Inferential Statistics by Coursera
Skills you will learn!
Curriculum
2 Topics
About Statistics with R Specialization
More about Inferential Statistics
16 Topics
Introduction
Sampling Variability and CLT
CLT (for the mean) examples
Confidence Interval (for a mean)
Accuracy vs. Precision
Required Sample Size for ME
CI (for the mean) examples
Lesson Learning Objectives
Lesson Learning Objectives
Week 1 Suggested Readings and Practice Exercises
About Lab Choices
Week 1 Lab Instructions (RStudio)
Week 1 Lab Instructions (RStudio Cloud)
Week 1 Quiz
Week 1 Lab
Week 1 Practice Quiz
15 Topics
Another Introduction to Inference
Hypothesis Testing (for a mean)
HT (for the mean) examples
Inference for Other Estimators
Decision Errors
Significance vs. Confidence Level
Statistical vs. Practical Significance
Lesson Learning Objectives
Lesson Learning Objectives
Week 2 Suggested Readings and Practice Exercises
Week 2 Lab Instructions (RStudio)
Week 2 Lab Instructions (RStudio Cloud)
Week 2 Quiz
Week 2 Lab
Week 2 Practice Quiz
19 Topics
Introduction
t-distribution
Inference for a mean
Inference for comparing two independent means
Inference for comparing two paired means
Power
Comparing more than two means
ANOVA
Conditions for ANOVA
Multiple comparisons
Bootstrapping
Lesson Learning Objectives
Lesson Learning Objectives
Week 3 Suggested Readings and Practice Exercises
Week 3 Lab Instructions (RStudio)
Week 3 Lab Instructions (RStudio Cloud)
Week 3 Quiz
Week 3 Lab
Week 3 Practice Quiz
20 Topics
Introduction
Sampling Variability and CLT for Proportions
Confidence Interval for a Proportion
Hypothesis Test for a Proportion
Estimating the Difference Between Two Proportions
Hypothesis Test for Comparing Two Proportions
Small Sample Proportions
Examples
Comparing Two Small Sample Proportions
Chi-Square GOF Test
The Chi-Square Independence Test
Lesson Learning Objectives
Lesson Learning Objectives
Week 4 Suggested Readings and Practice Exercises
Week 4 Lab Instructions (RStudio)
Week 4 Lab Instructions (RStudio Cloud)
Project Instructions Data Files and Checklist
Week 4 Quiz
Week 4 Lab
Week 4 Practice Quiz
Inferential Statistics
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