Udemy - Statistical Thinking for Data Analysis

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Udemy - Statistical Thinking for Data Analysis (Size: 3.5 GB)
  Bonus Resources.txt 102.4 B
  Get Bonus Downloads Here.url 204.8 B
  ~Get Your Files Here !
  1-Overview of Course Content
  1-Preview of First Chapter of my Textbook.url 102.4 B
  1-Section 1 Preview.en_US.vtt 2.9 KB
  1-Section 1 Preview.mp4 23.5 MB
  10-Integrity in Research
  1-Section 10 - Integrity in Research - 1. The Extra Sensory Perception and Power-Pose Studies.pdf.pdf 323.2 KB
  1-The Extra Sensory Perception and Power-Pose Studies.en_US.vtt 10.5 KB
  1-The Extra Sensory Perception and Power-Pose Studies.mp4 140.6 MB
  2-Populations and Samples
  1-Data, Types of Variables, Datasets.en_US.vtt 9.9 KB
  1-Data, Types of Variables, Datasets.mp4 43.1 MB
  1-Section 2 - Populations and Samples - 1. Data, Types of Variables, Datasets.pdf.pdf 256.8 KB
  2-Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.en_US.vtt 8.4 KB
  2-Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.mp4 47.9 MB
  2-Section 2 - Populations and Samples - 2. Examples - The MMR Vaccine – Autism Link, COVID Testing in NYC Population.pdf.pdf 255.9 KB
  3-R-Labs - Dataframes and Subsetting.en_US.vtt 18.9 KB
  3-R-Labs - Dataframes and Subsetting.mp4 396.6 MB
  3-Section 2 - Populations and Samples - 3. R-Labs - Dataframes and Subsetting.Rmd.Rmd 4.5 KB
  3-Types of Studies
  1-Randomized Experiments - Migraine Study Example.en_US.vtt 9.7 KB
  1-Randomized Experiments - Migraine Study Example.mp4 89.7 MB
  1-Section 3 - Types of Studies - 1. Randomized Experiments - Migraine Study Example.pdf.pdf 368.4 KB
  2-Randomized Experiment - Hydroxychloroquine and COVID Study Example.en_US.vtt 8.5 KB
  2-Randomized Experiment - Hydroxychloroquine and COVID Study Example.mp4 48.4 MB
  2-Section 3 - Types of Studies - 2. Randomized Experiment - Hydroxychloroquine Study Example.pdf.pdf 180.3 KB
  3-Observational Studies - Hydroxychloroquine and COVID Study Example.en_US.vtt 8.3 KB
  3-Observational Studies - Hydroxychloroquine and COVID Study Example.mp4 51.4 MB
  3-Section 3 - Types of Studies - 3. Observational Studies - Hydroxychloroquine Study Example.pdf.pdf 92.4 KB
  4-Measuring Uncertainty with Probability
  1-Section 4 - Measuring Uncertainty with Probability - 1. What is Probability.pdf.pdf 117.5 KB
  1-What is Probability.en_US.vtt 11.9 KB
  1-What is Probability.mp4 58.7 MB
  2-Conditional Probability - Hospital Example.en_US.vtt 20.3 KB
  2-Conditional Probability - Hospital Example.mp4 100.7 MB
  2-Section 4 - Measuring Uncertainty with Probability - 2. Conditional Probability - Hospital Example.pdf.pdf 131.2 KB
  3-Conditional Probability - Blood Pressure - Cholesterol Example.en_US.vtt 9.6 KB
  3-Conditional Probability - Blood Pressure - Cholesterol Example.mp4 46.5 MB
  3-Section 4 - Measuring Uncertainty with Probability - 3. Conditional Probability - Blood Pressure - Cholesterol Example.pdf.pdf 81.5 KB
  4-Bayes Rule - Medical Testing for Disease Example.en_US.vtt 8 KB
  4-Bayes Rule - Medical Testing for Disease Example.mp4 34.3 MB
  4-Section 4 - Measuring Uncertainty with Probability - 4. Bayes Rule - Testing for Disease Example.pdf.pdf 141.5 KB
  5-Visualizing and Summarizing Sample Data
  1-Histograms, Means and Standard Deviations - Climate Change and College Football.en_US.vtt 17.3 KB
  1-Histograms, Means and Standard Deviations - Climate Change and College Football.mp4 166.5 MB
  1-Section 5 - Visualizing and Summarizing Sample Data - 1. Histograms, Means and Standard Deviations - Climate Change and College Football Examples.pdf.pdf 344.4 KB
  2-Section 5 - Visualizing and Summarizing Sample Data - 3. The Normal Distribution and Z-Scores.pdf.pdf 284 KB
  2-The Normal Distribution and Z-Scores.en_US.vtt 9.5 KB
  2-The Normal Distribution and Z-Scores.mp4 41.2 MB
  3-Section 5 - Visualizing and Summarizing Sample Data - 4. The Normal Distribution and Z-Scores - Blood Pressure Example.pdf.pdf 557.6 KB
  3-The Normal Distribution and Z-Scores - Blood Pressure Example.en_US.vtt 18.5 KB
  3-The Normal Distribution and Z-Scores - Blood Pressure Example.mp4 213.4 MB
  4-R-Labs - Summary Statistics.en_US.vtt 9.4 KB
  4-R-Labs - Summary Statistics.mp4 119.5 MB
  4-Section 5 - Visualizing and Summarizing Sample Data - 5. R-Labs - Summary Statistics.Rmd.Rmd 2.1 KB
  5-R-Labs - Data Visualizations.en_US.vtt 11.7 KB
  5-R-Labs - Data Visualizations.mp4 154.9 MB
  5-Section 5 - Visualizing and Summarizing Sample Data - 6. R-Labs - Data Visualizations.Rmd.Rmd 3 KB
  6-Visualizing and Summarizing Sample Statistics
  1-Sample Proportions - Election Polling and Coin-Toss Example.en_US.vtt 14.1 KB
  1-Sample Proportions - Election Polling and Coin-Toss Example.mp4 72.8 MB
  1-Section 6 - Visualizing and Summarizing Sample Statistics - 1. Sample Proportion - Election Polling and Coin-Toss Example.pdf.pdf 369.2 KB
  2-Sample Means - Height Example.en_US.vtt 11.5 KB
  2-Sample Means - Height Example.mp4 131.8 MB
  2-Section 6 - Visualizing and Summarizing Sample Statistics - 3. Sample Means - Pregnancy Duration Example.pdf.pdf 219.7 KB
  3-Sample Means - Pregnancy Duration Example.en_US.vtt 11.9 KB
  3-Sample Means - Pregnancy Duration Example.mp4 45.2 MB
  3-Section 6 - Visualizing and Summarizing Sample Statistics - 3. Sample Means - Pregnancy Duration Example.pdf.pdf 219.7 KB
  7-Confidence Intervals
  1-Confidence Intervals Population Mean - Heart Disease Example.en_US.vtt 14.9 KB
  1-Confidence Intervals Population Mean - Heart Disease Example.mp4 114.6 MB
  1-Section 7 - Confidence Intervals - 1. Population Mean - Heart Disease Example.pdf.pdf 298.6 KB
  2-Population Proportion - National Youth Fitness Survey and Election Polling.en_US.vtt 13.1 KB
  2-Population Proportion - National Youth Fitness Survey and Election Polling.mp4 58.1 MB
  2-Section 7 - Confidence Intervals - 2. Population Proportion - National Youth Fitness Survey and Election Polling Example.pdf.pdf 252.5 KB
  3-Comparing Means - National Youth Fitness Survey Example.en_US.vtt 11.3 KB
  3-Comparing Means - National Youth Fitness Survey Example.mp4 83.1 MB
  3-Section 7 - Confidence Intervals - 3. Comparing Means - National Youth Fitness Survey Example.pdf.pdf 176.1 KB
  8-Hypothesis Testing
  1-Population Proportion - Coin-Toss Example.en_US.vtt 13.1 KB
  1-Population Proportion - Coin-Toss Example.mp4 68.7 MB
  1-Section 8 - Hypothesis Testing - 1. Population Proportion - Coin-Toss Example.pdf.pdf 128 KB
  10-Section 8 - Hypothesis Testing - 10. Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Study Examples.pdf.pdf 153.5 KB
  10-Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Example.en_US.vtt 6.7 KB
  10-Types of Error and Power of the Test - Mask Study and Hydroxychloroquine Example.mp4 86.9 MB
  11-R-Labs - Comparing Means.en_US.vtt 9.5 KB
  11-R-Labs - Comparing Means.mp4 82 MB
  11-Section 8 - Hypothesis Testing - 11. R-Labs - Comparing Means.Rmd.Rmd 1.9 KB
  12-R-Labs - Comparing Proportions.en_US.vtt 7.3 KB
  12-R-Labs - Comparing Proportions.mp4 87.3 MB
  12-Section 8 - Hypothesis Testing - 12. R-Labs - Comparing Proportions.Rmd.Rmd 2 KB
  2-Population Mean - Height and Heart Disease Data Examples.en_US.vtt 14.8 KB
  2-Population Mean - Height and Heart Disease Data Examples.mp4 114.6 MB
  2-Section 8 - Hypothesis Testing - 2. Population Mean - Height and Heart Disease Data Examples.pdf.pdf 183.6 KB
  3-One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.en_US.vtt 9.2 KB
  3-One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.mp4 34.2 MB
  3-Section 8 - Hypothesis Testing - 3. One-Sided versus Two-Sided Alternatives - Height and Heart Disease Data Examples.pdf.pdf 200.6 KB
  4-Hypothesis Testing What Does the P-value Really Mean.en_US.vtt 10.3 KB
  4-Hypothesis Testing What Does the P-value Really Mean.mp4 161.5 MB
  4-Section 8 - Hypothesis Testing - 4. What Does the P-value Really Mean.pdf.pdf 196.1 KB
  5-Comparing Means - National Youth Fitness Survey Example.en_US.vtt 10.4 KB
  5-Comparing Means - National Youth Fitness Survey Example.mp4 35.8 MB
  5-Section 8 - Hypothesis Testing - 5. Comparing Means - National Youth Fitness Survey Example.pdf.pdf 237.6 KB
  6-Comparing Means - College Football Study Example.en_US.vtt 5.1 KB
  6-Comparing Means - College Football Study Example.mp4 19.7 MB
  6-Section 8 - Hypothesis Testing - 6. Comparing Means - College Football Study Example.pdf.pdf 96.5 KB
  7-Comparing Proportions - Analysis of 2x2 Tables - National Youth Fitness Survey.en_US.vtt 13.1 KB
  7-Comparing Proportions - Analysis of 2x2 Tables - National Youth Fitness Survey.mp4 46.5 MB
  7-Section 8 - Hypothesis Testing - 7. Comparing Proportions - Analysis of 2x2 Tables - National Youth Fitness Survey Data Example.pdf.pdf 341.1 KB
  8-Comparing Proportions - Analysis of 2x2 Tables - The Power-Pose Study Example.en_US.vtt 3.4 KB
  8-Comparing Proportions - Analysis of 2x2 Tables - The Power-Pose Study Example.mp4 20.4 MB
  8-Section 8 - Hypothesis Testing - 8. Comparing Proportions - Analysis of 2x2 Tables - The Power-Pose Study Example.pdf.pdf 180 KB
  9-Linear Regression
  1-Correlation - National Youth Fitness Survey Data Example.en_US.vtt 10.3 KB
  1-Correlation - National Youth Fitness Survey Data Example.mp4 36.8 MB
  1-Section 9 - Linear Regression - 1. Correlation - National Youth Fitness Survey Data Example.pdf.pdf 439.3 KB
  2-Section 9 - Linear Regression - 2. The Line of Best Fit - COVID-19 and National Youth Fitness Survey Data Example.pdf.pdf 331.7 KB
  2-The Line of Best Fit - COVID-19 and National Youth Fitness Survey Data Example.en_US.vtt 9.5 KB
  2-The Line of Best Fit - COVID-19 and National Youth Fitness Survey Data Example.mp4 50.9 MB
  3-Section 9 - Linear Regression - 3. Understanding How the Line of Best Fit is Chosen.pdf.pdf 247 KB
  3-Understanding How the Line of Best Fit is Chosen.en_US.vtt 9.6 KB
  3-Understanding How the Line of Best Fit is Chosen.mp4 36.2 MB
  4-Section 9 - Linear Regression - 4. Statistical Inference for the Slope of the Line of Best Fit - National Youth Fitness Survey Data Example.pdf.pdf 350.1 KB
  4-Statistical Inference for the Line of Best Fit - National Youth Fitness Survey.en_US.vtt 11.2 KB
  4-Statistical Inference for the Line of Best Fit - National Youth Fitness Survey.mp4 53.6 MB
  5-Multiple Linear Regression - National Youth Fitness Survey Data Example.en_US.vtt 9.6 KB
  5-Multiple Linear Regression - National Youth Fitness Survey Data Example.mp4 47.3 MB
  5-Section 9 - Linear Regression - 5. Multiple Linear Regression - National Youth Fitness Survey Data Example.pdf.pdf 407.1 KB
  6-R-Labs - Simple Linear Regression.en_US.vtt 10.1 KB
  6-R-Labs - Simple Linear Regression.mp4 41.1 MB
  6-Section 9 - Linear Regression - 6. R-Labs - Simple Linear Regression.Rmd.Rmd 1.8 KB
  9-Section 8 - Hypothesis Testing - 9. Types of Error and Power of the Test.pdf.pdf 340.7 KB
  9-Types of Error and Power of the Test.en_US.vtt 21.8 KB
  9-Types of Error and Power of the Test.mp4 81.6 MB
  2-Section 10 - Integrity in Research - 2. The Vioxx Study - Oxycontin and The Opioid Epidemic.pdf.pdf 354.8 KB
  2-The Vioxx Study - Oxycontin and The Opioid Epidemic.en_US.vtt 11.3 KB
  2-The Vioxx Study - Oxycontin and The Opioid Epidemic.mp4 168.5 MB

Description


Statistical Thinking for Data Analysis

https://WebToolTip.com

Last updated 9/2025
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 7h 16m | Size: 3.48 GB

Understand the Reasoning and Thinking of Data Analysis

What you'll learn
How to assess the quality of study design and how it affects data quality
How to reason with variation in data using data visualizations and summary statistics
How to reason with the variation in sample statistics using sampling distributions
A conceptual understanding of statistical inference: confidence intervals and hypothesis testing
Introduction to linear regression
Introduction to R and RStudio analyzing real-world data

Requirements
Basic Arithmetic. No other background knowledge required
No programming experience required

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