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yes.

z score measures distance from 0. 0 represents the mean.

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Q: Will locations near the population mean have z-scores near zero?
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What values of a sample mean would repeat more often?

Ones that are near the population mean.


What does approached mean?

It means to draw nearer to something; get closer.


Why is the standard deviation of a distribution of means smaller than the standard deviation of the population from which it was derived?

The reason the standard deviation of a distribution of means is smaller than the standard deviation of the population from which it was derived is actually quite logical. Keep in mind that standard deviation is the square root of variance. Variance is quite simply an expression of the variation among values in the population. Each of the means within the distribution of means is comprised of a sample of values taken randomly from the population. While it is possible for a random sample of multiple values to have come from one extreme or the other of the population distribution, it is unlikely. Generally, each sample will consist of some values on the lower end of the distribution, some from the higher end, and most from near the middle. In most cases, the values (both extremes and middle values) within each sample will balance out and average out to somewhere toward the middle of the population distribution. So the mean of each sample is likely to be close to the mean of the population and unlikely to be extreme in either direction. Because the majority of the means in a distribution of means will fall closer to the population mean than many of the individual values in the population, there is less variation among the distribution of means than among individual values in the population from which it was derived. Because there is less variation, the variance is lower, and thus, the square root of the variance - the standard deviation of the distribution of means - is less than the standard deviation of the population from which it was derived.


What does hither mean?

As an adverb "hither" means "to or toward this place". As an adjective it means "located on the near side."


Can you tell just by looking at two line plots which data set has the greater mean?

No. Definitely not if the lines intersected near their means.

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What values of a sample mean would repeat more often?

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