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|Hypothesis testing||Assistance with formulating hypotheses, conducting tests, and interpreting results.|
|Type I and Type II errors||Understanding the concept of false positives and false negatives in hypothesis testing.|
|Power||Analysis and calculation of statistical power to detect meaningful effects.|
|Effect size||Measurement and interpretation of the magnitude of relationships or differences.|
|Parametric and non-parametric tests||Application of appropriate statistical tests based on data characteristics.|
|Multiple comparisons||Handling and adjusting for the inflation of Type I error rates with multiple tests.|
|Correlational analysis||Examining relationships and associations between variables using correlation techniques.|
|Regression analysis||Analyzing the relationship between a dependent variable and one or more predictors.|
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