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We start by reviewing key research on approaches to learning (deep vs. surface approaches), followed by an introduction an important type of learning in the 21st century: ill-structured problem solving. We then discuss the intersection between these two research areas, and contrast deep and surface learning patterns in the context of of ill-structured problem solving. At the conference, we will discuss strategies to promote deep learning in ill-structured problem solving by addressing various underlying factors.