What is the role of downstream task performance in evaluating dimensionality reduction?

Downstream performance evaluates whether reduced representations improve real task outcomes.

Instead of evaluating embeddings directly, one can measure performance on tasks like classification, clustering, or retrieval. If dimensionality reduction improves accuracy, speed, or robustness of these tasks, it is considered successful. This is often the most practical evaluation approach in production systems.