When I'm choosing bounty to participate I am always look for few factors.
1. Project details - Whether the product or services offered by the project is interesting including the token price, road map etc.
2. Team members - if it is consist of good team members
3. Project manager - sometimes I am choosing trusted and known bounty managers
4. Rewards - if the reward is worth of doing the task