AI for job description scorecards checklist

Checklist

Raw source material is preserved before AI edits begin.The desired output format is written explicitly.Edge cases, missing values, and exceptions are listed.The first output is reviewed against real examples.The final prompt is stored for reuse.Sensitive or policy-heavy cases get manual review.Collect the role scope, outcomes, and must-have skills.Separate hard requirements from coachable traits.Ask for score criteria, rating scale, and evidence prompts.Store one approved scorecard for each recurring role type.

Mistakes to avoid

using one generic scorecard for very different roles

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

mixing role outcomes and personality preferences

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

forgetting to define rating anchors

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

collecting feedback without a structured rubric

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

Related workflow pages

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