It seems she is based on draft horses for Ban'ei horse racing, where the horses also pulling a heavy sled during the race. I actually got to watch it live during my visit to Hokkaido (the only place where Ban'ei is held). The draft horses are huge.

Update: so, about that. Umamusume officially collab with Ban'ei Keiba