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Providing elementary school children with guidance and support for problem-solving is critical in problem-based learning contexts where they learn computational thinking (CT) working with Educational Robotics. While teachers are highly adept at providing such support, class sizes are often a challenge to how well they can attend to all children. We developed paper-based visual prompts with tasks and compared their effect on CT learning gains and problem-solving processes with teacher metacognitive support. We find differences in how much time children spend on specific problem-solving stages (e.g., idea generation and prototyping). Children receiving the paper-based support also show higher gains on a test of CT practices than those supported by the teacher.