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I tend to know how much certain products should convert on a given traffic source. This only comes with experience and is usually subjective (I'm sure we all convert a little differently). If I take on a new sponsor and they're converting absurdly over the norm then I would drop them but, so far, it has never happened. If I drop a sponsor it's usually for different reasons (i.e I don't like their business practices or their sites).
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