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DOMAIN 221% of the exam

Output Evaluation and Validation

The exam's largest domain: evaluate Claude's output for accuracy, spot hallucinations and bias, and know when human review is required.

  1. 2.1Evaluating Outputs for Accuracy and Completeness
  2. 2.2Identifying Hallucinations, Inconsistencies and Bias
  3. 2.3Fact-Checking and Validation Techniques
  4. 2.4When Human Review or Additional Verification Is Required
  5. 2.5Editing, Adapting and Comparing Outputs for the Audience
  6. 2.6Curating Information and Selecting Output Formats

How others did on this domain

40%

The median score on this domain across 339 first attempts at the CCAO-F mocks. Half scored between 0% and 70%.

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6 full-length mocks of 60 questions in 120 minutes, each scored out of 1,000 against the real pass mark.

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