Through interviews and questionnaires explores five mature students' approaches to learning statistics from the theoretical perspective of activity theory. Analyses socio-historical factors relating to students' self-regulation of their cognitive activities and interpretation of the contexts affecting their approaches. Appendices include interview, attitudes, and statistics course surveys. (Contains 28 references.) (Author/MKR)