Benchmarking compares a system’s performance with a reference implementation or established industry metrics. It provides a practical baseline for judging whether an analytics system is efficient. section 7.1
Place benchmarking alongside complementary performance checks:
- Profiling identifies execution hot spots and memory use. section 7.1
- Stress testing examines behavior under loads near or beyond expected limits. section 7.1
- Monitoring tracks performance metrics over time and reveals effects of optimization, changing data volumes, and computational demands. section 7.1
Benchmarking bootstrap analysis
A bootstrap calculation for state-level average sales prices and review scores repeatedly samples data and recalculates statistics. Benchmarking can compare the resulting system performance against a reference implementation or industry-standard metrics, with execution time as the main focus. section 7.1
