Data Wrangling
These are the works produced for SIT741 Statistical Data Analysis unit. This unit developed my advanced capabilities in statistical modelling and R programming, focusing on solving complex, real-world data problems.
Key competencies and knowledge gained:
- Advanced Statistical Theory: Applied sophisticated statistical models, including Generalized Linear Models (GLMs) and Generalized Additive Models (GAMs), to complex datasets.
- R Programming: Mastered advanced R programming for statistical simulation, model development, and comprehensive model checking.
- End-to-End Data Analysis: Gained hands-on experience in the complete data analysis workflow:
- Data Transformation: Transforming raw, untidy data into clean, tidy formats.
- Exploratory Data Analysis (EDA): Performing in-depth exploratory analysis to uncover insights.
- Model Development: Building, validating, and checking robust statistical models.
- Communication: Interpreting and effectively communicating analysis results.