Research indicates that about a quarter of adult students separate from formal adult basic and secondary education (ABE/ASE) programs before completing one educational level. This retrospective study explores individual dispositional factors that affect motivation during learning, particularly students' goals, goal-directed thinking and action based on hope theory and attendance behaviors, and self-perceptions of competency based on affective domain attributions about external and internal obstacles to learning and employment, and demographic factors. Among 274 ABE/ASE students, those learners who made an education gain in 1 year significantly differed from those who did not in only a few dispositional or demographic variables; and by educational level they significantly differed in a wide variety of dispositional and demographic variables. These findings suggest researchable questions and programmatic considerations that may lead to future innovations that improve learner persistence.