What is considered the theoretical gold standard for avoiding sampling bias?

Answer

Simple Random Sampling (SRS)

Simple Random Sampling is the theoretical gold standard because it ensures every single member of the defined population has an equal probability of being selected.

What is considered the theoretical gold standard for avoiding sampling bias?

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How Does Sampling Bias Affect Research? - The Friendly Statistician

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