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I wonder how much of that is phone line quality, or visual clues like lip reading.

Probably a mix of both. I also have trouble understanding people in somewhat noisy environments so I think I just suck at cocktail party problems.

Curios! I have the same problem. My wife has the theory that I cannot filter all the other distractions well enough. Good to know I'm not alone ;)