Spartan Chicago (Indianapolis) Beast and Sprint

Let’s jump right into this fire. The Spartan Chicago, which on Spartan’s own website declares that it is “Just 2:30 hours away from Chicago and 1:30 hours away from Indianapolis”, is in the Eastern Time Zone.

Yep, you read that right. The Spartan Chicago is an hour closer to Indianapolis, is hosted in Attica, Indiana and, oh yeah, is in different time zone!

Map of Distances between Chicago,IL Attica, IN and Indianapolis, IN

Exhibit A: Incredibly compelling, scientific evidence that the Spartan Chicago should be renamed to Spartan Indiana.

Now perhaps there is a strategic reasoning behind this naming decision and it might just be that I’m ranting, but that’s my right and I will exercise it as I wish!

Spartan Chicago

Naming convention aside, the Beast and Sprint weekend hosted at the Badlands Off-Road park was an experience that I won’t soon forget. Scheduled on the weekend of September 8th and 9th and competing with the Brickyard 400  (which ended up being rain delayed until September 10th), an Indianapolis Colts Season Opener and a Warrior Dash a few miles away. This Spartan weekend delivered a wonderful experience for competitors of all levels. Even if, the number of fellow racers, was fewer than expected.

The Venue

The venue seemed as if it was custom designed to host an Obstacle Course Race. For example, the parking was on-site and the registration line non-existent! This meant no buses, no wait and a friendly group of volunteers and staff made this one of the fastest, friendliest, in and out experiences I’ve ever had at a Spartan/OCR event.

Expedited lines and smile filled faces, however, weren’t the only thing we were met with during our time in Indiana. From the second my brother John and I touched down at Indianapolis International Airport, we were met with buckets of rain.

Apparently, leftovers from a storm system earlier in the week. These soggy conditions made everyone’s cheery attitude and excitement that much more impressive, as everyone there was slopping through mud and water on and off the course!

Beast Mode Bros 412 at the Spartan Chicago (Indianapolis) Badlands Off-Road Park

Evidence of ridiculously friendly volunteers

The Course

The Badlands Off-Road Park served as a vast, fast, canvas to build the 13-mile Spartan Beast and the 5-mile Spartan Sprint upon. With a variety of terrain; from rock-filled streams to slick black mud, it offered it all; but the predominate surface we found ourselves trudging through was a super soft, squishy, yet; packable sand/gravel mixture. Regarding elevation, the map could best be described as a “roller coaster”. Meaning that what went up, eventually came back down and ultimately; the course balanced itself out to be a nearly perfectly flat surface. Back at the same elevation where it started.

Climbing up the hills with this mix of terrain and elevation was technical, but once you got the hang of it, very manageable. Your reward for climbing up the 50-70 foothills was a thrilling breakaway (or bomb away, depending on how fast you wanted to approach it) that included curves, berms, and divots that you could run down as fast as you wanted, without fear of major consequence. The sand mix was such that even if you lost your line and “yardsaled”, you would be able to pop back up and get back up to speed without so much as a scrape.  In my opinion, this terrain was the highlight of the entire course which was awesome because it represented a majority of the surface found at the venue.

The Beast

All the major obstacles showed up at the Spartan Chicago (Indianapolis) and the rain made them extra challenging once completed. Of note, the course had 2 different sandbag carries, one using the standard Spartan bag and another using a generic bag with an evil zig-zag path to walk it around. The downpour of rain also affected the A-Frame and Tyrolean traverse in ways I hadn’t seen before. For example, the A-frame had more give in the net, to the point that as one Spartan would hop off the end of the fixture, the racer at the beginning would drop down 2-3 feet. I have never experienced that before and it added a new tier of challenge to a typically straightforward obstacle.

As for Tyrolean Traverse, the rope was so wet that it sagged to the point that my back was dragging on the ground, while I was simultaneously holding onto the rope.  Looking into future races, I will certainly pay closer attention to rope sagging and use that to decide which lane to choose going into the obstacle.

Also, the finishing sequence of the 2-segment twister, Spear Throw and a raging fire jump to wrap the day up added a lot of excitement and drama for participants and the amazing spectators that braved the elements to see the day’s events unfold! Well done. One issue we did experience was that the weather conditions seemed to affect our timing chips, which reported at the results tent that we had crossed the finish line in 15 hours! A quick chat at the results tent remedied that and had us back in business in no time.

Beast Mode Bros 412 at the Spartan Chicago (Indianapolis) Badlands Off-Road Park

Evidence of a great Beast.

The Sprint

On Saturday, temps dropped by about 10 degrees, from 75-ish to 65- ish and the rain stalled to a slight drizzle. Which somehow converted the wet and slick obstacles from the Beast, into the muddy and more slippery obstacles of the Sprint. The 5-mile highlight reel of the Beast Course, had all the same hanging obstacles, along with a devastatingly difficult Bucket Brigade and Atlas Carry. Perhaps it was our diminished forearm and grip strength from the day before, but those buckets seemed to be approximately 100 pounds heavier than the ones we carried in the Beast.

Not to mention the fact that the Atlas Carry had turned into a water obstacle in a few sections. I almost asked for a PFD before grabbing my, affectionately titled, Burpee Boulder! Overall, the Sprint was challenging and differentiated enough to ensure that it will be remembered for its own reasons by those of us ambitious (i.e. insane) enough to attempt it the day after the Beast. That tall task was accomplished, while also being an accessible test for the Novice racer. (Of which we saw and high fived aplenty throughout the day.)

Conclusion

At the end of the Spartan Chicago (Indianapolis) weekend, there was nothing but good things going on at the Badlands on the Spartan Chicago 2018. And naming controversy aside, I would highly recommend any racer looking for a friendly, fast and fantastic experience to give this location a look in the future!

 

Beast Mode Bros 412 at the Spartan Chicago (Indianapolis) Badlands Off-Road Park

Evidence of a great weekend @ The Badlands!

Central Florida Beast and Sprint 2017

The End To A KICKASS 2017 Season

     Mulberry, Florida hosts Spartan Race for one last day in the mud. As the 2017 season comes to a close, athletes are looking to wrap up trifectas and qualify for next years OCRWC and have one last kickass race. Spartan delivered a grueling 13.5 mile Beast and a 5.5 mile Sprint to Central Florida. Spartan has tried in the past to bring Floridians a Beast but sadly was unsuccessful, until NOW. The response of racers for the beast was astounding as first time trifecta chasers entered the start corral.

Brian-Mahon-First-Trifecta                                          First time Trifecta Tribe member- Brian Mahon

       Brian Mahon of Davenport, Florida states that “the course was well designed using every bit of the terrain between obstacles…and a few cows on the course. I’m very happy with the fact that I earned my first ever Trifecta here in Florida and I do hope the beast makes a return to our state. Maybe even see a trifecta weekend here one day.” The weather made for an additional obstacle. Brian says that the Beast was his longest and coldest race to date. At a brisk high of 52 degrees Fahrenheit Floridians had no idea how to prepare for such chilly conditions.

Central-Florida-Spartan-Map                                Beast and Sprint Map 2017- Photo Credit: Spartan Race

Venue:

Mims Ranch in Mulberry, Florida is located about 70 miles southwest of Orlando with swamp-like, flat terrain. Being that the venue was completely new for 2017, athletes had to expect the unexpected. Thick and deep mud crossings made for the perfect shoe sucker scenario. Although Florida is known to be quite flat, the venue did offer a few foothills around the course. While running the Beast I did happen to spot a few unused bigger hills in the distance that would have been a nice addition as well. The course overall was laid out beautifully and even had a few racers stopping mid-race to check out the woodsy scenery.
Noticeable changes once again to the beloved Twister obstacle. Traditionally, Twister is known to have three sections of the spinning monkey bars, but in Mulberry, only two sections were offered. Additionally, the grips last saw in Spartanburg were non-existent. Perhaps Spartan is removing one section and the grips to avoid hand injuries. Either way, I was able to conquer this obstacle, no problem.

Elites

Palmer-Killian-Beast-Podium-2017Tiffany Palmer and Coach Robert Killian
Photo Credit- 
Killian’s Instagram 

      Impressive back to back podiums by Tiffany Palmer and her coach, Robert Killian who finished the 13.5-mile beast in ONE HOUR AND THIRTY-TWO MINUTES !! The double wins for the two elites help to secure top spots in the US Elite Point Series. While other elites are now in their offseason, these two did not waste any time to showcase their skills in Florida to get a few extra wins before next season. Killian states “Déjà Vu. A perfect way to end my last US race of the season, clinching a win in both the World and US Elite Points Series. I’m feeling even better today than yesterday and ready to take on the Iceland Ultra World Champs.” He adds “Big congrats to Tiffany for locking down 3rd overall in the US Elite Points Series after another dominating weekend”

Santa-Spear-Sprint

Santa’s like Spear Throws too.

Bucket-Brigade-Sprint-2017

Thank you to ORM for making this season possible and for all the amazing people I’ve met along the way.

 

 

Donut-Weight-JpopJessika Signature
Check me out on Instagram !! 🙂

Photo Credit- Myself unless otherwise stated.

Carolina Beast 2017-SPARTAnburg STRIKES BACK

South Carolina- Spartan Beast November 2017

Spartan-Race-Beast-Logo

 

You mud lovers asked for it, and Spartan Race delivered. A brand new venue for your dirty adventures in South Carolina. Spartanburg hosted their first Beast and Sprint for those last minute trifecta chasers. The new venue had every racing fanatic wondering what Spartan Race was going to bring. Spartanburg held the races at the University of South Carolina campus. The Beast tapped out around 13 miles and the sprint boasted 5 miles.

Spartanburg-Beast-Map

Spartan Race Beast/Sprint Course Map
Spartanburg, South Carolina
Photo Credit: Spartan Race

Obstacle Changes

Although the OCR season is still active until the end of the year, Spartan is using this time to try out new changes that may be implemented next season. One of the changes that was noted in Atlanta at the Lake Lanier Super was a penalty loop added next to twister and the rope climb. Instead of the traditional 30 burpee penalty for obstacle failure, the athlete is required to crawl under an additional barbed wire, or go for a small jog around a loop. Spartanburg did not have any penalty loops and just required the 30 burpees for obstacle failure.

Twister

A well known obstacle for failures, Twister, earned more failures in Spartanburg than ever before. Spartan added velcro grips to the handles for extra hold on the difficult obstacle. Whether or not Spartan did this in preparation for rain, or to make it easier is unknown. However what is known, is that 90% of the athletes did NOT like the changes implemented to twister. Team Southern Spartans athletes joined in to say that the grips made it very difficult to grab the bars because they were slipping and moving. Perhaps Spartan Race could modify this change and put the grips on half of the bars instead of all of them.

Twister-Grips

Unfavorable Grips Added To Twister

 

Elites and Scratchy Terrain

Tiffany Palmer won first place for the elite woman with a time of 2 hours, 7 minutes and 34 seconds for the beast ! Tiffany recaps her experience at South Carolina on her Instagram by saying “(the) Beast was definitely a race to remember. As in…it will most likely leave scars on me from all the briars! Beautiful clean race besides gashing my knee open at mile 1!! The terrain was the worst obstacle, and there was a LOT of screaming every time a Briar wrapped itself around me.” Although it took me double time to run the beast, I did experience the same terrain issues as Tiffany. The terrain reminded me of a post Hurricane Irma scene with all of the knocked over trees, branches and pinecones. There were thorns that would come out of NO WHERE and literally reach out and wrap around your legs causing nasty scratches. Racer, Troy King states “The course was hell! 13 miles of thick woods – running through miles of briars and hurdling waist high thorns. I was constantly watching the ground for hidden holes. It was literally miles of uncomfortable aggressive terrain.”

Tiffany-Palmer-Elite

Top Three Elite Women (Beast)
Photo Credit: Tiffany Palmer

Troy King Scratches

Troy King- Scratches from Spartanburg
Photo Credit: Troy King

 

       I spotted this CUTE handmade tank top made from a finisher t-shirt and two spartan headbands !! 

Spartan-Tank

“Blondie” and her handmade Spartan Tank

 

Trifecta-Tribe-SC
MY FIRST EVER TRIFECTA, Y’ALL !!

Overall, for my first Beast, I found Spartanburg to be a challenge and a great time. I certainly recommend this course for those seeking to test their limits and get that green beast medal to complete their trifectas. Spartan is scheduled to bring this venue back next season, but will hopefully take into consideration some mild parking lot issues and the scratchy terrain. Can’t wait for next year!

 

Jessika_Poppe_signature

Thank you for reading! Be sure to “Like” Obstacle Racing Media on Facebook and Follow on Instagram!

 

Photo Credit: Jessika Poppe, unless otherwise stated.

 

Spartan Race Dallas Beast 2017

Spartan-Dallas-2017-Start-Line

The Weather

There’s no way I can review this race without addressing one of the toughest obstacles of the day: the temperature.  A quick google search shows the average low in the Dallas area for October is about 56°F.  November’s average low is 45°F, but we weren’t even that lucky.  When the first wave went off this day (just before the sun came up), the temperature was at a frigid 29°F with a little bit of wind to top it off!

Everyone that arrived early for the elite and competitive heats stood around shivering in the dark before shedding a couple extra warm layers and making their way into the start chute.  Luckily the sun started to make its way out after the first couple of waves were released.

Spartan-Dallas-2017-Map

The Course

The start line emcee told us that we would be running 14 miles while the official map showed about 12.5 for the Beast course.  My watch clocked me at about 13.5 miles, but that includes a couple of burpee stops.  One interesting note is that the Olympus obstacle ( the slanted wall that you navigate horizontally using a variety of handholds) had a penalty loop instead of the typical 30 burpee penalty.  Looks like Spartan might be trying to add a little variety to the penalties they use for failed obstacles.

Spartan-Dallas-2017-Sandbag-Hill

The course didn’t waste much time before having everyone wade through a waist-deep pool of water which got the bottom half of everybody cold and wet.  Most of the initial miles were broken up by a variety of walls in addition to the first of two sandbag carries – this one up and down a steep, rocky hill.  Next up was the first of two barbwire crawls, another wall, and the only time we were forced to submerge our entire bodies in the cold water: the dunk wall.

Luckily, this occurred just beyond the 5-mile mark and the sun was starting to warm up the air just a little.  (And by “a little,” I mean hardly at all.  It was still freezing!)

The dunk wall was followed by a lot of open ground to cover through the gorgeous Texas landscape.  Rolling hills, open fields, and plenty of cacti made for a scenic view as I tried not to think about the soaking wet clothing pressed up against my body.

Spartan-Dallas-2017-Rope-Climb

Gauntlet of Obstacles

After a few more obstacles and opportunities to wade through waist-deep water, the course really hit its stride with a brutal obstacle gauntlet over the last few miles.  The spear throw was preceded by Monkey Bars, Olympus, and the Rope Climb just to make sure our arms weren’t too fresh for the attempt.  After that was the second sandbag carry of the day followed by the multi-rig consisting of rings, a horizontal bar, and then more rings with a vertical pipe thrown into the mix.

And if that wasn’t enough, we were treated to a solid bucket carry and atlas lift before getting a chance to attempt Twister.  I don’t know about everyone else, by my arms were beat at this point in the race.  A couple more wall climbs in addition to a final Herc Hoist stood between the final Fire Jump and a shiny new Beast finisher medal.

One last item of note is that the course spread over many different parts of the ranch which required navigating mini A-frame ladders to get up and over barb wire fences numerous times.  Unfortunately, each one of these managed to create a backup on the course, even in the early heats, as only 2-3 people could use it at once.  A small suggestion for future years would be to widen these out a bit in each direction to not slow everyone down.  As I was driving out of the venue, I saw a group of about 50 people waiting to get over one of them!

Spartan-Dallas-2017-Festival

The Venue

Spartan has hosted races at the Rough Creek Lodge and Resort in Glen Rose, Texas for years and it was even the home of the 2011 Spartan World Championship.  Parking was on-site and a short walk from the festival area, which contained a wide variety of vendors and amenities for race day.  The rolling hills were well-utilized by the course which made for some amazing views (if you had a chance to look up while a sandbag rested on your shoulders).

Overall, I had a great time and would definitely return to this venue for another Spartan Race, possibly to attempt my first Ultra Beast.  Although I’ll be crossing my fingers for warmer temperatures next time!

 

Photo Credit:

  • Becky Bouillon
  • Spartan Race

Check Out Other Recaps By This Author Here

 

Spartan Race Dallas – A Cold Day in Hell AKA Glen Rose, TX

Texas is apparently about as indecisive with its weather, as I am come dinner time. Labor Day weekend for the US OCR Championships had us succumbing to 95+ degree heat, while this past weekend in Glen Rose (a city outside of Dallas), participants struggled to stay warm, as temperatures dipped under 30 degrees when the first Ultra Beast wave kicked off. Anyone looking for an easy race to finally get their belt buckle was in for a frosty eye-opening.

Ultra Beast numbers continue to surge, as competitors continuously push themselves to achieve new heights – a perfect opportunity for Spartan Race to inflict creative new punishment on a fresh group of willing participants. While certain aspects of this course were punishing, we’re also starting to see a softer side of Spartan emerge as well – A “burpee free” penalty? We saw it in Atlanta, and it popped up again in Texas this weekend.

Something Old, Something New

The irony of asking if you remember the Memory Test, is not lost on me – but do you remember your first time? Echo 430-6620, Killington 2013. It’s seared into my brain, it’s not going anywhere. While the Memory Test obstacle has mostly disappeared at events the last few years, Ultra Beast runners saw it utilized in a whole new way – on an added 1-mile loop, they were told to memorize a token Spartan code: [Army Alphabet Letter] + [7-digit number]. Except for this time, they were required to recite their number to enter the transition area, before starting lap two. A nice touch, as opposed to planting arbitrary volunteers in a dead space on the course.

During the start line speech, participants were told that if they were to fail Olympus, no burpees were to be rendered. In fact, you were unable to even opt-in to burpees if you wanted to! There was a penalty loop added, where failures meant you were adding a half-mile to your Beast distance. A significant addition for the Ultra Beasters, should they miss the obstacle twice. After being dunked in water 3 times before Olympus, failure was a very real possibility for some.

Something Borrowed, Something Blue

The local Dallas Wal-Mart had no idea what hit them. Based on the number of discarded articles of clothing I saw on the course, I can only guess that racers stopped at their nearest big box retailer and grabbed the cheapest throwaway clothing they could find, to help ward off icy-cold temperatures in, what is supposed to be, a warm Texas! Added clothing may have helped for a short period of time, but once racers were dipped into a wading pond, followed by Rolling Mud & a Dunk Wall that required racers to push aside chunks of ice in order to complete, there were more than a few blue lips in the crowd of green-pinny adorned racers.

Out With The Old

There are only a handful of races left on the Spartan calendar for 2017, and with next weekend packed with a Beast, Super, and Sprint happening simultaneously up and down the east coast, racers are stretching their travel and wallets thin for a chance to podium in what is seemingly the last breath for Spartan’s Competitive Wave. Also unknown is what will truly become of the Spartan Ultra Beast belt buckle, with the announcement of the new Spartan Ultra events. 2018 looks to bring a new look Spartan Race, and hopefully, some warmer weather to Glen Rose in 2018! I know I am looking forward to seeing new obstacles from Spartan Race – more than just an Atlas Ball with a handle on it (womp womp).

Looking at the Stats: Comparing the Spartan Killington Results

You finished your Spartan race. Congratulations! You checked your finishing time, and you posted your awesome fire jump picture on Facebook. As you start planning for your next race, you wonder: How did I do compared to everybody else?  Should I sign up for an Elite or Competitive wave next time? Does that twenty-year-old kid have an advantage over me? Is there a significant difference in performance between age groups? How fast do I need to be on a single lap Beast to complete an Ultra Beast?

To answer these and some more questions for myself, I decided to take a deeper look at the finishing results of the Spartan Vermont Beast, Ultra Beast, and Sprint weekend in September 2017 as published on the Spartan website. Read on, and learn how the data tells you if you’re ready for your next Spartan challenge. You will see that the cold facts show that your age and gender have little influence on your results. And as we zoom in on the small group of die-hard multiple-laps runners, you will be astounded by some real badassery.

Before we get going: this post is kinda geeky. I could not resist to occasionally add some statistical gibberish into the text. Don’t get intimidated and feel free to skip those passages. You won’t miss anything…

Overall Stats

Let’s start by looking at some overall numbers. A total of 8011 racers finished on the slopes of the beautiful mountains of Killington, Vermont. Below is a break down by type of race and gender.

Spartan-Vermont-2017-Overall-Stats

The first side note to make here is that these numbers represent only participants who actually finished their race. Information about the total number of racers who started is not publicly available. As we will see later, it is likely that the number of DNF Beast and Sprint racers is small. However, this number is significant for the Ultra Beast.

Unconfirmed information (aka rumor from Facebook) is that slightly over 1,000 racers started the Ultra Beast in Killington this year, which results in an estimated completion ratio of around 49%. Compared to previous years, where ratios in the 20-30% range have been reported, this is a high number. Is this because the course was easier or were the runners better prepared? It’s not easy to give a definite answer.  One clue is that the course this year may have been up to two miles shorter than in 2016, which at a pace of ~30 min/mile, results in a full hour more to go. An hour that many racers would not have had–as we will see later.

With 5459 male and 2552 female runners, the number of men is roughly twice as large. That said, if we look at the percentage M/F per race category, there is some significant variation. There’s a nice 50/50-ish distribution for the Open Sprint, while the women are clearly under-represented in the Ultra Beast. Ladies: I’ll show later on that on average the men hardly perform better than the women, so if you are considering joining an Ultra–go for it!

In fact, the table below shows the average finishing time per race group. Even though it would seem that the men have a natural advantage, it is clear from these stats that overall the difference between the two sexes is small. Taking the biggest group, i.e. the Open Beast on both days, which represents more than half of all participants this weekend, with an average time of 8h37 the women finished around 37 min after the men, which is only 7% slower. Just saying.

F M
Sat Beast Comp 07h40m47s 06h59m17s
Sat Beast Elite 06h14m42s 05h19m46s
Sat Beast Open 08h33m45s 07h57m54s
Sat UB Comp 13h49m12s 12h36m36s
Sat UB Elite 12h38m32s 12h15m11s
Sat UB Open 13h19m47s 12h56m29s
Sun Beast Comp 07h37m15s 06h44m25s
Sun Beast Open 08h48m54s 08h06m17s
Sun Sprint Comp 02h25m55s 02h09m03s
Sun Sprint Elite 01h55m34s 01h35m29s
Sun Sprint Open 03h12m60s 02h52m48s

 

Saturday and Sunday Beast

Let’s break down the race results for the Beast on both days. In the figures below you’ll see a scatter plot of finishing time versus age, for male and female runners separately. Each dot represents one runner, and the colors of the dot differs depending on whether the runner was in the Elite, Competitive or Open waves.

Some interesting conclusions can be drawn from these figures. To start, we can see from these graphs that the relationship between age and finishing time is very weak. To highlight this, a straight line is added to the scatter plots that best describes the trend (in statistical mumble jumble: this is the linear regression model representing the data, with the shaded area representing the 95% confidence interval of that regression). For most waves there is a slight connection between age and finishing time, but the magnitude of this is in the order of minutes. In other words, you’re never too old to do a Spartan race, and even runners of fifty-and-over can be fierce competition for the young folks in their twenties. The oldest male runner was 67 and the oldest female runner 66! Particularly noteworthy also is that the data shows that the elite women seem to get faster as they get older.

These lines are obviously highlighting the average trends. When we only look at the top performers in the male elite wave on Saturday the picture looks different. Here the faster runners are in their late twenties, and the finishing time of the fastest runner for each age group after that steadily increases.

Spartan-Vermont-2017-Sat-Beast-Scatter

Spartan-Vermont-2017-Sun-Beast-Scatter

Also remarkable from these point clouds is the significant overlap of the Elite, Open and Open wave runners. The histograms below, which count the number of runners finishing within successive intervals, visualize this.

The far majority of all runners finished in a time between six and ten hours. The group of runners that completed in under five hours is predominantly in the Elite waves. On the other hand, these plots confirm the significant overlap between the distribution of the Elite, Competitive and Open Waves finishing times.

What should be the conclusion from this? It’s hard to tell based on this analysis alone. Is it possible that a runner in a Competitive wave ran faster than he or she would have done in an Open wave? Perhaps, but if you’re on a budget and not aiming for a podium place or place in the world ranking, don’t waste your money. This analysis shows that running in an Open wave does not give you a significant disadvantage.

The last observation is that the histograms are pretty symmetrical, and have the shape of a ‘Bell’. This means that roughly as many runners are faster than the average time as the number that are slower (more statistical blah blah: the distributions are approximately normal, having a median value that is similar to the average value). If the DNF count due to runners not meeting the time cut-off would be high, the distribution would look more skewed to the right. There have been Spartans who started in one of the last waves and did not make it to the cut-off in time, but for the majority there was sufficient time to make it to the finish. Stated otherwise: the Beast participants were well prepared for their challenge. This says something about this group of athletes, as we all know the Killington Beast is no joke.

Spartan-Vermont-2017-Beast-hist

Saturday Ultra Beast

We’ll move on to the Ultra Beast and start by plotting the same point clouds for the Elite, Competitive and Open wave racers.

Spartan-Vermont-2017-UBeast-Scatter

The first striking observation is that the clouds for the three categories are overlapping almost entirely. As expected, the fastest runners are in the Elite waves both for the male and female runners. The separation of the best performing Ultra Beasters and the rest of the gang is down right impressive, with over four hours of difference between the fastest runners and the average.

The spread in Elite times is significantly larger compared to the Open wave racers as well. The most logical explanation for this is that the Elites start earlier than the Open wave runners, but all are facing the same cut-off times, meaning that the Elite runners simply have more time to complete the race.

These graphs show again that on average the men tend to get a bit slower as they get older, while the women seem to get faster (geeking out: For the men the regression model shows a slight positive correlation between age and finishing time. For the women, this correlation is negative. However, the 95% confidence interval of the linear fit for the women is large due to relative small number of racers. Therefore it is entirely possible that correlation as depicted is an artifact of the data and that the real correlation is positive).

Looking at the histogram of finishing time for both sexes, shown below, we clearly see the effect of the time cut-offs. The distributions are highly skewed with a sudden drop-off in the number of racers after roughly fourteen hours. Knowing that the DNF percentage is around 50%, we can hypothesize that the distribution below represents the left half of the total population. This means that if there was no time cut-off, the Ultra Beast distribution would have a distribution with its maximum at around fourteen hours and the majority of finishers between ten and eighteen hours. This comes to five to nine hours per lap. That’s a large spread.

The Spartans with an average single lap time of five to seven hours got their buckle. I did not calculate the ratio between the first and second lap time, but my best guess is that most Ultra Beasters need about 20-40% more time for their second lap. My recommendation, based on the data I analyzed: if you want to set yourself up for success and finish the Ultra Beast within fourteen hours, make sure you can do a single lap in Vermont in about six hours and sign up in the Elite wave to give yourself some extra time. Among all waves there were 747 racers out of the 5867 Beast racers on both days who completed within six hours. This means that completing within six hours equates to finishing in the top 13%.

I already mentioned the impact of a mile shorter course compared to last year on the DNF percentage. From this histogram it can be concluded that if everybody had one hour more to run, the DNF percentage would drop significantly. This would be equivalent at putting a virtual time cut-off one hour earlier, meaning that the cut-off we see at the fourteen hour mark would shift to around thirteen hours. This would reduce the number of finishers by roughly 175-225, dropping the DNF percentage to 27.5-32.5%, which get us close to last year’s percentage.

Spartan-Vermont-2017-UBeast-hist

One last observation about this histogram. The distributions for the male and female runners are highly similar in shape.  If there had been more women, it is likely that the two distributions would completely overlap, which is another way of saying that the advantage of the men over the women would be negligible (this is assuming that the percentage of men and women who finished is the same, which is reasonable but difficult to prove without stats on the number of UB’ers that started the race). Let this be another encouragement for the women Spartans to sign up for the Ultra challenge.

Sunday Sprint

The scatter plots for the Sprint look distinctively different from those from the Beast. The dots are more spread out and more ‘rectangular’, which indicates that in all age groups racers participated with varying levels of fitness. The overlap of the Elite and Competitive wave on the Open wave is also noticeably smaller.

This is also clear from the larger separation between the trend lines, which show that in the age group of 30-40 the Elites are almost twice as fast as the Open wave runners. This suggests that the overall level of fitness and preparedness between the Open and Elite wave runners is different than with the Beast. This is intuitively understood, knowing that the Sprint is the entry-level Spartan race.

Spartan-Vermont-2017-Sun-Sprint-Scatter

The histograms of the finishing time of the Sprint show a pretty remarkable picture. In the case of the Beast we saw a ‘Bell’ shape like distribution. The Sprint distribution is more triangular in shape, peaking around two and half hours. What to conclude from this?

The width and shape of the distributions confirm indeed that the level of fitness of the Sprint participants varies much more than that of the Beast runners. The finishing times are up five times (!) as long as the fastest Spartans. The peak of the distributions (the so-called modal finishing time in statistics) is also lower than the average finishing times (see the table in the section ‘Overall stats’ above).

Did you run the Killington Sprint this year and do you want to know how you did? The most common finishing time was around two and a half hours. If you did better than this, well done! Consider signing up for a Super.

Spartan-Vermont-2017-Sun-Sprint-hist

The Real Beasts: Double Lap Runners

I will end my analysis with the stats of the small group of participants for whom one race was not challenging enough. Out of the 8011 medals that were handed out on both days, 247 went to Spartans who did a double lap. There were 84 racers who ran the Beast on both days, and 124 who ran a Beast on Saturday and a Sprint on Sunday. Out of the 486 Ultra Beast finishers there were 37 who went for another lap on Sunday, 6 doing the Sprint and 31 going for the ordeal of another Beast, which essentially meant they completed three laps of the Beast that weekend. To complete the line-up, there were exactly two who ran two Sprint on Sunday. To visually depict the performance of these Spartans, I plotted their Sunday time against their Saturday time, resulting in the scatter plots below. The red dot at (11h05, 6h20) is mine, by the way…

Spartan-Vermont-2017-double-laps

The diagonal lines are added to the plot to help comparing the results: if you add up the Saturday and Sunday time, then all points that have the same total time would end up on a diagonal. There is a lot that can be seen from these plots, and I leave it up to you to draw your own conclusions from these results. But one thing I will say is this. While for all 247 double lap Spartans it can be said their performance is outstanding compared to the averages in the Beast and Sprint waves, the top performers show exceptional accomplishments. I mean, if you can complete a Beast and Sprint in around four hours, two laps of the Beast in less than ten hours, or an Ultra Beast and Beast in 14h33 you are a real machine. Aroo!