Argument diagrams are used in education to help students improve their argumentation skills. By using tools from artificial intelligence, teachers can now assess students' reasoning abilities by analyzing their argument maps. A case study demonstrated how this method can identify weaknesses in students' reasoning about everyday issues. This approach combines logic theories on fallacies with data from argument diagrams to evaluate students' argumentation skills effectively.