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Stephan HähneSH

Stephan Hähne

Data Scientist

€650/day
Hamburg, DE
8-15 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Stephan

I am experienced in solving optimization problems through mathematical modeling, implementation in solvers (like OR-Tools) and deployment into production code. I value high-quality code and testing through simulation.

I am an approachable person who is easy to work with. Additionally, I bring an analytical and strategic mindset.
  • German

    Native or bilingual

  • English

    Conversational

Remote only
Primarily works remotely

Experience

  • Selbstständig
    AI Engineering
    August 2025 - Today (10 months)
    Hamburg, Germany
    • ● Prototyped agentic AI workflows using LangChain and LangGraph.
    • ● Built LLM-powered systems integrating GPT-4, Claude, and open-source models with custom business logic and workflow orchestration.
    • ● Conducted independent research and experimentation in latent chain-of-thought models and their theoretical underpinnings, inspired by the latest ICML/NeurIPS work on mechanistic reasoning.
    • ● Contributing to open-source benchmarking, code replication, and synthesis of insights between machine reasoning and cognitive neuroscience.
    Langchain LangGraph Research Python (Programming Language)
  • Oaktree Technologies GmbH (Fielmann Group)
    Senior Applied Scientist
    March 2020 - July 2025 (5 years and 4 months)
    Hamburg, Germany
    • ● Designed and deployed a MILP-based planning system for capacity allocation and workload scheduling across German and Chinese manufacturing facilities, reducing production costs by 15–20% and lowering lead times.
    • ● Partnered directly with the CPO and engineering teams to frame executive-level operational challenges (capacity, orders, cost constraints) into tractable mathematical models, successfully transitioning prototypes from Python to Kotlin production systems.
    • ● Implemented a simulation framework to evaluate system behaviour under increased demand, enabling scenario analysis and capacity stress-testing, the same analytical pattern underlying wait-time.
    • ● Developed SQL-based analysis of optimization outputs and tradeoffs to support management decision-making, with results visualized in operational dashboards.
    • ● Implemented SLAM-based computer vision algorithms (OpenCV, PyTorch) for sensor measurement, demonstrating an ability to contribute across engineering domains adjacent to core OR work.
    Mathematical Modelling Operations Research Implementation SLAM Solver
  • Yieldlove GmbH
    Data Scientist & Optimization Engineer
    November 2017 - April 2018 (5 months)
    Hamburg, Germany
    • ● Analyzed large-scale revenue and impression data to inform bid-price optimization across connected ad-auction platforms, representing an early form of real-time marketplace pricing.
    • ● Built the technical infrastructure to support automated pricing APIs, revenue data pipelines, and ad configuration systems (Python) connected to external platforms reducing system error susceptibility by 20%.
    • ● Systematized legacy implicit optimization logic for pricing, revenue modeling, and ad configurations into transparent, scalable frameworks, empowering management with independent decision-making capabilities.
    • ● Translated complex data patterns into clear trade-offs and strategic recommendations for the CEO, helping shape product roadmap priorities and technical scaling decisions.

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Education

  • Diplom-Mathematik (M.Sc.)
    University of Bonn
    2011
    Diplom-Mathematik (M.Sc.
  • Undergraduate Studies
    University of Bonn
    2006
    Undergraduate Studies

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