In order to develop a differential calculus for error propagation (cf [3]) we study local Dirichlet forms on probability spaces with carré du champ Γ – i.e. error structures – and we are looking for an object related to Γ which is linear and with a good behaviour by images. For this we introduce a new notion called the measure valued gradient which is a randomized square root of Γ. The expositi...