The study of the geometry of n-uniform measures in R d has been an important question in many fields of analysis since Preiss' seminal proof of the rectifiability of measures with positive and finite density. The classification of uniform measures remains an open question to this day. In fact there is only one known example of a non-trivial uniform measure, namely 3-Hausdorff measure restricted to the Kowalski-Preiss cone. Using this cone one can construct an n-uniform measure whose singular set has Hausdorff dimension n − 3.In this paper, we prove that this is the largest the singular set can be. Namely, the Hausdorff dimension of the singular set of any n-uniform measure is at most n − 3.A measure Φ is n-rectifiable if it is absolutely continuous to H n and there exists a countable collection of C 1 n-manifolds {M j } j such that Φ(R d \ j M j ) = 0. In [P], Preiss proved the following remarkable theorem relating the rectifiability of a measure to its density.Theorem 1.1 ([P]). A Radon measure Φ of R d is n-rectifiable if and only if it satisfies the following property:The density Θ n (x) = lim r→0 Φ(B(x, r)) ω n r n exists and is positive andTo prove this theorem, Preiss studies the geometry of n-uniform measures which appear as tangents (blow-ups) to measures satisfying (1.2). A measure µ is said to be n-uniform if there exists a constant c > 0 such that for any x in the support of µ and any radius r > 0, we have:( 1.3) In [P], Preiss also provides a classification of the cases n = 1, 2 in R d for any d. In these cases, µ is n-Hausdorff measure restricted to a line or a plane respectively. Interestingly, flat measures are not the only examples of uniform measures. Indeed, in [KoP], Kowalski and Preiss proved that µ is (d − 1)-uniform in R d if and only if µ = H d−1 V where V is a (d − 1)-plane, or d ≥ 4 and there exists an orthonormal system of coordinates in which µ = H d−1 (C × W ) where W is a (d − 4)-plane and C is the KP-cone. The classification for n ≥ 3 and codimension d − n ≥ 2 remains an open question.Kirchheim and Preiss later proved in [KiP] that the support Σ of a uniformly distributed measure (of which n-uniform measures are an example) is a real analytic variety, namely the intersection of countably many zero sets of analytic functions. An application of the stratification theorem for real analytic varieties implies that Σ must be a countable union of real analytic manifolds and the singular set has Hausdorff dimension at most (n − 1).We investigate the Hausdorff dimension of the singular set S µ of an n-uniform measure µ. Our main result is the following theorem.Theorem 1.2. Let µ be an n-uniform measure in R d , 3 ≤ n ≤ d. Then dim H (S µ ) ≤ n − 3.In the cases n = 3, d = 3, it is a standard result that the only 3-uniform measure (up to normalization) is 3-Lebesgue measure. In this case, the bound is obvious. To see that this bound cannot be improved, let n ≥ 3, d > n and consider the measure µ defined as:where M is the set M = (x 1 , . . . , x d ); x 2 4 = x 2 1 + x 2 2 + x 2 3 and x n+1 = . ...