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Statistics - Chapter 9 Hypothesis Testing

Michel van Biezen via YouTube

Overview

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Learn the fundamental concepts and applications of hypothesis testing through this comprehensive video series covering 35 detailed lessons over 3 hours and 22 minutes. Master the essential components of hypothesis testing including null and alternative hypotheses, significance levels, test statistics, and critical regions. Explore how to interpret statistical language, understand confidence levels, and apply the probability value (P-value) method. Work through practical examples involving air quality testing, sample mean comparisons, two-tailed tests, and random sampling techniques. Develop skills in population inference from random samples, calculating maximum error of estimate, and determining upper and lower confidence limits at various confidence levels and sample sizes. Practice your understanding through six comprehensive example problems that demonstrate real-world applications of hypothesis testing principles and methodologies.

Syllabus

Statistics: Ch 9 Hypothesis Testing (1 of 34) What is a Hypothesis?
Statistics: Ch 9 Hypothesis Testing (2 of 35) How is Hypothesis Testing Used in Statistics?
Statistics: Ch 9 Hypothesis Testing (3 of 35) What is the "Null Hypothesis"?
Statistics: Ch 9 Hypothesis Testing (4 of 35) What is the "Alternative Hypothesis"?
Statistics: Ch 9 Hypothesis Testing (6 of 35) What is the Level of Significance?
Statistics: Ch 9 Hypothesis Testing (7 of 35) What is the Test Statistics?
Statistics: Ch 9 Hypothesis Testing (8 of 35) What is the Critical Region?
Statistics: Ch 9 Hypothesis Testing (9 of 35) What is the Critical Region? (Intuitive)
Statistics: Ch 9 Hypothesis Testing (10 of 35) How Does Level of Significance Affect Testing?
Statistics: Ch 9 Hypothesis Testing (11 of 35) How Does Level of Significance Affect Testing?
Statistics: Ch 9 Hypothesis Testing (12 of 35) How to Interpret Words Used in Hypothesis Testing?
Statistics: Ch 9 Hypothesis Testing (13 of 35) What is the "Level of Confidence"?
Statistics: Ch 9 Hypothesis Testing (14 of 35) Another Look at the Level of Confidence
Statistics: Ch 9 Hypothesis Testing (15 of 35) Null Hypothesis Example: Air Quality
Statistics: Ch 9 Hypothesis Testing (16 of 35) Null Hypothesis Example: Air Quality
Statistics: Ch 9 Hypothesis Testing (17 of 35) Comparing Sample Mean to Test Statistics: Part 1
Statistics: Ch 9 Hypothesis Testing (18 of 35) Comparing Sample Mean to Test Statistics: Part 2
Statistics: Ch 9 Hypothesis Testing (19 of 35) Comparing Sample Mean to Test Statistics: Part 3
Statistics: Ch 9 Hypothesis Testing (20 of 35) The Probability Value Method (P-Value)
Statistics: Ch 9 Hypothesis Testing (21 of 35) Two Tailed Test Example
Statistics: Ch 9 Hypothesis Testing (22 of 35) Two Tailed Test with Conclustion
Statistics: Ch 9 Hypothesis Testing (23 of 35) Picking Numbers at Random
Statistics: Ch 9 Hypothesis Testing (24 of 35) Population Inference from a Random Sample
Statistics: Ch 9 Hypothesis Testing (25 of 35) Population Inference from a Random Sample: Ex
Statistics: Ch 9 Hypothesis Testing (26 of 35) Maximum Error of Estimate (E)
Statistics: Ch 9 Hypothesis Testing (27 of 35) Upper and Lower Confidence Limits (UCL, LCL)
Statistics: Ch 9 Hypothesis Testing (28 of 35) Confidence Limits at a Higher Level of Confidence
Statistics: Ch 9 Hypothesis Testing (29 of 35) Confidence Limits at a Smaller Sample Size
Statistics: Ch 9 Hypothesis Testing (30 of 35) Example Problem #1
Statistics: Ch 9 Hypothesis Testing (31 of 35) Example Problem #2
Statistics: Ch 9 Hypothesis Testing (32 of 35) Example Problem #3
Statistics: Ch 8 Hypothesis Testing (33 of 35) Example Problem #4
Statistics: Ch 8 Hypothesis Testing (34 of 35) Example Problem #5
Statistics: Ch 9 Hypothesis Testing (35 of 35) Example Problem #6

Taught by

Michel van Biezen

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