Last month, Dan Brown and his roommate headed from San Francisco to Las Vegas. They were aiming to win big so they could pay off their student loans.

"If you don't try, you can't win," says Mr. Brown, a 26-year-old marketing consultant. He's sitting on nearly $100,000 in loans taken out to pay for his bachelor's and master's degrees. His monthly loan bill is $1,000.

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