Ernst Linder, US Ski-O Team Executive Steering Committee Chair, offers an analysis of the "road or trail" choice on the Long Blue course:
Since Phil kindly posted maps of the team trials, I decided to do a statistical modeling of the Long course's trail or road route choice question. Those of you familiar with regression analysis and/or Analysis of Variance will be able to make sense of the reported numbers.
In a nutshell: I try to predict the finish time (variable "time-60") from the split time (variable "split-60" ). I subtracted 60 minutes from both times prior to analysis. I then tried to do this separately for each group: Those who took the road (0 - group) and those who took the trail (1 - group). It turns out that the model produced an excellent fit with nearly parallel lines and a shift of about 6.6 minutes. I then pursued the "parallel lines" model which resulted in an extra time of 6.64 minutes for those racers who took the trail. So, the model predicts the following finish times from the split times: Road: Fin. time = 60 + 13 + 1.44 (Split - 60) Trail: Fin. time = 60 + 6.64 + 13 + 1.44 (Split - 60)
The last graph shows the "residuals" from this analysis: There are two racers whose times were not well predicted by the model 1: Gary Brackett (Large positive residual: had a longer time between Split and finish than predicted by model) 2: Carl Fey (large negative residual: had a shorter time between split and finish than predicted by the model)
Hope this is instructive. Happy Skiing!
Scatterplot:
Time-60 minutes over Split-60 minutesWhole-Model Test
Residual Plot (B: Brackett, F: Fey)
Response: Time-60 Summary of Fit Parameter Estimates RSquare 0.977389 Term Estimate Std Error t Ratio Prob>|t| Root Mean Square Error 2.414419 Intercept 13.052104 2.156966 6.05 <.0001 Mean of Response 54 Split-60 1.4407321 0.066158 21.78 <.0001 Observations 14 Route 6.6457845 1.355999 4.90 0.0005
Effect Test Source Nparm DF Sum of Squares F Ratio Prob>F Split-60 1 1 2764.5847 474.2470 <.0001 Route 1 1 140.0229 24.0200 0.0005
last updated: --Wed May 19 2004 09:35:29 PM EDT--