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zcyMary

PROFILE

Zcymary

During December 2024, Zcyxhysjx developed a comprehensive Fama-French Factor Replication Notebook and Data Pipeline for the WHU_FinTech_Workshop repository. Leveraging Python, Pandas, and Statsmodels, they implemented an end-to-end workflow to replicate both three-factor and five-factor models, encompassing data extraction, merging, portfolio sorting, and regression-based evaluation. Their approach included refining the data selection process by removing market equity from final sorting variables, streamlining calculations for book-to-market and related factors. This modular, reproducible pipeline supports efficient backtesting and future research, providing a robust foundation for quantitative finance analysis and improving the accuracy and speed of factor model evaluation.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
1
Lines of code
6,578
Activity Months1

Work History

December 2024

2 Commits • 1 Features

Dec 1, 2024

December 2024: Delivered a comprehensive Fama-French Factor Replication Notebook and Data Pipeline for WHU_FinTech_Workshop. Built end-to-end functionality to replicate three-factor and five-factor models, covering theory, SMB/HML/RMW/CMA construction, data extraction, merging, portfolio sorting, factor replication, and regression-based evaluation. Refined data selection by removing market equity from final sorting variables to streamline calculations for book-to-market and related factors. This work establishes a reproducible, scalable framework for factor-based research and investment model evaluation, improving accuracy and efficiency of factor construction and backtesting.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture70.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Jupyter NotebookPythonSQL

Technical Skills

Data AnalysisFinancial ModelingNumPyPandasPythonQuantitative FinanceSQLAlchemyStatsmodels

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

WHUFT/WHU_FinTech_Workshop

Dec 2024 Dec 2024
1 Month active

Languages Used

Jupyter NotebookPythonSQL

Technical Skills

Data AnalysisFinancial ModelingNumPyPandasPythonQuantitative Finance

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