direct-standardization · shipping · also Direct rate standardization

Direct standardization

Direct standardization compares populations by applying the same reference weights to their stratum-specific rates.

Related Observatory article: Direct standardization on hesela.com

The reference weights are nonnegative and sum to one; the same strata and weights must be used for each comparison. NCHS describes this approach for age-adjusted population rates. A standardized rate is a comparison summary rather than the study population's crude rate. [1]

For exposure-based storage rates, Hesela uses a declared reference drive-time distribution and rates in failures per 100 drive-years. The synthetic example gives 4% and 3% under equal age-band weights, while the observed aggregates of the invented inputs are 2.4% and 4.6%. No human population standard is applied to disks, and these are not failure probabilities. [2]

Missing or zero exposure does not provide a zero rate. State the target population, age-band definitions, coverage and sparse strata. Common weights do not by themselves control other differences or turn an observational comparison into a causal estimate. [2]

Relations

related
Annualized failure rate (AFR), Drive-day, Simpson's paradox, Confidence interval

Citations

  1. Klein and Schoenborn (2001): Age Adjustment Using the 2000 Projected U.S. Population, Statistical Notes 20, p. 5 (accessed 2026-10-20)
  2. Hesela: AFR, fleet composition and common-weight comparison (synthetic example) (accessed 2026-10-20)

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Hesela team. Direct standardization. Hesela. 2026-10-20. https://hesela.dev/terms/direct-standardization/