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Claiming to be a complex approach, the updated worldwide Sustainable Development Goals agreement broadens its educational scope and acknowledges the integrated and indivisible character of human development through diverse dimensions. Complex systems research provides ways to improve our understanding of the complexity of education and to explore how education fits within the context of human development. To account for 'effect‐based' research on education complexity, using the American Community Survey data, we developed a model by inferring a probabilistic network structure of diverse aspects of human development dimensions including education. We explored the model by network analysis methods to discover the intrinsic relationships among education variables and the extrinsic relationships of education with other dimensions of human development in the USA. The results confirmed the well‐known rationale of the relationship between education and wealth, and expanded the understanding of complexity of education as it is part of the life course (timing of individual development) and of the cultural construction of identity. Copyright © 2016 John Wiley & Sons, Ltd.