The climate is highly variable over wide ranges of scale in both space and time, it systematically depends on the scale of observations, its variations are inextricably linked to the space-time scales and is a significant part of the uncertainties in the “proxy” approaches. We aim to bring together climatologists and paleoclimatologists from the modelling and proxy-data acquisition communities in addition to scientists from the nonlinear geoscience community.