[Educator.com] - General Statistics Online Course by Dr. Philip Yates, Ph.D

Duration: 16 hours, 23 minutes
Number of Lessons: 44


Section 1: Introduction
Basic Ideas 17:34

Section 2: Exploring Data
Raw Data, Dotplots, Stemplots 27:24
Histograms, Cumulative Frequency Plots 10:21
Summarizing Distributions, Measuring Center 16:04
Measuring Spread: Range, IQR, Standard Deviation 18:04
Measuring Position: Quartiles, Percentiles, Standardized Scores 16:28
Boxplots 15:37
Comparing Distributions of Univariate Data 24:19
Exploring Bivariate Data: Scatterplots 13:45
Least Squares Regression 17:32
Exploring Categorical Data 17:00

Section 3: Sampling and Experimentation
Methods of Data Collection 12:04
Planning and Conducting Surveys 13:51
Planning and Conducting Experiments 19:32

Section 4: Probability
Experiment, Outcomes, and Sample Space 14:54
Calculating Probability 14:13
Probability and Events 22:08
Intersection of Events and the Multiplication Rule 19:58
Union of Events and the Addition Rule 18:28
Bayes' Rule 16:59

Section 5: Discrete Random Variables and Probability Distribution
Random Variables 7:52
Probability Distribution of a Discrete Random Variable 15:55
Mean and Standard Deviation of a Discrete Random Variable 17:37
Factorials, Combinations, Permutations 15:43
Binomial Probability Distribution 21:38
Poisson Probability Distribution 13:40
Geometric and Hypergeometric Probability Distributions 19:08
Combining Independent Random Variables 20:26

Section 6: Continuous Random Variables and the Normal Distribution
Continuous Probability Distribution 6:19
Normal Distribution 6:42
Standard Normal Distribution 13:25
Standardizing a Normal Distribution 12:22
Applications of the Normal Distribution 12:20
Finding Values When the Probability is Known 12:44

Section 7: Sampling Distributions
Population and Sampling Distributions 12:02
Mean, Standard Deviation, and the Shape of the Sampling Distribution of the Sampling Mean 4:57
Applications of the Sampling Distribution of the Sample Mean 14:50
Mean, Standard Deviation, and the Shape of the Sampling Distribution of the Sample Proportion 3:58
Applications of the Sampling Distribution of the Sample Proportion 10:45

Section 8: Estimation of the Mean and Proportion
Introduction to Estimation 12:52
Estimation of a Population Mean: Standard Deviation Known 17:03
Sample Size for Estimation of a Population Mean 10:39
Estimation of Population Mean: Sigma Not Known 19:25
Estimation of Population Proportion: Large Sample 17:26
Large Sample Confidence Intervals for Difference in Population Proportion 16:16
Confidence Intervals for a Difference in Means 27:58
Confidence Intervals for the Slope of a Least Squares Regression Line 18:47

Section 9: Tests of Significance
Introduction: Hypothesis Tests 14:09
Large Sample Test for a Proportion 14:30
Large Sample Test for a Difference in Two Proportions 19:14
Test for a Mean 14:57
Test for a Difference Between Two Means 23:13
Chi-Square Tests: One Way and Two Way 24:33
Hypothesis Testing for the Slope of a Least Squares Regression Line 17:48