Hedge funds are playing a far bigger role in 2016 than in past elections—and Hillary Clinton has been the single biggest beneficiary.

Owners and employees of hedge funds have made $122.7 million in campaign contributions this election cycle, according to the nonpartisan Center for Responsive Politics—more than twice what they gave in the entire 2012 cycle and nearly 14% of total money donated from all sources so far.

The...