In applications such as signal processing, it is more appropriate to work with functions of variable bandwidth instead of band-limited functions. However, various natural approaches to the concept of variable bandwidth are not well-defined. From a mathematical point of view, we can describe the functions of variable bandwidth as elements of weighted modulation spaces. In the presentation we explore the benefits of this approach and, using time-frequency methods, we give several useful characterizations.