Projects

Data Projects

Browse my data work tagged with "statistical-analysis".

College Major vs Your Salary — Data Exploration with Pandas cover image

College Major vs Your Salary — Data Exploration with Pandas

Data

Does picking STEM actually guarantee better earnings? This analysis of 1.2M graduate salaries across 51 majors says it's more complicated. STEM leads on starting salary — but growth rates are nearly identical to HASS, and Economics' earnings ceiling beats every engineering field.

Data Preprocessing Pipeline — NYC Airbnb cover image

Data Preprocessing Pipeline — NYC Airbnb

Data

A production-grade, class-based data preprocessing pipeline built in Python on the NYC Airbnb Open Dataset (48,895 listings). Handles missing values, outliers, duplicates, encoding, and scaling — then generates five before/after diagnostic visualisations.

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