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Understand fundamental statistical concepts, from sample representation to variable measurement, and learn about inferential statistics and frequency distributions. Includes graphing data techniques like histograms, boxplots, and normal distribution analysis.
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Basic Statistical Review EPS 625 – Intermediate Statistics Robert A. Horn, Ph.D.
Key Terms • Sample • Statistic • Representative of the population • Commonly symbolized with Roman Letters • Population • Parameter • Commonly symbolized with Greek Letters • Sampling • Random Sample • Random Assignment
Key Terms • Variables • Categorical (Nominal – Ordinal) • Discrete • Qualitative • Frequency • Continuous (Interval – Ratio) • Quantitative • Measurement
Key Terms • Independent (Predictor) Variable • Active (experimental) • Attribute (measured) • Dependent (Criterion) Variable • Extraneous Variable • Confounding • Third Variable
Key Terms • Descriptive Statistics • Measures of Central Tendency • Mean, Median, Mode • Measures of Variability • Range, Standard Deviation, Variance • Inferential Statistics • Parametric • Nonparametric
Describing Distributions • Symmetric (Normal Distribution) • Modality • Unimodal, Bi-Modal, Multi (tri)-Modal • Skewness • Negative, Normal (Symmetrical), Positive • Kurtosis • Platykurtic, Mesokurtic (Normal), Leptokurtic • Linearity • Linear or Curvilinear
Summation Notation () • One of the most common symbols in statistics is the uppercase Greek letter sigma, (), which is the standard notation for summation. • It is readily translated as “add up, or sum, what follows.” • The general rule, which always applies, is to perform operations within parentheses before performing operations outside parentheses.
Common Statistical Symbols • X A Raw Score • Mean of a Sample • Mean of a Population • s Standard Deviation of a Sample • Standard Deviation of a Population • s 2 Variance of a Sample • 2 Variance of a Population
Key Terms • Probability • = Level of Significance • p = Probability (Sig.) • Confidence Intervals • Effect Size • d Family • r Family • Standard Scores • z •
Statistical Results and APA t(9) = 5.08, p < .05, d = 1.61 F(2, 57) = 9.75, p < .01, 2 = .42 | = Single Space NOT t(9)=5.08,p<.05,d=1.61 F(2,57)=9.75,p<.01,2=.42