output is given below:
| SUMMARY OUTPUT | ||||||
| Regression Statistics | ||||||
| Multiple R | 0.657849676 | |||||
| R Square | 0.432766196 | |||||
| Adjusted R Square | 0.401253206 | |||||
| Standard Error | 2171.472165 | |||||
| Observations | 20 | |||||
| ANOVA | ||||||
| df | SS | MS | F | Significance F | ||
| Regression | 1 | 64754844.28 | 64754844.28 | 13.73294656 | 0.001617631 | |
| Residual | 18 | 84875244.52 | 4715291.362 | |||
| Total | 19 | 149630088.8 | ||||
| Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
| Intercept | -124.9793602 | 2648.267097 | -0.047192883 | 0.962879171 | -5688.782063 | 5438.823342 | 
| Visit Time (Minutes) | 48.60241491 | 13.11523219 | 3.705799044 | 0.001617631 | 21.04833459 | 76.15649524 | 
Therefore, the intercept is:

The intercept means the expected billed charge is -$124.9794 when the visit time is 0 minutes. But the intercept does not have any practical meaning because the Billed charge can not be negative