The authors conducted think-aloud interviews to reveal differences in reasoning and graph quality among undergraduate biology students, graduate students, and professors in a pen-and-paper graphing task. Similarities and differences between participant groups and the reasoning that occurred during planning, construction, and reflection phases are discussed.