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We analyze the ill-posedness of the photoacoustic imaging problem in the case of an attenuating medium. To this end, we introduce an attenuated photoacoustic operator and determine the asymptotic behavior of its singular values. We show that for strong attenuation the singular values decay exponentially while for weak attenuation they are decaying like in the non-attenuating case.