Methods and apparatus to improve the accuracy of crediting media exposure through detecting reverberation indicative of spillover. Example disclosed methods involve determining periods of loudness in media presented by a media presentation device, and identifying a quantity of the periods of loudness that satisfy a duration threshold. Disclosed example methods also involve calculating a ratio by dividing the quantity of the periods of loudness that satisfy the duration threshold by a total number of periods of loudness in the media. Disclosed example methods also involve marking the media as usable to credit a media exposure if the ratio satisfies a loud threshold.