Regression, Correlation, and Statistical Modelling

サイト: Young Education
コース: Statistics
ブック: Regression, Correlation, and Statistical Modelling
印刷者: Gast
日付: 2026年 09月 25日(金曜日) 01:16

1. Scatter Plots and Correlation

Learning outcomes
  • I can construct scatter plots.
  • I can describe correlation strength and direction.
  • I can calculate correlation coefficients.
  • I can interpret relationships between variables.
  • I can distinguish correlation from causation.

2. Linear Regression

Learning outcomes
  • I can determine a line of best fit.
  • I can interpret regression equations.
  • I can make predictions using regression.
  • I can analyse residuals.
  • I can evaluate model accuracy.

3. Multiple Variable Analysis

Learning outcomes
  • I can identify relationships among multiple variables.
  • I can recognise confounding variables.
  • I can interpret multivariable data.
  • I can evaluate statistical models.
  • I can communicate statistical reasoning.

4. Statistical Modelling

Learning outcomes
  • I can develop statistical models.
  • I can assess model assumptions.
  • I can evaluate model performance.
  • I can interpret model outputs.
  • I can apply models to real-world situations.

5. Communicating Statistical Results

Learning outcomes
  • I can present statistical findings clearly.
  • I can justify conclusions using evidence.
  • I can create effective statistical reports.
  • I can evaluate the quality of statistical investigations.
  • I can apply statistical thinking to solve authentic problems.