We show that bimodal radio frequency spectra universally arise at intermediate temperatures in models of strongly interacting trapped Fermi gases. The bimodality is independent of superfluidity or pseudogap physics, depending only on the functional form of the equation of state -which is constrained by dimensional analysis at low temperatures and the virial expansion at high temperatures. In addition to these model independent results, we present a simple calculation of the radio frequency line-shape of a highly polarized Fermi gas which uses energetic considerations to include final state interactions. While this model only qualitatively captures the line-shapes observed in the experiments, it provides a conceptually clean and powerful technique for estimating the energy scales and how they vary with experimental parameters. Can spectroscopy be used to detect pairing in a gas of fermionic atoms? The paradigm for thinking about this question was set in 2003, when Greiner, Regal and Jin [1] presented an experimental study of the microwave spectrum of a two component gas of 40 K on the BEC side of resonance (where two potassium atoms are capable of forming weakly bound molecules). Their sample consisted of a noncondensed gas of diatomic molecules in chemical equilibrium with a gas of atoms. They found an easily interpreted bimodal spectrum: a sharp line came from the excitations of free atoms, and a broad peak from the dissociation of molecules. Later experiments on colder samples in different parameter ranges showed similar bimodality and were interpreted in similar ways [2,3]. In particular, when such a bimodal peak was seen by Chin, Bartensein, Altmeyer, Riedl, Jochim, Denschlag, and Grimm [2] on the BCS side of resonance, it was taken as a sign of Cooper pairing. This interpretation was further reinforced by mean field calculations which showed that the finite temperature trapped paired gas does indeed produce bimodal spectra [4,5,6,7]. This paradigm has been shattered by the realization that there exist models which produce bimodal spectra in the absence of pairing [8]. Here we give a simple argument for why trapped strongly interacting Fermi gases generically show a bimodal spectrum, irrespective of the presence of pairing.Our argument relies on two ingredients: a harmonic trap plus qualitative features of the equation of state. We establish that the equation of state of the unitary Fermi gas has these features through a dimensional analysis argument supplemented by the first terms of the virial expansion. Consistent with previous results [4,5,6,7,8], we conclude that one of the spectral peaks comes from atoms at the edge of the cloud, and the other from atoms at the center. This is similar to the mechanism by which multiple spectral peaks appear in the spectra of clouds of Bosons in an optical lattice [9,10]. We quantify our arguments by presenting a simplified calculation of the spectrum of a trapped two-component Fermi gas in the limit n ↓ /n ↑ → 0. Although we include final-state interactions [11,12,13,1...