I'm not in HEP, but my graduate work had overlap with condensed matter physics. I worked with physics professors/students in a top 10 physics school (which had Nobel laureates, although I didn't work with them).
Things may have changed since then, but the majority of them had no idea what pre-registration meant, and none had taken a course on statistics. In most US universities, statistics is not required for a physics degree (although it is for an engineering one). When I probed them, the response was "Why should we take a whole course on it? We study what we need in quantum mechanics courses."
No, my friend. You studied probability. Not statistics.
Whatever you can say about reproducibility in the social sciences, a typical professor in those fields knew and understood an order of magnitude more statistics than physicists.