Statistical Thinking for Data Analysis

سرفصل های دوره

Truly understand how to interpret and communicate data analysis results by learning how to think statistically

1 - Introduction

1 - Section 1 Introduction

2 - Populations and Samples

2 - Data Types of Variables Datasets

3 - Examples The MMR Vaccine Autism Link COVID Testing in NYC Population

3 - Types of Studies

4 - Randomized Experiments Migraine Study Example

5 - Randomized Experiment Hydroxychloroquine Study Example

6 - Observational Studies Hydroxychloroquine Study Example

4 - Measuring Uncertainty with Probability

7 - What is Probability

8 - Conditional Probability Hospital Example

9 - Conditional Probability Blood Pressure Cholesterol Example

10 - Bayes Rule Testing for Disease Example

5 - Visualizing and Summarizing Sample Data

11 - Histograms Means and Standard Deviations Climate Change and College Football

12 - The Normal Distribution and ZScores

13 - The Normal Distribution and ZScores Blood Pressure Example

6 - Visualizing and Summarizing Sample Statistics

14 - Sample Proportion Election Polling and CoinToss Example

15 - Sample Means Height Example

16 - Sample Means Pregnancy Duration Example

7 - Confidence Intervals

17 - Population Mean Heart Disease Example

18 - Population Proportion National Youth Fitness Survey and Election Polling

19 - Comparing Means National Youth Fitness Survey Example

8 - Hypothesis Testing

20 - Population Proportion CoinToss Example

21 - Population Mean Height and Heart Disease Data Examples

22 - OneSided versus TwoSided Alternatives Height and Heart Disease Data Examples

23 - What Does the Pvalue Really Mean

24 - Comparing Means National Youth Fitness Survey Example

25 - Comparing Means College Football Study Example

26 - Comparing Proportions Analysis of 2x2 Tables National Youth Fitness Survey

27 - Comparing Proportions Analysis of 2x2 Tables The PowerPose Study Example

28 - Types of Error and Power of the Test

29 - Types of Error and Power of the Test Mask Study and Hydroxychloroquine Example

9 - Linear Regression

30 - Correlation National Youth Fitness Survey Data Example

31 - The Line of Best Fit COVID19 and National Youth Fitness Survey Data Example

32 - Understanding How the Line of Best Fit is Chosen

33 - Statistical Inference for the Line of Best Fit National Youth Fitness Survey

34 - Multiple Linear Regression National Youth Fitness Survey Data Example

10 - Integrity in Research

35 - The Extra Sensory Perception and PowerPose Studies

36 - The Vioxx Study Oxycontin and The Opioid Epidemic

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