Checking proxy attributes | AWS Certified AI Practitioner (AIF-C01) original practice question

4.1Standard

Do not use a protected attribute directly.

Another feature may strongly predict it.

Choose two evaluation practices.

Hint 1: Focus on the requirement

Identify what must change and what must remain unchanged. Then choose the command whose scope matches that requirement.

Hint 2: Check each command's role

Separate commands that display information, change state, remove data, or affect a child process.

Detailed explanation

CorrectTest feature correlations and predictability to identify proxy attributes

Indirect disparate impact can be found.

CorrectUse protected attributes only for controlled evaluation and compare groups

Fairness measurement remains possible.

IncorrectRemoving the protected field guarantees fairness

Proxy influence can remain.

IncorrectIgnore group differences when overall performance is high

Averages can hide disparate impact.

An example you can run in a temporary verification environment.

AWS公式AIF-C01 Domain 4.1の公平性、代理属性、グループ評価を確認する。

直接・間接の属性影響を評価し、全体平均だけに依存しない。

Foundation review

Check whether the command acts on the current shell, a new process, an existing process, or a file.

Use the supplied command and compare the output with the expected result.

Question IDAWS-AIF-330

EnvironmentAWS公式AIF-C01試験ガイドとAWS公式ドキュメントの確認

Last technical review2026-08-20