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Unethical framing can unfairly influence interpretation. Your choice of which metric (the single spike vs. the annual context) to emphasize directly illustrates a narrative bias.

Columns shelf: Month field

Rows shelf: Unscheduled PTO Days field

Negative/Unethical: Alex took 100% unscheduled PTO days than the goal in Month 10. This indicates a potential lack of commitment or poor personal planning, putting strain on the team. Focuses only on the 2 days in one month.

Positive/Ethical: Over the course of the year, Alex had a near-perfect attendance record, only using 3 unscheduled PTO days total, which is well below the typical allowance. Month 10’s 2 days were an anomaly.