This study examines Japanese EFL students’ causal reasoning in argumentative writing by analyzing because-clauses and connective use across two prompts. Results show strong reliance on generalization and because, with rare use of inferential markers like therefore, indicating difficulty constructing advanced argumentative relations and sensitivity to prompt effects.