Which outcome best describes verification's role in aligning data with its purpose?

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Multiple Choice

Which outcome best describes verification's role in aligning data with its purpose?

Verification ensures that the data collected and the cleansing steps taken actually support the intended use. It checks that you’ve gathered the right attributes, that the data is complete and accurate enough, and that cleaning decisions preserve relevance to the business question or decision you’re aiming to support. When you verify in this way, you know the dataset will address the original purpose instead of being technically clean but misaligned with the goal. This is why it’s the best description: it directly ties data quality and preparation to the purpose you have in mind.

Verification ensures that the data collected and the cleansing steps taken actually support the intended use. It checks that you’ve gathered the right attributes, that the data is complete and accurate enough, and that cleaning decisions preserve relevance to the business question or decision you’re aiming to support. When you verify in this way, you know the dataset will address the original purpose instead of being technically clean but misaligned with the goal. This is why it’s the best description: it directly ties data quality and preparation to the purpose you have in mind.

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