for using parametric tests, is it required that the sample data are normally distributed or is it sufficient to know from other similar types of experiments that the population data are normally distributed?

In samples, which are obviously smaller than the population, a few extreme values may ruin the normal distribution but the population as a whole can still have a normal distribution.