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We prove a unified trace-average formula for the -th higher trace of a linear operator on a finite-dimensional normed space. The formula averages the matrix coefficient over the unit sphere of against a probability measure ; it holds for \emph{all} if and only if the operator-valued average equals the identity. Two natural choices of satisfy this isotropy: (i) the hypersurface measure when a finite isometry group acts as an orthogonal -design on ; and (ii) the cone probability measure (no symmetry needed). We also identify a first-order obstruction for hypersurface averages at : only degree- spherical harmonics of the support function contribute.

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