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Quick Review Central tendency: Mean, Median, Mode Shape: Normal, Skewed, Modality Variability: Standard Deviation, Variance Quick Review SAMPLE POPULATION X X X X X n N S 2 X S X2 X2 2 X 2 ( X X ) n 1 (X N X )2 SX X SX X 2 ( X X ) n 1 (X N X )2 Evaluating scores Raw score of X: -Measure of absolute standing -Difficult to interpret Z-SCORE - Measure of relative standing Z-Transformation -Transforming all raw scores in a distribution does not change the shape of a distribution, it does change the mean and the standard deviation Z Transformation -Z transformation provides a common metric to compare scores on different variables Given X , find Z Given Z , find X Find Z Find X -THEORETICAL PROBABILITY DISTRIBUTIONS (Z, F, T) -Used for testing hypothesis -Provide a way of determining probability of an obtained sample result (experimental outcome) -Usually, the probably that experimental result occurred by chance given null distribution A THEORETICAL PROBABILITY DISTRIBUTION The standard normal curve: - Bell-Shaped, symmetrical, asymptotic - Mean, Median and Mode all equal - Mean = 0; SD (δ) = 1; Variance (δ2) = 1 THE NORMAL CURVE Area under curve probability -Z is continuous so one can only compute probability for a range of values THE (STANDARD) NORMAL CURVE BASIC RULES TO REMEMBER: THE (STANDARD) NORMAL CURVE BASIC RULES TO REMEMBER: 50% above Z=0, 50% below Z = 0 34% between Z=0 & Z= 1 / between Z=0 & Z = -1 68% between Z = -1 and Z = +1 96% between Z = -2 and Z = +2 99% between Z = -3 and Z = +3 THE (STANDARD) NORMAL CURVE TWO-TAILED CRITICAL VALUES 5% + and -1.96 1% + and – 2.58 THE NORMAL CURVE ONE-TAILED CRITICAL VALUES 5% + OR - 1.645 1% + OR – 2.33