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I am aware that most postgraduate degree GPAs aren't a factor. Do they make an impact as a valuable soft in any way close to the way WE does? Does it depend what you postgraduate degree is? Any thoughts?

Postgrad degree in hard science is a big plus for IP. Aside from that, it's just a soft. A crappy GPA is probably a red flag, of course.