Interactive tasks designed to elicit real-life problem-solving behavior are rapidly becoming more widely used in educational assessment. Incorrect responses such can occur for a variety of different reasons as low proficiency levels, metacognitive strategies, or motivational issues. We demonstrate how behavioral patterns associated with incorrect can, part, be understood, supporting insights in...