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Drop one regressor and the other springs to life

With two valuation signals in the model, neither coefficient is significant and one even carries a counterintuitive sign. You drop one signal; the remaining one immediately becomes strongly significant with a sensible, larger coefficient.

What does this sensitivity to dropping a regressor reveal?

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