Hi, I'm Mart 🤙

I'm a Data Scientist, Web Developer, and an Entrepreneur

Finding The Challenge GOAT: Eliminations

January 19, 2020

What’s better than America’s fourth favorite sport - Real World/Road Rules Challenge? Not many things I can think of.

To start the search for the True Statistical Challenge GOAT, looking at the elimination challenges is a good(easy) place to go. While not the be-all and end-all, they are straightforward one-on-one(usually) competitions unlike many daily and final challenges. Ignoring social and political games, these are mostly a measure of physical skill.

Rather than looking at basic will-loss records of the eliminations, it’d much more useful to make a rating system, which can be tested in its accuracy.

So instead of wondering if a 14-7 record is better than an 8-4, a ratings system would take both competitors' opponents into account and return a single number for each, which are more accurately compared.

After extensive testing over lunch, the rating system I’ve decided to use is Elo with a K-factor of 350. Much more volatile than chess, isn’t it. But it seemed to have predicted 75% of elimination challenges correctly.

Filtering out the competitors with less than 5 eliminations, we’re left with 66 names.

Men

Name Eliminations Rating
Nelson Thomas 8 3078
Tyler Duckworth 6 3025
Jordan Wiseley 9 2960
Cory Wharton 6 2829
Shane Landrum 6 2775
Landon Lueck 6 2708
Theo Campbell 5 2605
Kenny Santucci 7 2596
Leroy Garrett 11 2571
Derrick Kosinski 14 2439
Darrell Taylor 7 2407
Stephen Bear 5 2377
Chris Tamburello 9 2351
Brad Fiorenza 9 2333
Kyle Christie 5 2320
Alton Williams 6 2292
Abram Boise 6 2193
Johnny Reilly 5 2183
Wes Bergmann 21 2182
Adam King 5 2119
Ty Ruff 7 2085
Eric Banks 9 2058
Ryan Kehoe 7 2027
Evan Starkman 6 1967
Cohutta Grindstaff 7 1941
Zach Nichols 9 1883
Brandon Nelson 7 1836
Danny Jamieson 6 1807
Dunbar Merrill 6 1792
Nehemiah Clark 6 1767
Tyrie Ballard 5 1654
Tony Raines 6 1615
Johnny “Bananas” Devenanzio 20 1545

Women

Name Eliminations Rating
Emily Schromm 5 2883
Sarah Grayson 5 2745
Sylvia Elsrode 6 2684
Evelyn Smith 8 2660
Da’Vonne Rogers 5 2652
Sarah Rice 8 2634
Kailah Casillas 5 2621
Jillian Zoboroski 6 2608
Cara Maria Sorbello 17 2555
Paula Meronek 10 2488
Tori Deal 5 2475
Laurel Stucky 12 2464
Camila Nakagawa 11 2438
Aneesa Ferreira 19 2397
Kam Williams 6 2380
Jenn Grijalva 8 2377
Tonya Cooley 6 2361
Ashley Mitchell 5 2324
Kimberly Alexander 5 2271
Georgia Harrison 5 2270
KellyAnne Judd 6 2219
Jenna Compono 7 2216
Theresa Gonzalez 8 2148
Katie Doyle 10 2099
Jemmye Carroll 5 2086
Casey Cooper 8 2008
Jessica McCain 5 1986
Beth Stolarczyk 5 1980
Nany González 11 1970
Marie Roda 6 1918
Diem Brown 6 1887
Robin Hibbard 7 1728
Jasmine Reynaud 6 1675

As previously stated, the ratings are very volatile, which means if two competitors have close enough numbers, you shouldn’t probably think one is much better than the other.

Something else to keep in mind is that while we may know who got lucky where, the ratings do not - they only measure results, so adjust accordingly.

Overall, though, clear patterns emerge and those who’d you expect to do well in physical competitions are near the top.

Or is this all just a convoluted way of taking a shot at Bananas?