Welcome. Note that this continues to be a problem when the model is a bit bigger (say 10 times bigger), though the problem becomes less pronounced.
I tried the replacement along the lines you suggest, it does not make a substantial difference. Maybe some benefit, but hard to measure. Parallel is still about factor 2 slower than serial.