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If $P$ is price, $D$ modified duration and $y$ yield then we have the relationship,

$$dP=-D \cdot P \cdot dy$$

Why is there a minus sign and what does correspond to?

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The price-yield relationship is negatively correlated; when prices go down, the implied yield goes up. The minus sign allows the modified duration to be positive for a normal bond.

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