This article only shows the cost of parts. It was also pointed out it doesn't include the emotion chip. It also doesn't include labour, packaging, advertising, machinery, factories, etc....
When you add all that up, I wouldn't be surprised if they're making them at a loss and the PS2 sales is covering losses. But mind you, I'm sure they get all those parts much cheaper due to ordering large quantities.
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