I. Understanding the Fundamentals of Statistics A. Definition and Importance of Statistics B. Descriptive vs. Inferential Statistics C. Populations and Samples D. Variables and Data Types
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II. Descriptive Statistics A. Measures of Central Tendency
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III. Data Visualization A. Histograms B. Box Plots C. Scatterplots D. Bar Charts and Pie Charts E. Introduction to Data Visualization Tools (Excel, R, Python, etc.)
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IV. Probability Theory A. Basic Probability Concepts B. Probability Distributions
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V. Sampling and Sampling Distributions A. Simple Random Sampling B. Sampling Methods C. Central Limit Theorem D. Standard Error
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VI. Inferential Statistics A. Confidence Intervals B. Hypothesis Testing C. Types of Errors (Type I and Type II) D. P-values and Significance Levels