In this paper we present results that indicate that the formant frequencies between different speakers scale differently at different frequencies. Based on our experiments on speech data, we then numerically compute a universal frequency-warping function, to make the scale-factor independent of frequency in the warped domain. The proposed warping function is found to be similar to the mel-scale, which has previously been derived from purely psycho-acoustic experiments. The motivation for the present experiments stems from our recently proposed use of scale-transform based cepstral coefficients [6] as acoustic features, since they provide superior separability of vowels than mel-cepstral coefficients.