Background Longitudinal studies have shown that mild cognitive impairment (MCI; a precursor of dementia) reverts to normal cognition (NC). However, we couldn’t find any reports that have examined the lifestyle activity change patterns of elderly people diagnosed as having MCI and their outcomes in a longitudinal study. We determined the lifestyle activity change patterns among elderly people with MCI. Methods The participants in this study were 769 community-dwelling elders who were ≥65 years old with MCI at baseline. Four years later, participants were classified into reverters who recovered from MCI to NC, maintainers who maintained MCI, and converters who had global cognitive impairment (GCI) or Alzheimer disease (AD). We used latent class analysis (LCA) to classify changes in instrumental activities of daily living (IADL), and cognitive, social, and productive activities of the participants. Subsequently, we performed a multinomial logistic regression analysis with reversion status as dependent variable (the most typical, converters as reference group) and cluster membership as independent variables. Results The reversion rate of 769 participants was 33.3%. The reverters were maintaining multidomain lifestyle activities, converters had discontinued multidomain lifestyle activity or were inactive, and maintainers were maintaining productive activities. According to logistic regression analysis, the activity pattern of continuing to engage in multidomain lifestyle activities and start activity were more likely to recover from MCI to NC (P <.05). Conclusions Elderly participants with MCI who continued their multidomain lifestyle activities were more likely to recover to NC. Even if it does not lead to NC, continuing productive activities is important to maintaining MCI without converting.