Only if the beginner wants to get into richer client-side applications, which is only part of the whole web application market. And GraphQL is rare.

There are plenty of 100% server-side jobs. Maybe you should be pointing those out to beginners instead of suggesting that they need to learn even niche tech like GraphQL before having a shot in the job market.