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An Introduction to Statistics
Review of Statistics Lessons 3 and 4
Lesson 3: Measures of Central Tendancy
- Average is an ambiguous term referring often but not exclusively to the arithmetic mean.
- By average we usually mean some measure of central tendancy.
- Mode, median, and midrange are additional common averages.
- We find the arithmetic mean by summing all elements and dividing by the number of elements.
- Although x-bar is used for sample mean, µ (mu) is used for population mean.
- Sample size is the number of elements and is denoted by n.
- The population size is typically denoted by N.
- Mode is the data element which occurs most frequently.
- A uniform distribution can be said to have no mode.
- Distributions may also be bimodal or multimodal.
- The median is the middle element in an ordered data set.
- When there are an even number of elements, the median is the arithmetic mean of the middle two.
- The midrange is the arithmetic mean of the highest and lowest data elements.
- Do not confuse midrange, a measure of central tendancy, with range, a measure of dispersion.
- The mean is reliable (uses every data element) but can be distorted by outliers.
- While no average is the best, under certain circumstances one may be better than another.
- We typically report the mean to one more significant digit than the data.
- One should probably report the mean and standard deviation to the same precision.
- Another common rule in science is to use three significant digits (slide rule accuracy).
Lesson 4: Various Means
- The arithmetic mean is the sum of all elements divided by the number of elements.
- The geometric mean is used to find average rates of growth.
- The geometric mean is the nth root of the product of the data elements.
- nth roots can be found on your calculator using fractional exponents (½ would be square root).
- The harmonic mean is used to calculate average rates like speed.
- Harmonic mean is found by dividing n by the sum of reciprocals of the data elements.
- Reciprocal means "1 over the value".
- Speed is a scalar, whereas velocity is a vector (has both magnitude and direction).
- The quadratic mean is also known as Root Mean Square (RMS).
- It is used for AC voltage and is the square root of (the sum of the squares divided by n).
- The arithmetic mean of AC voltage is zero.
- The 10% trimmed mean is the arithmetic mean without the top 10% and bottom 10%.
- This avoids outlier distortion and corrects some skew.
- A distribution is skewed to the right if the mean is to the right of the median.
- Weighted means are most commonly encountered in GPA's where items have differing affects.
- Sometimes none of these means suffice and some combination is required.
- Be sure you can calculate means not only from a table of values,
but also from a frequency table.