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Methods & Engineering2026-05-15

# Faster Turnaround Lives in the Statistics

Shorter test cycles usually don't come from more people or machines — but from getting the statistical plan right first.

## Where turnaround slows

Often the delay isn't the experiment but retesting and rework. Sound sampling and statistical design cut wasted effort.

## Three levers

- Up-front power analysis to set the necessary sample size
- Sensible batch design to reduce confounding
- Automated data checks to reduce rework

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[![Data Integrity, in Practice](https://fsu.creght.com/site/2077312421558489088/1784111044614__gezhi_fluid_hero.jpg)\
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**Data Integrity, in Practice** \
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ALCOA+ isn't a poster on the wall. We break it into actions the bench can actually perform every day.\
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Read Next](/en/publications/data-integrity-in-practice)

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