Colt Allen
Principal Data Scientist & AI Consultant
Munich, Bavaria, Germany
Summary
👤
Senior🎓
Top SchoolColt Allen is a Principal Data Scientist and AI Consultant with 11 years of experience delivering analytics and ML solutions across startups, utilities, and consulting engagements, now based in Munich. He blends probabilistic modeling, MLOps, and AI agent design to turn complex data into business impact—examples include cutting model fit times 95% on MacBooks through probabilistic-programming work and building LangChain agents that generate end-to-end marketing analytics workflows. His background in energy markets produced multimillion-dollar outcomes, from negotiating a $2.9M payment reduction for renewables to a $3.5M revenue uplift, and he’s led teams, mentored interns, and driven CI/CD and model governance at scale. An INFORMS Certified Analytics Professional and open-source contributor to PyMC-Marketing, Colt pairs hands-on engineering with practical leadership and a track record of translating research into production value.
11 years of coding experience
6 years of employment as a software developer
Bachelor of Science Industrial Engineering Technology, Bachelor of Science Industrial Engineering Technology at Southern Polytechnic State UniversityMaster of Science Mineral & Energy Economics, Master of Science Mineral & Energy Economics at Colorado School of Mines
English, German, Spanish
Github Skills (69)
probabilistic-programming10
python10
toolbox10
computational-science10
expressions10
mathematical10
mcmc10
pymc10
bayesian-inference10
statistics10
variational-inference10
data-science10
bayesian10
probabilistic-models10
theano10
Programming languages (2)
Github contributions (5)
ColtAllen/ColtAllen
Sep 2020 - Nov 2024
Contributions:11 pushes, 1 branch in 4 years 3 months
ColtAllen/pymc-marketing
Sep 2024 - Mar 2025
Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
Contributions:158 pushes, 36 branches in 6 months
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