Yes, there is less competition for girls athletics and with Title IX colleges have to be equitable with their scholarships. You see it more in the 'minor' sports, swimming, soccer, golf, softball then you do in the big ones like basketball and volleyball.
Next time you see that soccer player's parents, ask them how much they spent so he could get that scholarship (that is the part parents don't get). There is a girl on the golf circuit that DD ends up playing with quite a bit. Her parents will talk to us about how much they spend on her swing coach, her putting coach, etc. We just laugh because in her one year of playing high school golf they have already spent more then they will EVER get for a scholarship-that and we don't have a swing coach or putting coach for DD and she kicks her butt. We had 2 girls from our athletic conference go to a Division I college. They were heavily recruited from places all over the country-they both finished top 5 in our state last year. They got tuition only scholarships, which is GREAT, but that is about the best you can expect in girls golf. This other, younger girl, probably won't get anything because she is such a snot (and that gets around to the colleges).
For DD11, I pay for group lessons and private lessons and practice time at the club...but (and this is a big but) not because I expect a scholarship. I do it because DD loves it. She rushes through homework so she can go practice. She schedules her play-dates around practice. We schedule vacations around her sport. Scholarships would be nice, but that is not the purpose of spending all that money.