We characterize maps , and , that have the multiplicative spectrum or trace preserving property: \begin{eqnarray*} (φ_1(A_1)\cdots φ_m(A_m)) &=& (A_1\cdots A_m),\quad\quad (φ_1(A_1)\cdots φ_m(A_m)) &=& (A_1\cdots A_m), \end{eqnarray*} where is the set of doubly stochastic, row stochastic, or column stochastic matrices, or the space spanned by one of these sets. Linearity is assumed when . We show that every stochastic matrix contains a real doubly stochastic component that carries the spectral information. In consequence, the multiplicative spectrum or trace preservers on these sets are linked to the corresponding preservers on the space of doubly stochastic matrices. Moreover, when , multiplicative trace preservers always coincide with multiplicative spectrum preservers.

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