The sample based data is called static. Like in an election 30% of the public wants to win X candidate.
static based on large sample which is generally found in percentage, other hand Parameter based on small quantities or population, that you can judge near to exact numbers. Like 90% of the people in a class like cricket.
Who I will select depends on the situation, if I want to work on a large population sample, I will choose the static and if I want to work on a small population, I will select the parameter so that I will be near my result I can reach.
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