Melanie vs Auli
RSA · Open Women · 3 results Melanie Higgins
FIN · Open Women · 2 results Auli Laiho
Station radar · best race with a field of 30 or more
Melanie: Warsaw 2025, Open Women · Auli: Helsinki 2026, Open Women
This chart shows where Melanie and Auli sat in the field on each part of the race: the edge is faster than everyone, the centre is the slowest.Melanie: strongest on Push (faster than 60% of the field), weakest on BBJ (faster than 10%).Auli: strongest on Pull (faster than 55% of the field), weakest on Roxzone (faster than 24%).
See the numbers
| Part | Melanie: faster than | Auli: faster than |
|---|---|---|
| Ski | 16% | 44% |
| Push | 60% | 44% |
| Pull | 25% | 55% |
| BBJ | 10% | 35% |
| Row | 19% | 29% |
| Carry | 18% | 53% |
| Lunges | 28% | 28% |
| Wall balls | 28% | 51% |
| Roxzone | 16% | 24% |
| Runs | 46% | 27% |
Each athlete against their own field at their own best race (division, gender, that venue). Further out is faster.
Part by part
| Part | Melanie | Auli |
|---|---|---|
| SkiErg | 16% | 44% |
| Sled push | 60% | 44% |
| Sled pull | 25% | 55% |
| Burpee broad jump | 10% | 35% |
| Row | 19% | 29% |
| Farmers carry | 18% | 53% |
| Sandbag lunges | 28% | 28% |
| Wall balls | 28% | 51% |
| Roxzone (moving) | 16% | 24% |
| Runs (8 km) | 46% | 27% |
The share of their own field each athlete beat on that segment, at the race named on the left. Higher is better; green marks the better of the two. A dash means no split was published.
Those races as one bar each
This chart draws the race in order, left to right: each 1 km run (blue), each station (yellow) and the roxzone (grey), sized by its time.Melanie · Warsaw 2025 · Open Women: 47:14 running, 45:06 at the stations and 8:07 in the roxzone; the longest station was the burpee broad jumps (9:44) and the shortest the sled push (2:21).Below, Auli · Helsinki 2026 · Open Women: 51:52 running, 39:50 at the stations and 9:01 in the roxzone; the longest station was the burpee broad jumps (7:04).
See the numbers
| Part | Melanie · Warsaw 2025 · Open Women | Auli · Helsinki 2026 · Open Women |
|---|---|---|
| Run 1 | 4:30 | 6:35 |
| SkiErg | 5:36 | 5:19 |
| Run 2 | 5:47 | 6:08 |
| Sled push | 2:21 | 2:38 |
| Run 3 | 5:51 | 6:11 |
| Sled pull | 6:13 | 4:54 |
| Run 4 | 6:12 | 6:18 |
| Burpee broad jump | 9:44 | 7:04 |
| Run 5 | 6:31 | 6:30 |
| Row | 5:51 | 5:39 |
| Run 6 | 6:15 | 6:20 |
| Farmers carry | 2:33 | 2:05 |
| Run 7 | 6:15 | 6:16 |
| Sandbag lunges | 5:24 | 5:48 |
| Run 8 | 5:53 | 7:35 |
| Wall balls | 7:24 | 6:23 |
| Roxzone | 8:07 | 9:01 |
| Finish | 1:40:20 | 1:40:36 |
Head to head: 1 race they both ran
| Race | Melanie | Auli | Gap |
|---|---|---|---|
| Stockholm 2025 Open Women · 18 Dec 2025 | 1:42:13 | 1:42:17 | 0:04 · Melanie faster |
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