IntroductionThis paper is a contribution to the study of the global structure of measure preserving actions of countable (discrete) groups on non-atomic standard probability spaces. For such a group Γ and space (X, µ), we let A(Γ, X, µ) be the space of measure preserving actions of Γ on (X, µ). In the book [K] a hierarchical notion of complexity of such actions, called weak containment, was introduced, motivated by analogous notions of weak containment of unitary representations. Roughly speaking an action a ∈ A(Γ, X, µ) is weakly contained in an action b ∈ A(Γ, X, µ), in symbols a b, if the action of a on finitely many group elements and finitely many Borel sets in X can be simulated with arbitrarily small error by the action of b. We also denote by a ≃ b ⇐⇒ a b & b a the corresponding notion of weak equivalence.This notion of equivalence is much coarser than the notion of isomorphism (conjugacy) a ∼ = b. It is well understood now that, in general, isomorphism is a very complex notion, a fact which manifests itself, for example, in the lack of any reasonable structure in the space A(Γ, X, µ)/ ∼ = of actions modulo isomorphism. On the other hand, weak equivalence is a smooth equivalence relation and the space of weak equivalence classes A(Γ, X, µ)/ ≃ is quite well behaved.Another interesting fact that relates to the study of weak containment is that many important parameters associated with actions, such as the type, cost, combinatorial parameters, etc., turn out to be invariants of weak equivalence and in fact exhibit desirable monotonicity properties with respect to 1 the pre-order of weak containment, a fact which can be useful in certain applications.There has been quite a lot of activity in this area in the last few years and our goal in this paper is to provide a survey of this work. We include detailed references to the literature, where the reader can find proofs of theorems that are discussed here. We do include a few proofs either of results that have not appeared before or when we thought that a more detailed or sometimes a simplified presentation is desirable.The paper is organized as follows. Section 1 reviews concepts of weak containment for unitary representations. In Section 2, we define weak containment for actions and provide several equivalent reformulations. In Section 3, we start the study of the pre-order of weak containment and discuss its relationship with concepts such as freeness, ergodicity, strong ergodicity, and co-induction for group actions. In Section 4, we discuss the connection of weak containment of actions with that of their Koopman representations. Section 5 continues the study of the pre-order of weak containment, concentrating on the existence and description of a maximum action. In Section 6, we discuss the relationship of weak containment to the classical concept of factoring, which is a strong form of weak containment, including some recently established rigidity phenomena concerning these notions. Section 7 surveys the invariance and monotonicity properties of various pa...