In this paper we will examine the effects of uncertainty of investment costs on the expected gain and budget allocation of a decision-maker. These effects are studied using the relationship between riskiness and stochastic dominance. Results and examples are provided for the case of budgeting one project. Furthermore, the problem of centralized vs. non-centralized budget allocation forn identically independent distributed projects is discussed.