Research Methods

This page documents the methodological approach and data processing pipeline used in this research[1].

Data Collection Framework

Our research employs a multi-source data collection strategy:

Sampling Methodology

Stratified Random Sampling

We employed stratified random sampling to ensure representative coverage across key demographic variables:

Data Processing Pipeline

Statistical Methods

Regression Analysis

Validation Techniques

Cross-Validation Results

Ethical Considerations

Our research adheres to strict ethical guidelines:

Limitations

Reproducibility

All analysis code and anonymized datasets are available in our GitHub repository:

  1. All methodological decisions were made following best practices outlined in Research Design: Qualitative, Quantitative, and Mixed Methods Approaches (Creswell & Creswell, 2023). ↩︎