We present quasi-diagonal preconditioners for piecewise polynomial discretizations of pseudodifferential operators of order minus two in any space dimension. Here, quasi-diagonal means diagonal up to a sparse transformation. Considering shape regular simplicial meshes and arbitrary fixed polynomial degrees, we prove, for dimensions larger than one, that our preconditioners are asymptotically optimal.Numerical experiments in two, three and four dimensions confirm our results. For each dimension, we report on condition numbers for piecewise constant and piecewise linear polynomials.Date: June 22, 2018. 2010 Mathematics Subject Classification. 65F35, 65N30 . Key words and phrases. Pseudodifferential operator of negative order, diagonal scaling, additive Schwarz method, preconditioner, negative order Sobolev spaces.Acknowledgment. This work was supported by CONICYT through FONDECYT projects 11170050 and 1150056.