Why is work done by a nonconservative force negative

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x86
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In my textbook it says that work done by a nonconservative force (an applied force) has the same sign as the change of potential energy?

For instance, if I push a positive test charge from an infinite distance away to a negative charge, then the test charge goes from high potential energy to low potential energy. Why is the work that I am doing on it negative? Shouldn't the work I'm doing on it be positive, because I'm losing energy trying to push the test charge?
 
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Are you sure this is the exact formulation in your book?
A non-conservative force does not have a potential energy associated with it. So in general you can have a non-conservative force and no potential energy to speak of. Why would the work of this non-conservative be the negative of a non-existent potential energy?

If you have both conservative and non-conservative forces, the work of the conservative force is (by definition) the negative of the change in PE associated with this conservative force. The work of the non-conservative is whatever the formula for work provides, for that force.