Build a comparable baseline for outcomes: Before replacing | AIGP
7-day money-back guarantee — full refund within 7 days of purchase if you've completed under 20% of the questions. See pricing →
Certifications Tools Flashcards Career Paths Exam Guides Blog Pricing For Teams About

Language

✓ EnglishDeutschEspañolFrançaisPortuguês
Check readiness — free →

Build a comparable baseline for outcomes: Before replacing the current process, what evidence is most

AIGP Understanding How to Govern AI Deployment and Use Hard

A comparable baseline is needed to interpret speed claims and detect operational or subgroup impacts.

The question

A public-benefit office reports that an AI triage pilot processes applications faster than the manual team, but the pilot used easier cases and extra temporary staff. Existing records do not show wait-time or error differences by applicant group. Before replacing the current process, what evidence is most important?

Preparing for AIGP? Take the free 5-min readiness quiz →

  1. Build a comparable baseline for outcomes, conditions, and groups. ✓
    A baseline should cover wait times, errors, staffing, case mix, and subgroup impacts so the replacement decision reflects normal operations and affected people.
  2. Review the vendor's classification benchmark.
    A vendor benchmark has limited scope and cannot establish outcomes for this office, its normal workload, or affected applicant groups.
  3. Compare pilot speed with its target.
    Speed against a target does not show whether gains persist under normal staffing and case mix or whether errors differ across applicant groups.
  4. Use pilot satisfaction surveys as the replacement decision basis.
    Satisfaction is relevant, but surveys alone cannot quantify operational errors, wait times, staffing effects, or subgroup differences.
The trap
Check whether comparison conditions, outcomes, and affected populations are genuinely comparable.

How to remember it

A comparable baseline is needed to interpret speed claims and detect operational or subgroup impacts.

How many of these would you get right?

One of 1581 AIGP questions on Certsqill. Take a free five-minute check and see your score per domain — not one number, but which section to open tonight.

Test your AIGP readiness — free

More Understanding How to Govern AI Deployment and Use questions

Part of the Certsqill AIGP question bank · Understanding How to Govern AI Deployment and Use · Every answer, right and wrong, comes with its own explanation.