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Shrinkage Calculator for AI Research Lab

If you need 25 researchers actively shipping experiments, how many should be staffed?

Shrinkage

28.0%

Net Capacity

72.0%

Headcount

70

You need 70 Researchers to keep 50 available, with 20 extra to cover shrinkage.

Shrinkage categories

Adjust each category as a percentage of total paid time

Model training wait time7%
Experiment resets6%
GPU maintenance5%
Paper writing6%
Conference travel4%

Add custom category

Shrinkage breakdown

Live view of which categories contribute most to total shrinkage

Capacity split

Available time vs shrinkage

Headcount mix

Coverage target vs added Researchers for shrinkage

Frequently asked questions

Why include model wait time in shrinkage?

Researchers are paid while training jobs queue and run, reducing hands-on productive capacity.

Should conference travel be included?

Yes. Travel and event participation are planned paid time unavailable for active research output.

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