When students draw better concept maps, their answers to harder questions get better too.
Higher order thinking asks students to analyze, evaluate, and create rather than recall. It is also hard to see. Marking a right answer is quick, but judging whether a student has genuinely restructured their understanding takes time few classes have.
Concept maps offer a way in. A map shows which ideas a learner treats as related, and that structure is visible to a teacher and to a machine. Kit Build takes advantage: students rebuild a map from a fixed kit, so the result can be compared against an expert version automatically.
Earlier work showed that raising map quality through Kit Build improves achievement, but nobody had checked whether it also stirs higher order thinking. The authors tested that link, and asked a second question: does automatic scoring agree with human judges?
Improving map quality went together with stronger higher order thinking. Students who produced better structured maps handled the demanding questions better, which supports the idea that map quality is not just a neatness score. It shows how well the material is organized in the learner's head.
The automatic assessment held up too. Its results lined up closely with manual grading, and the authors call it a promising way to judge map quality. That matters, because manual scoring is the step that usually stops teachers from using concept maps.
The practical value is a shorter feedback loop. If software can score a map the moment a student finishes it, teachers keep the hours manual marking would take, and students get a signal while the topic is fresh. The study stops short of promising a replacement for human judgement, but the automatic version looks close enough to help.
For schools weighing mapping activities, the finding is encouraging. The same task that produces a gradeable artefact also pushes students toward the thinking skills that are hardest to teach directly.
Nurmaya et al. (2023). Investigation of the Relationship Between Map Quality and Higher-Order Thinking in Kit-Build Concept Map. Human Interface and the Management of Information, Lecture Notes in Computer Science.
