The stable (Hurwitz) polynomials are important in the study of differential equations systems and control theory (see [7] and [19]). A property of these polynomials is related to Hadamard product. Consider two polynomials p, q ∈ R[x]:p(x) = a n x n + a n−1 x n−1 + · · · + a 1 x + a 0. Some results (see [16]) shows that if p, q ∈ R[x] are stable polynomials then (p * q) is stable, also, i.e. the Hadamard product is closed; however, the reciprocal is not always true, that is, not all stable polynomial has a factorization into two stable polynomials the same degree n, if n ≥ 4 (see [15]).In this work we will give some conditions to Hadamard factorization existence for stable polynomials.These results open new possibilities for robust stability analysis of families with non-linear dependencies of parameters, allowing in some cases, separate parameters via Hadamard stable factorization to obtain two stable polynomials, with fewer parameters and consequently obtaining a simpler problem to solve.