You don't need such knowledge, if you are careful and are not greed, you can avoid scam very naturally.
And you shouldn’t limit your learning either, because scams these days are getting more and more convincing.
Scammers are also evolving to match the trends and demands in the investment world. So if you stop learning, your knowledge might become outdated and that’s exactly what makes people more vulnerable to scams like these.