Adaptive MEL Frameworks: Moving Beyond Static Logframes to Real-Time Learning
Traditional logframes lock programmes into rigid cause-and-effect assumptions. Adaptive MEL frameworks replace static matrices with living theories of change, feedback loops, and real-time data streams — enabling development organisations to learn and course-correct continuously.