IndietroFundamental Concepts and Formulas in Statistics
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Descriptive Statistics
Class Width
The class width is used in frequency distributions to determine the range of each class interval.
Formula:
Sample Mean
The sample mean is the average value of a sample, representing the central tendency.
Formula (raw data):
Formula (frequency table):
Sample Standard Deviation
The sample standard deviation measures the spread or dispersion of data points in a sample.
Formula (definition):
Formula (shortcut):
Midrange
The midrange is a measure of central tendency, calculated as the average of the maximum and minimum values.
Formula:
Probability and Counting Rules
Permutation
Permutations count the number of ways to arrange items where order matters.
Formula (n objects, r at a time):
Formula (with identical items):
Combination
Combinations count the number of ways to select items where order does not matter.
Formula:
Conditional Probability
Conditional probability is the probability of event A occurring given that event B has occurred.
Formula:
Addition Rule
The addition rule calculates the probability of either event A or event B occurring.
Formula:
Measures of Position and Spread
Z-score
The z-score indicates how many standard deviations a data point is from the mean.
Formula:
IQR and Upper and Lower Fences
The interquartile range (IQR) measures the spread of the middle 50% of data. Fences help identify outliers.
Formulas:
Empirical Rule
Empirical Rule (68-95-99.7 Rule)
The empirical rule describes the spread of data in a normal distribution.
Approximately 68% of the data is within 1 standard deviation of the mean.
Approximately 95% of the data is within 2 standard deviations of the mean.
Approximately 99.7% of the data is within 3 standard deviations of the mean.
Example: If the mean test score is 70 and the standard deviation is 10, about 68% of scores will fall between 60 and 80.
Standard Deviations from Mean | Percent of Data |
|---|---|
1 | 68% |
2 | 95% |
3 | 99.7% |