Excel for Scientists & Engineers

Chapter 2: Statistical Analysis

Understanding Sampling Distributions

Measurements are usually based on a sample taken from the total population (see Figure - 13).

This sample can be either:

  • a test group taken from the total population or

  • a finite series of measurements done from among an infinite number of potential measurements.


Figure 13: Population versus sample

Using Normal Distribution


Figure 14: Z-values around the mean of means (X-axis) in a Normal Distribution with their probabilities on the Y-axis

The mean of a sample distribution is the result of observing a specific sample. Other samples could have given us different means. The collection of all possible means is the focus of a sampling distribution.

A normal distribution is a sampling distribution with the following properties:

  • 1x the StDev around the mean is 70% of its total surface (= 1 SE)

  • 1.65x StDev is 90% (= 1.65 SE)

The Z-value is plotted on the X-axis of Figure - 14. The Z-value represents the distance between a specific mean and "the Mean of the means," expressed in units of Standard Error (which is the Standard Deviation of the means).

Table 7: Excel functions used to find specific statistical values

Description

Function

Mean of a range of numbers

=AVERAGE ( range)

Standard deviation of a range of numbers

=STDEV( range)

Skewness of a range of numbers: skewed far to the left (-1) or to the right (+1)

=SKEW( range)

Kurtosis

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