In general, economists tend to view an individual's willingness-to-pay (WTP) for an improvement in environmental quality as the most complete and appropriate measure of the value of an environmental or health risk reduction.
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Willingness to pay is the measurement method preferred by economists.
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Nobody like using WTP to value health risks.