Is it worth investing in a high-efficiency power supply?

Power supply manufacturers are happy to sell you high-efficiency supplies, and high-end 80 Plus units command a substantial premium. Are they worth the cost? We investigate.
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Is it worth investing in a high-efficiency power supply?