RollData Synthetic Data

We generate synthetic tabular datasets designed to preserve statistical structure and improve downstream ML utility. Below are reproducible LightGBM benchmarks comparing models trained on real data, synthetic data, and real+synth, evaluated on held-out test sets.

Utility Preservation Summary

Utility preservation across datasets (synthetic vs real baseline). Values above 100% indicate synthetic data improved downstream ML utility in this setup.