How practitioners model competition influences the predicted effects of a merger. We show how a Bertrand price setting and a second score auction model can be nested within a general bargaining framework. Through numerical simulations, we then show how the predicted merger effects vary with model choice, and that two commonly used strategies for obtaining demand parameters can yield markedly different outcomes across the models. Finally, we show how model and calibration strategy choices affect the magnitude of predicted harm in the 2012 Bazaarvoice/PowerReviews merger.