I get it too regularly, and honestly it's super annoying when you're already stressed. What other people say about caffeine and your bedtime routine is true - that does help. But something they haven't really mentioned: if you're getting several of these episodes a week over months, you really need to check your overall sleep hygiene. Not just the two hours before bed - I'm talking about your whole cycle. Are you getting enough sleep? Are you exposed to a lot of screens? Is work stress really spilling over everywhere in your day or can you decompress a bit?
Hypnic jerks themselves are harmless, but when it's this frequent and it's waking you up with a jolt every time, that's a sign your body's saying "hey, something's not right." What you should mention to your doctor is more the bigger picture: how often it happens, how long it's been going on, and how it's affecting your overall sleep. Not just the jerk itself.
As for stuff that actually works: cut caffeine after 2 p.m., try moving around a bit in late afternoon to tire yourself out physically (not in the evening or you'll be too wired), and if you can, put your phone away at least half an hour before bed. I know it's easy to say, especially with work stress, but it works.