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Is it acceptable to use standard statistics to analyze data collected with probability sampling methods? ... for data collected with nonprobability sampling methods?

Is it acceptable to use standard statistics to analyze data collected with probability sampling methods? ... for data collected with nonprobability sampling methods?

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