Christoph Baumgarten

Executive Director at UBS

Horgen, Zurich, Switzerland
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Summary

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Christoph Baumgarten is an Executive Director in Model Risk Management with eight years of hands-on experience building and validating algorithmic trading, capital and anti-financial-crime models for major banks, currently based in Horgen, Zurich. He blends deep academic training (Dr. rer. nat. in probability theory) with practical risk practice across principal trading, stress testing and trade surveillance, and has led teams delivering regulatory-grade stress frameworks. A seasoned data scientist, he applies Monte Carlo, time-series and machine learning methods for modeling and outlier detection, and contributes to SciPy—adding distributions and improving statistical accuracy in a flagship scientific Python library. His background in market microstructure research and production implementation gives him a rare ability to translate sophisticated quantitative theory into robust, auditable systems used in live trading and compliance.
code8 years of coding experience
job3 years of employment as a software developer
bookDr. rer. nat., Probability Theory, Dr. rer. nat., Probability Theory at Technische Universität Berlin
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Github Skills (10)

algorithms10
scipy-stats10
probability-distribution10
python10
distributions10
scientific-computing10
numpy10
modeling9
data-analysis9
mathematical9

Programming languages (4)

CTeXJupyter NotebookPython

Github contributions (5)

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scipy/scipy

Nov 2017 - Jan 2023

SciPy library main repository
Role in this project:
userBack-end Developer & Data Scientist
Contributions:434 reviews, 109 commits, 98 PRs in 5 years 3 months
Contributions summary:Christoph primarily focused on enhancing the `scipy/scipy` repository by implementing and refining statistical distributions. Their work included adding the normal inverse Gaussian distribution to `scipy.stats`, improving its random variate generation, and fixing related bugs. The user also corrected errors in the existing distributions and added tests to validate the implemented changes. They also modified the documentation and improved the accuracy of the p-value calculation.
scipypythonscientific-computing
chrisb83/scipy

Nov 2017 - Nov 2024

Scipy library main repository
Contributions:2 PRs, 220 pushes, 77 branches in 7 years 1 month
scipypython
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Christoph Baumgarten - Executive Director at UBS