Purpose This paper proposes a heuristic, data-driven approach to the rapid performance evaluation of periodic maintenance on complex production plants. Through grouping, interval (MI)-based and assessment, potential nonvalue-adding elements can be identified in current structure. The framework reduces management complexity supports decision-making process for further improvement. Design/methodo...