Effective management of closure references is crucial for preventing memory leaks in JavaScript applications. Techniques include nullifying unnecessary references, removing event listeners, and passing current values in loops. Utilizing WeakMaps for caching and encapsulating closures within modules enhances memory efficiency and control over lifecycle management.