Statistics with R - Advanced Level

Unlock Advanced Statistical Analysis with R

Ready to master sophisticated statistical techniques in R? This course provides a comprehensive, step-by-step visual guide to performing advanced analyses, eliminating the need for endless online searches.

Here’s a detailed look at what you’ll learn:

• Advanced Mean Difference Evaluation: Build upon your existing knowledge of t-tests and ANOVA from an intermediate course. Dive into powerful techniques like:

  • Analysis of Covariance (ANCOVA): Control for extraneous variables to gain deeper insights.
  • Within-Subjects ANOVA: Analyze data collected from the same subjects over time.
  • Mixed Analysis of Variance: Handle complex experimental designs with both within- and between-subjects factors.

• Predictive Modeling with Logistic Regression: Explore logistic regression for categorical dependent variables. We cover:

  • Binomial Logistic Regression: Analyze binary outcomes.
  • Ordinal Logistic Regression: Model ordered categorical data.
  • Multinomial Logistic Regression: Handle multiple unordered categorical outcomes.

• Grouping & Dimensionality Reduction Techniques: Uncover hidden patterns and reduce data complexity with:

  • Multidimensional Scaling (MDS): Visualize high-dimensional data in a lower-dimensional space.
  • Principal Component Analysis (PCA): Reduce data dimensionality while retaining key information.
  • Factor Analysis: Identify underlying factors that explain correlations among variables.
  • Correspondence Analysis: Explore relationships between categorical variables. Includes both Simple and Multiple Correspondence Analysis.
  • Cluster Analysis: Group similar data points together using:
    • K-Means Clustering: Partition data into distinct clusters.
    • Hierarchical Clustering: Build a hierarchy of clusters.
  • Discriminant Analysis: Classify data into groups based on predictor variables. Includes both Simple and Multiple Discriminant Analysis.

By the end of this course, you'll possess expertise in a wide range of advanced statistical analyses using R. Gain the skills to thoroughly analyze your data and extract maximum insights. Enroll today and elevate your data analysis capabilities!