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Updated: Aug 24, 2025

Problem-Solving Before Instruction PS-I: A Protocol for Assessment and Intervention in Students with Different Abilities
Published on: September 11, 2021
Learning and Transfer in Problem Solving Progressions
Jonathan S Daniels1, David Moreau2, Brooke N Macnamara1
1Department of Psychological Sciences, Case Western Reserve University, Cleveland, OH 44106, USA.
Abstract:
Do individuals learn more effectively when given progressive or variable problem-solving experience, relative to consistent problem-solving experience? We investigated this question using a Rubik's Cube paradigm. Participants were randomly assigned to a progression-order condition, where they practiced solving three progressively more difficult Rubik's Cubes (i.e., 2 × 2 × 2 to 3 × 3 × 3 to 4 × 4 × 4), a variable-order condition, where they practiced solving three Rubik's Cubes of varying difficulty (e.g., 3 × 3 × 3 to 2 × 2 × 2 to 4 × 4 × 4), or a consistent-order condition, where they consistently practiced on three 5 × 5 × 5 Rubik's Cubes. All the participants then attempted a 5 × 5 × 5 Rubik's Cube test. We tested whether variable training is as effective as progressive training for near transfer of spatial skills and whether progressive training is superior to consistent training. We found no significant differences in performance across conditions. Participants' fluid reasoning predicted 5 × 5 × 5 Rubik's Cube test performance regardless of training condition.
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