What is the role of evaluation metrics in dimensionality reduction?

Evaluation metrics measure how well a dimensionality reduction method preserves structure or utility.

Since dimensionality reduction is often unsupervised, evaluating quality is challenging. Metrics include reconstruction error, trustworthiness, continuity, silhouette score, and downstream task performance. Each metric captures different aspects such as local neighborhood preservation, global structure retention, or task-specific usefulness.