2016 Tour de France stage analysis peloton power modeling — Best Bike Split

The original version of Best Bike Split was created during the 2013 Tour de France. Since then we have continually focused on refining the model and creating a tool to help athletes achieve their best on race day. Through our work with TrainingPeaks and various pro teams we have expanded our modeling capability to provide tools that athletes and teams can use to help refine road racing tactics as well as individual time trialing. For the 2016 Tour we will focus on analysis of all the stages to highlight potential tactics to watch for and point out where certain riders might gain an advantage.


To do this we model the peloton as if it were a single rider using front pack drag characteristics and typical power levels of the riders on the front of the peloton. Using our Time Analysis tool we then determine where on the course changes in power, drag, weight and rolling resistance could have the biggest impact on the race. This allows us to pinpoint key areas to watch based on terrain, rider profiles and weather.

time analysis tool

During our analysis we look for sections of the course where there is a greater time gain for a power increase followed by longer sections of relatively low time gain. This represents a scenario where a group or solo rider could try to get away and where a delayed response from the peloton could hinder efforts to pull them back. Using the Time Delta line (shown on the Time Analysis chart above) we can determine an ideal point of attack based on locations that show the greatest time gain per 100 meters. On different category hills we can also see what type of watts/kg will be needed for various types of riders.

Team tactics will vary greatly based on each team's goals and also on what the other teams do. With our models we will try to give a bit of insight into where teams might find natural advantages or disadvantages based on a specific course, race day conditions and individual rider profiles. Unlike most traditional stage analysis, our's will not focus as much on specific athletes but on the course and tactics that could play out during each stage.

Stage Analysis

For each stage we will include a stage overview, weather forecast and analysis as well as interactive charts showing power, speed, elevation, weather and course map. You will also have access to our powerful Time Analysis tool which will allow you to adjust power, drag, weight and/or rolling resistance; giving you the ability to see the same time deltas that we see in our analysis. Check back for individual stage analysis to be posted here the day before each stage start.

Stage Type Date Avg. Watts Avg. Speed Time  
Stage 1 (Mont-Saint-Michel to Utah Beach Sainte-Marie-du-Mont) Flat 07/02/2016 346 w 43 km/h 04:19:13
Stage 2 (Saint-Lo to Cherbourg-en-Cotentin) Flat 07/03/2016 346 w 42 km/h 04:23:37
Stage 3 (Granville to Angers) Flat 07/04/2016 241 w 37 km/h 05:59:18
Stage 4 (Saumur to Limoges) Flat 07/05/2016 325 w 43 km/h 05:34:04
Stage 5 (Limoges to Le Lioran) Mountain 07/06/2016 336 w 39 km/h 05:29:32
Stage 6 (Arpajon-sur-Cère to Montauban) Flat 07/07/2016 289 w 40 km/h 04:48:45
Stage 7 (L'Isle-Jourdain to Lac de Payolle) Mountain 07/08/2016 340 w 39 km/h 04:08:44
Stage 8 (Pau to Bagnères-de-Luchon) Mountain 07/09/2016 329 w 35 km/h 05:11:24
Stage 9 (Vielha Val d'Aran to Andorre Arcalis) Mountain 07/10/2016 332 w 36 km/h 05:11:45
Stage 10 (Escaldes-Engordany to Revel) Hilly 07/12/2016 336 w 42 km/h 04:37:38
Stage 11 (Carcassonne to Montpellier) Flat 07/13/2016 347 w 46 km/h 03:31:59
Stage 12 (Montpellier to Mont Ventoux) Mountain 07/14/2016 350 w 39 km/h 04:34:17
Stage 13 (Bourg-Saint-Andéol to La Caverne du Pont-d'Arc) Individual Time Trial 07/15/2016 388 w 42 km/h 00:53:22
Stage 14 (Montélimar to Villars-les-Dombes Parc des Oiseaux) Flat 07/16/2016 330 w 37 km/h 05:36:33
Stage 15 (Bourg-en-Bresse to Culoz) Mountain 07/17/2016 333 w 36 km/h 04:25:55
Stage 16 (Moirans-en-Montagne to Berne) Flat 07/18/2016 357 w 43 km/h 04:49:13
Stage 17 (Berne to Finhaut-Emosson) Mountain 07/20/2016 351 w 38 km/h 04:47:42
Stage 18 (Sallanches to Megéve) Individual Time Trial 07/21/2016 409 w 32 km/h 00:31:49
Stage 19 (Albertville to Saint-Gervais Mont Blanc) Mountain 07/22/2016 342 w 34 km/h 04:15:07
Stage 20 (Megève to Morzine-Avoriaz) Mountain 07/23/2016 339 w 36 km/h 04:06:21
Stage 21 (Chantilly to Paris Champs-Élysées) Flat 07/24/2016 330 w 41 km/h 02:44:16

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