Consultant Data Science / Professional Data Scientist
Aktualisiert am 01.11.2025
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 01.09.2025
Verfügbar zu: 100%
davon vor Ort: 100%
Data Science
Machine Learning
Mathematik
Simulation
Mathematics
Machine Learning
MATLAB
Python
SQL
Statistik
R
statistical physics
applied mathematics
machine learning
ata analytics
statistical programming
modelling & simulation
data analytics
German
English
Linux
Bash
AWS
Deutsch
Muttersprache
Englisch
fließend

Einsatzorte

Einsatzorte

Berlin (+50km)
Deutschland
möglich

Projekte

Projekte

6 Jahre 6 Monate
2018-02 - 2024-07

various projects - multiple customers

Data Scientists data science machine learning data analytics ...
Data Scientists
  • Conception and implementation of a measurement-as-a-service solution for dynamically controlled OTT traffic via 5G networks.
  • Development of a tool for predicting the necessary component ratios and process parameters to achieve the desired material properties in plastics production.
  • Design and implementation of a method for the artificial generation of realistic CRM data for IT system tests.
  • Conception of an IT system for the management of test series from automotive battery cell production.
  • Development of a method for fault prediction and remaining life time estimation of automotive powertrain components.
Python R SQL
data science machine learning data analytics statistical programming modelling simulation project management digital business modelling agile leadership digital organization Scrum
1 Jahr 7 Monate
2016-07 - 2018-01

Fleet Data Analytics

Data Scientist Statistik Thermodynamik Messtechnik ...
Data Scientist
  • Probabilistic Design & Engineering of large gas turbines.
  • Development of procedures for the automated identification of operational states.
  • Development of a method for determining the temporal course of forces and operational failures occurring on compressor guiding vanes.
  • Simulation based algorithms for remaining life time estimation on engine components.
  • ETL von Messdaten aus lokalen Datenbanken der Kraftwerksflotte.
  • Zusammenführen, Reinigung und Aufbereitung vergangener Betriebsdaten.
  • Statistische Analyse und Korrelationsanalyse von Daten aus der Umgebeung, dem Kompressor und der Turbine.
  • Identifizierung und Visualisierung von Zusammenhängen und Auffälligkeiten.
R Python Powerplot Matlab
Statistik Thermodynamik Messtechnik Datenalyse Analysis statistical physics applied mathematics data science machine learning data analytics statistical programming modelling & simulation digital organization

Aus- und Weiterbildung

Aus- und Weiterbildung

1 Jahr 1 Monat
2023-08 - 2024-08

Communication & Conflict Management

IFM
IFM
1 Monat
2024-05 - 2024-05

Scrum Product Owner

Scrum.org
Scrum.org
2 Monate
2024-04 - 2024-05

Digital Business Management

velpTec
velpTec
6 Monate
2023-12 - 2024-05

Digital Business Model Development

velpTec, Berlin
velpTec, Berlin
? Agile Project Management
? Agile Leadership
? Digital Business Modelling
1 Monat
2024-04 - 2024-04

Employee Leadership

velpTec
velpTec
1 Monat
2024-03 - 2024-03

Scrum Master

Scrum.org
Scrum.org
1 Monat
2024-03 - 2024-03

Data Science Concepts for Executives

velpTec
velpTec
1 Monat
2024-02 - 2024-02

PRINCE2 Practioner

PeopleCert
PeopleCert
1 Monat
2024-01 - 2024-01

PRINCE2 Foundation

PeopleCert
PeopleCert
7 Jahre 5 Monate
1992-10 - 2000-02

Physics

Dipl.-Phys. (MSc equiv.), University of Stuttgart
Dipl.-Phys. (MSc equiv.)
University of Stuttgart

  • Statistical Physics
  • Nonlinear Dynamics
  • Complex Systems
  • Thesis: on request

Position

Position

  • Highly skilled and innovative Senior Data Scientist with over 20 years of experience in statistical physics, nonlinear dynamic systems, and data science. Proven track record in developing and implementing advanced data-driven solutions across diverse industries, including telecommunications, automotive, and manufacturing. Adept at leveraging machine learning, applied mathematics, and statistical modeling to drive strategic decision-making and operational efficiency. Demonstrated success in transforming raw data into meaningful insights. Strong expertise in project management and agile leadership, coupled with a commitment to continuous learning and professional development.

Kompetenzen

Kompetenzen

Top-Skills

Data Science Machine Learning Mathematik Simulation Mathematics Machine Learning MATLAB Python SQL Statistik R statistical physics applied mathematics machine learning ata analytics statistical programming modelling & simulation data analytics German English Linux Bash AWS

Schwerpunkte

Data Science
Experte
Machine Learning
Experte
Angewandte Mathematik
Experte
Statistische Physik
Experte

Produkte / Standards / Erfahrungen / Methoden

Artificial Intelligence
Experte
Big-Data-Analytics
Experte
Datenanalyse
Experte
Statistik
Experte
Systemanalyse
Experte

professional summary:

  • As a physicist and data scientist with over 20 years of experience, I specialize in the analysis and modeling of complex systems. My academic foundation in statistical physics and nonlinear dynamics forms the basis for deep analytical work across industries. Combining scientific curiosity with practical implementation, I support organizations in making sense of dynamic systems and in designing intelligent, adaptive solutions.


core expertise:

  • Complex Systems Analysis
  • Exploratory Simulation
  • Conceptual Modeling
  • Custom Prototyping
  • Dynamic Modeling
  • Statistical Inference
  • Machine Learning
  • Scientific Computing


professional development:

Agile & Digital Strategy:

  • Agile Project Management
  • Agile Leadership
  • Digital Business Modeling
  • Digital Business Management
  • Data Science Concepts for Executives


Business & Leadership:

  • Project Management
  • Change Management
  • Servant Leadership
  • Leadership for Professionals
  • Communication & Conflict Management


methods:

  • Scrum, DevOps, PRINCE2
  • Python, NumPy, SciPy, pandas, scikit-learn
  • R, SQL, Docker, Git, Linux, bash, perl, C


professional experience:

2018 - today:

Role: Senior Data Scientist & Strategic Consultant

Customer: self-employed, Berlin


Tasks:

  • Project-based work for clients such as DAIN Studios, ZF Friedrichshafen, Daimler TSS, P3 Digital Services, QUNIS and others.
  • Development of simulation tools and predictive models for technical and business systems in cloud environments
  • Development of ML prototypes for predictive maintenance, demand forecasting, and system optimization in automotive and digital industries


2016 - 2018:

Role: Probabilistic Design Engineer

Customer: Siemens Energy (via Brunel), Mülheim


Tasks:

  • Probabilistic design and statistical analysis in large gas turbine engineering
  • System modeling of dynamic forces and component failure risk modeling


2010 - 2016:

Role: Strategic Modeling & Systems Thinking

Customer: Independent Research, Berlin


Tasks:

  • Scenario design, decentralized systems modeling (shop floor systems, governance protocols, decentralized infrastructure)
  • Agent-based simulation and systems-level conceptual analysis.
  • Exploratory prototyping and conceptual model development.
  • Integration of research-driven thinking into applied industrial innovation processes


2004 - 2010:

Role: Simulation & Modeling

Customer: Physical Technologies, Stuttgart


Tasks:

  • Development of discrete-event models and design of control strategies for logistics flows in cross-functional contexts
  • Simulation, systems analysis and system optimization of automated production environments and robotic control systems


2000 - 2004:

Role: Research Associate

Customer: University of Stuttgart, Stuttgart


Tasks:

  • Application of nonlinear dynamics in production and logistics.
  • Optimization of complex automated manufacturing systems in the automotive industry

Programmiersprachen

Python
Experte
R
Experte
SQL
Experte
MATLAB
Fortgeschritten
Numpy
SciPy
scikit-learn
Pandas
Perl
Linux
Bash


Berechnung / Simulation / Versuch / Validierung

Systemanalyse
Experte
Simulation
Experte
Datenanalyse
Experte
Modellierung
Experte
Versuchsplanung
Experte

Branchen

Branchen


Einsatzorte

Einsatzorte

Berlin (+50km)
Deutschland
möglich

Projekte

Projekte

6 Jahre 6 Monate
2018-02 - 2024-07

various projects - multiple customers

Data Scientists data science machine learning data analytics ...
Data Scientists
  • Conception and implementation of a measurement-as-a-service solution for dynamically controlled OTT traffic via 5G networks.
  • Development of a tool for predicting the necessary component ratios and process parameters to achieve the desired material properties in plastics production.
  • Design and implementation of a method for the artificial generation of realistic CRM data for IT system tests.
  • Conception of an IT system for the management of test series from automotive battery cell production.
  • Development of a method for fault prediction and remaining life time estimation of automotive powertrain components.
Python R SQL
data science machine learning data analytics statistical programming modelling simulation project management digital business modelling agile leadership digital organization Scrum
1 Jahr 7 Monate
2016-07 - 2018-01

Fleet Data Analytics

Data Scientist Statistik Thermodynamik Messtechnik ...
Data Scientist
  • Probabilistic Design & Engineering of large gas turbines.
  • Development of procedures for the automated identification of operational states.
  • Development of a method for determining the temporal course of forces and operational failures occurring on compressor guiding vanes.
  • Simulation based algorithms for remaining life time estimation on engine components.
  • ETL von Messdaten aus lokalen Datenbanken der Kraftwerksflotte.
  • Zusammenführen, Reinigung und Aufbereitung vergangener Betriebsdaten.
  • Statistische Analyse und Korrelationsanalyse von Daten aus der Umgebeung, dem Kompressor und der Turbine.
  • Identifizierung und Visualisierung von Zusammenhängen und Auffälligkeiten.
R Python Powerplot Matlab
Statistik Thermodynamik Messtechnik Datenalyse Analysis statistical physics applied mathematics data science machine learning data analytics statistical programming modelling & simulation digital organization

Aus- und Weiterbildung

Aus- und Weiterbildung

1 Jahr 1 Monat
2023-08 - 2024-08

Communication & Conflict Management

IFM
IFM
1 Monat
2024-05 - 2024-05

Scrum Product Owner

Scrum.org
Scrum.org
2 Monate
2024-04 - 2024-05

Digital Business Management

velpTec
velpTec
6 Monate
2023-12 - 2024-05

Digital Business Model Development

velpTec, Berlin
velpTec, Berlin
? Agile Project Management
? Agile Leadership
? Digital Business Modelling
1 Monat
2024-04 - 2024-04

Employee Leadership

velpTec
velpTec
1 Monat
2024-03 - 2024-03

Scrum Master

Scrum.org
Scrum.org
1 Monat
2024-03 - 2024-03

Data Science Concepts for Executives

velpTec
velpTec
1 Monat
2024-02 - 2024-02

PRINCE2 Practioner

PeopleCert
PeopleCert
1 Monat
2024-01 - 2024-01

PRINCE2 Foundation

PeopleCert
PeopleCert
7 Jahre 5 Monate
1992-10 - 2000-02

Physics

Dipl.-Phys. (MSc equiv.), University of Stuttgart
Dipl.-Phys. (MSc equiv.)
University of Stuttgart

  • Statistical Physics
  • Nonlinear Dynamics
  • Complex Systems
  • Thesis: on request

Position

Position

  • Highly skilled and innovative Senior Data Scientist with over 20 years of experience in statistical physics, nonlinear dynamic systems, and data science. Proven track record in developing and implementing advanced data-driven solutions across diverse industries, including telecommunications, automotive, and manufacturing. Adept at leveraging machine learning, applied mathematics, and statistical modeling to drive strategic decision-making and operational efficiency. Demonstrated success in transforming raw data into meaningful insights. Strong expertise in project management and agile leadership, coupled with a commitment to continuous learning and professional development.

Kompetenzen

Kompetenzen

Top-Skills

Data Science Machine Learning Mathematik Simulation Mathematics Machine Learning MATLAB Python SQL Statistik R statistical physics applied mathematics machine learning ata analytics statistical programming modelling & simulation data analytics German English Linux Bash AWS

Schwerpunkte

Data Science
Experte
Machine Learning
Experte
Angewandte Mathematik
Experte
Statistische Physik
Experte

Produkte / Standards / Erfahrungen / Methoden

Artificial Intelligence
Experte
Big-Data-Analytics
Experte
Datenanalyse
Experte
Statistik
Experte
Systemanalyse
Experte

professional summary:

  • As a physicist and data scientist with over 20 years of experience, I specialize in the analysis and modeling of complex systems. My academic foundation in statistical physics and nonlinear dynamics forms the basis for deep analytical work across industries. Combining scientific curiosity with practical implementation, I support organizations in making sense of dynamic systems and in designing intelligent, adaptive solutions.


core expertise:

  • Complex Systems Analysis
  • Exploratory Simulation
  • Conceptual Modeling
  • Custom Prototyping
  • Dynamic Modeling
  • Statistical Inference
  • Machine Learning
  • Scientific Computing


professional development:

Agile & Digital Strategy:

  • Agile Project Management
  • Agile Leadership
  • Digital Business Modeling
  • Digital Business Management
  • Data Science Concepts for Executives


Business & Leadership:

  • Project Management
  • Change Management
  • Servant Leadership
  • Leadership for Professionals
  • Communication & Conflict Management


methods:

  • Scrum, DevOps, PRINCE2
  • Python, NumPy, SciPy, pandas, scikit-learn
  • R, SQL, Docker, Git, Linux, bash, perl, C


professional experience:

2018 - today:

Role: Senior Data Scientist & Strategic Consultant

Customer: self-employed, Berlin


Tasks:

  • Project-based work for clients such as DAIN Studios, ZF Friedrichshafen, Daimler TSS, P3 Digital Services, QUNIS and others.
  • Development of simulation tools and predictive models for technical and business systems in cloud environments
  • Development of ML prototypes for predictive maintenance, demand forecasting, and system optimization in automotive and digital industries


2016 - 2018:

Role: Probabilistic Design Engineer

Customer: Siemens Energy (via Brunel), Mülheim


Tasks:

  • Probabilistic design and statistical analysis in large gas turbine engineering
  • System modeling of dynamic forces and component failure risk modeling


2010 - 2016:

Role: Strategic Modeling & Systems Thinking

Customer: Independent Research, Berlin


Tasks:

  • Scenario design, decentralized systems modeling (shop floor systems, governance protocols, decentralized infrastructure)
  • Agent-based simulation and systems-level conceptual analysis.
  • Exploratory prototyping and conceptual model development.
  • Integration of research-driven thinking into applied industrial innovation processes


2004 - 2010:

Role: Simulation & Modeling

Customer: Physical Technologies, Stuttgart


Tasks:

  • Development of discrete-event models and design of control strategies for logistics flows in cross-functional contexts
  • Simulation, systems analysis and system optimization of automated production environments and robotic control systems


2000 - 2004:

Role: Research Associate

Customer: University of Stuttgart, Stuttgart


Tasks:

  • Application of nonlinear dynamics in production and logistics.
  • Optimization of complex automated manufacturing systems in the automotive industry

Programmiersprachen

Python
Experte
R
Experte
SQL
Experte
MATLAB
Fortgeschritten
Numpy
SciPy
scikit-learn
Pandas
Perl
Linux
Bash


Berechnung / Simulation / Versuch / Validierung

Systemanalyse
Experte
Simulation
Experte
Datenanalyse
Experte
Modellierung
Experte
Versuchsplanung
Experte

Branchen

Branchen


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