Much research in MIR is based on descriptors computed from audio signals. Some music corpora use different audio encodings, some do not contain audio but descriptors already computed in some particular way, and sometimes we have to gather audio files ourselves. We thus assume that descriptors are robust to these changes and algorithms are not affected. We investigated this issue for MFCCs and Chroma: how do encoding quality, analysis parameters and musical characteristics affect their robustness?