This past weekend was the Western States 100. If you are not familiar, this is the Super Bowl of ultramarathons in the United States. It is the race most ultra runners dream about. I spent the weekend refreshing the live tracker more than I probably should have.
So this felt like the right week to dig into a study that just analyzed 18 years of Western States data. Not a training intervention. Not a "do this and run faster" study. Just a detailed look at how thousands of finishers actually paced one of the hardest 100-mile races in the world.
The Research
Citation: A 2025 study published in Scientific Reports analyzed official results and checkpoint splits for every Western States finisher from 2006 to 2023.
Researchers pulled data on 3,837 runners across 18 race years, with elevation data and 17 checkpoint times for each one. They calculated how each runner's pace changed at every checkpoint relative to their overall race pace, then grouped runners by gender, age, and performance level to see how pacing patterns differed.
I want to be upfront about what this study is and is not. This is purely observational. There was no intervention, no controlled variable, no if-then conclusion to draw. The researchers collected data and described what happened. That makes this an educational piece, not a prescriptive one. We can learn from the patterns without treating them as proof of what works best.
What They Found
Every single performance group showed positive pacing. Nobody negative split this race. Everybody slowed down from where they started. The question was never whether runners would slow down. It was how much.
The front of the pack paced the most consistently. These are largely professional and highly experienced ultra runners who know the course and have raced 100 miles before. They got out fast and stayed fast longer than anyone else.
The back of the pack also paced consistently, just at a slower overall speed. They showed less variability between checkpoints than the middle of the field.
The middle of the pack showed the most erratic pacing and the largest slowdown of any group. They faded the hardest.
Men showed significantly more pacing variability than women across almost every age group. Women paced more consistently throughout the race.
What This Means For Your Training
Here is where I want to be careful, because the study does not answer the question everyone wants answered: is this optimal? Is it actually a mistake for middle-of-the-pack runners to go out fast and fade, or is that simply what happens at this distance regardless of strategy? The data shows what happened. It does not prove what should have happened. Some people will argue the middle-of-pack fade is a pacing error. Others will argue it might not matter much over 100 miles. That was not what this study was built to settle, and I am not going to pretend it was.
What I will say is this: a lot of the men in the middle of the pack going out fast looks like ego more than execution. Getting swept up in the start line energy, running with people who are objectively faster than your training supports, and paying for it in the back half. That late-race collapse is also what running economy durability research from Issue 005 tried to measure: how well you hold form and efficiency when fatigue sets in. Putting the ego aside and running your own race, especially in a hundred-mile event, is not a new idea. But seeing it show up this clearly in 18 years of data makes the point land differently.
A friend of mine, also an ultra runner, said something to me once that has stuck. In most races we talk about your fastest splits. What are your best miles. In an ultramarathon, what matters more is your slowest mile. Not because the fast miles do not count, but because the size of the gap between your fastest and slowest mile tells you more about how well you managed the day than any single split does.
My Own Numbers
How To Apply It
Track your splits in training and in races, but stop only looking at your fastest mile. Calculate the delta between your fastest and slowest mile. That number tells you more about your pacing discipline than your fastest split ever will.
Set a realistic expectation for where you will likely finish in the field before the race starts. If you know you are a middle-of-the-pack runner by training and experience, plan your early pace accordingly rather than getting pulled along by faster runners around you at the start.
Treat the first quarter of a long race as the place where pacing mistakes get made, not the place where the race gets won. The front-of-pack and back-of-pack runners in this data paced most consistently. The middle got into trouble early and never recovered.
Write down your delta after every long race. Then compare it to your next one. My own 19-minute to 3-minute improvement is the clearest single number I have from my own racing career, and it came directly from paying attention to this.
Do not pause your watch at aid stations if you want an honest picture of your pacing. The slow moments are part of the data. They are part of the day. Hiding them does not help you learn from them.
The Bottom Line
Eighteen years of Western States data confirms something every ultra runner eventually learns the hard way: everyone slows down, but how much you slow down and how consistently you do it separates a controlled performance from a survival shuffle to the finish.
The front of the pack and the back of the pack share something in common that the middle often lacks: they ran the race they were prepared to run, not the race the start line excitement told them to run. That is not about talent. It is about pacing discipline, and it is something every runner at every level can actually practice and improve.
If you race anything long this year, track your delta. It might be the most useful number you collect all season.
Related Articles
- Can Hill Work Replace Your Gym Time? I Ran the Study on Myself to Find Out (Issue 003)
- Carbohydrate Fueling for Endurance Runners (Issue 004)
- Your Strength Training Is Protecting Something You've Never Thought to Measure (Issue 005)
References
2025 study analyzing pacing strategies at the Western States 100-Mile Endurance Run, 2006-2023. Published in Scientific Reports.