This paper develops a novel strategy to Fuzzy Assignment Problems (FAP) based on arithmetic progression and ranking methods for fuzzy triangular numbers and fuzzy trapezoidal numbers. Additionally, in this work, the FAP is defuzzified into crusty values using the Statistical Beta Distribution approach, and an ideal solution is found using the Hungarian method. The suggested strategy is demonstrated with the use of a numerical example.