In this paper, I propose a new notion of the almost marginal conditional stochastic dominance rule by confining the ratio of marginal utility to exclude decision makers with extreme preferences. I show that this new rule can be implemented by linear programming. Finally, I demonstrate the application of this new rule by constructing a set of efficient portfolios characterized by high momentum, high book-to-market value and small-size firms.