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YouTube

Hypothesis Testing and P-Values

via YouTube

Overview

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This course introduces statistical inference through p-values, hypothesis testing, t-tests for means, statistical significance, and Type I and Type II errors. It also demonstrates test selection and several analyses in Excel, including ANOVA and paired or independent samples.

Syllabus

Understanding Statistical Inference - statistics help.
P-value in statistics: Understanding the p-value and what it tells us - Statistics Help.
Hypothesis testing: step-by-step, p-value, t-test for difference of two means - Statistics Help.
Two means t-test in Excel - Statistics Help.
Statistical Tests: Choosing which statistical test to use.
The idea behind Inference - evidence!.
Choosing which statistical test to use: Practice examples.
Hypothesis test (t-test) for a mean in Excel - statistics help.
Type 1 and Type 2 errors - Statistics Help.
Understanding Statistical Significance - Statistics help.
Correlation does not imply #causation and other important statistical concepts.
Understanding Analysis of Variance (ANOVA) including Excel - Statistics Help.
P-value calculations: Understanding where the p-value comes from.
p-values - a quiz to develop understanding.
Paired samples and independent samples for statistical analysis - statistics help.

Taught by

Dr Nic's Maths and Stats

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