Measure efficiency gains alongside computing resource use | AIGP
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Measure efficiency gains alongside computing resource use: Which evidence should resolve the environmental

AIGP Understanding How to Govern AI Development Medium

Measure operational benefit and computing resource use together to evaluate the stated environmental tradeoff.

The question

A medical administrator, without providing clinical advice, is choosing between two scheduling models. One uses more computing resources for modest efficiency gains. Which evidence should resolve the environmental tradeoff before approval?

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  1. Estimate procurement and implementation costs for both models.
    Financial implementation costs are relevant to feasibility but do not measure the environmental resource burden identified in the scenario.
  2. Compare user satisfaction surveys only.
    Satisfaction evidence may show service value but omits the computing-resource impact central to the stated environmental tradeoff.
  3. Choose the model with the lowest energy estimate.
    Lower estimated energy use may reduce impact but ignores whether the model provides sufficient administrative benefit for the intended purpose.
  4. Measure efficiency gains alongside computing resource use.
    This comparison shows whether the operational benefit justifies the additional resource burden, directly addressing the tradeoff.
The trap
Environmental tradeoffs require paired evidence: what the system delivers and what resources it consumes.

How to remember it

Measure operational benefit and computing resource use together to evaluate the stated environmental tradeoff.

How many of these would you get right?

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