A set of vertices in a digraph is majority-stable if each of its vertices has at most half of its outneighbors in the set. A fractional majority coloring assigns nonnegative weights to such sets, covering each vertex to total weight at least one; its minimum total weight is the fractional majority coloring number. We prove that every finite loopless digraph has fractional majority coloring number at most , improving the bound of Anastos, Lamaison, Steiner and Szabó. Our construction uses exclusive sampling from pairs in random cycle matchings, followed by deletion and a correction on the acyclic remainder. The same approach yields bounds below for digraphs with a directed cycle factor, for those with an even cycle factor, and for tournaments. As a consequence, for every fixed , we obtain a randomized -approximation algorithm producing an explicit fractional majority coloring in expected polynomial time. On the complexity side, we prove NP-completeness of deciding whether the fractional majority coloring number equals , and establish a multiplicative inapproximability threshold of and an additive upper-estimation threshold of . All three results hold for acyclic oriented digraphs with outdegrees zero or two in which every directed path has length at most two.

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