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socioeconomic-analysis

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Source code for the data analysis and models, including the FewSOC prompting framework for O*NET-SOC classification, used in the paper "Leveraging Large Language Models for Career Mobility Analysis: A Study of Gender, Race, and Job Change Using U.S. Online Resume Profiles."

  • Updated Jan 14, 2026
  • Jupyter Notebook

Exploring the Impact of Crime and Income on Sydney House Prices. This project investigates how these factors shape property prices. It integrates clustering for structural pattern discovery with predictive modelling, demonstrating the limitations of linear regression and the advantages of tree-based methods in capturing non-linear dynamics.

  • Updated Mar 1, 2026
  • Jupyter Notebook

Analyze how crime rates and household income affect Sydney suburb house prices using clustering and predictive modeling from 2016 to 2021

  • Updated Apr 24, 2026
  • Jupyter Notebook

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