I don't think there is a precise distinction. But changing jobs could be more open-ended, as in getting a new job. Switching could be more of an exchange, as in swapping with someone else, or just moving into a position in the same organisation, like you said. Perhaps someone else can explain this better. But the difference is pretty subtle.

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