This report presents a statistical analysis of the Omani Household Energy Survey 2020 using linear regression modeling. Key variables such as Monthly Income, Working Hours, Age, and Education Years were explored to understand their relationships. Diagnostic plots, multicollinearity checks, and interpretations are included