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We aim to understand the impact of a scaffolded tool to support learners in the creation of a final project within a community and task-based MOOC. Optional reflection and articulation prompts were embedded in a digital workbook to support assignment development. Workbook use was prevalent, with 65% of learners using it. Our qualitative analysis revealed that assignment responses associated with substantial workbook use were: A) informally written and loosely connected to assignment objectives (36%) or B) well-articulated and connected to assignment objectives (29%). Responses associated with little to no workbook use were: C) superficial or uncontextualized (29%), or D) consistent with type “B” responses (6%). We discuss implications for instructors and learning designers in scaffolding complex projects in MOOCs.