I usually check the following factors to determine whether a particular bounty is worth participating in or not.

- Development team background
- Campaign manager
- Social media interactions by the development team
- Whitepaper analysis
- Website
- Number of participants and bounty fund

I research these factors thoroughly before joining any bounty on this forum which is the primary reason I have not been scammed till now. Do your research carefully people.