Understanding Statistical Concepts and Hypothesis Testing
Classified in Mathematics
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Key Statistical Concepts
Variables
Categorical (Qualitative) Variables: Represent characteristics or qualities. Examples include race and gender.
Quantitative Variables: Represent numerical values that differ in magnitude.
Scales of Measurement
- Nominal: Unordered categories.
- Ordinal: Ordered categories.
- Interval: Equal intervals between values.
Data Visualization
Frequency: Displays the possible values of a variable and the number of times each occurs.
Histogram: A bar graph of frequencies or percentages. Shapes can be bell-shaped, skewed, or bimodal.
Box Plot: Displays the distribution of data, including median, quartiles, and outliers.
Scatter Plot: Shows the relationship between two variables.
Distribution
- For symmetric distributions, the mean equals