This chapter addresses the limitations of traditional economic models in predicting housing market fluctuations and broader economic impacts. It explores the advantages of agent-based modeling over conventional approaches, emphasizing the need for a nuanced understanding of human behavior and market dynamics. The discussion also highlights recent advancements in complexity economics and the emerging shift towards innovative modeling techniques in academic and policy environments.