Approximate Design-Based Intervals for Downsampled Cross-Sectional Market Aggregates: A Randomized Design for Bandwidth-Constrained Financial Data Pipelines

Minmin Zeng

Financial institutions routinely downsample cross-sectional options panels to meet bandwidth and cost constraints. The industry default---deterministic Top-$k$ selection by open in…