Consultant (Ex-Bain) and Data Scientist (PhD) offering a broad expertise from strategy development over project management to complex data analysis.
Aktualisiert am 23.04.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 23.04.2024
Verfügbar zu: 100%
davon vor Ort: 100%
Künstliche Intelligenz
Datenanalyse
Strategieberatung
Managementberatung
Python
Machine Learning
Data Modeling
Deep Learning
Neural Network
Strategie
Projektmanagement/Projektleitung
Automatisierung
Physik
Teamleading
Algorithmenentwicklung
Simulation
Problemanalyse
Statistik
Data-Mining
Predictive Analytics
Forecasting
Changemanagement
IT-Strategie
German
Muttersprache
English
Verhandlungssicher
French
Grundkenntnisse

Einsatzorte

Einsatzorte

Nauort (+500km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

6 months
2023-09 - 2024-02

Freelancing

CONSULTANT & DATA SCIENTIST Python
CONSULTANT & DATA SCIENTIST
  • Strategy development and roll-out around AI, data science, digitalization as well as general IT and data topics (e.g., digital transformation, automation, software roll-outs, IT and application landscape)
  • Full stack strategy consulting and implementation of AI and data science solutions (e.g., use- and business cases, proof of concept/ minimum viable product)
  • Advanced data analysis (e.g., data visualization, predictive data analysis, time series forecasting, modeling, machine learning, natural language processing)
  • Project management, general consultant work and problem solving in various industries (e.g., transformation, change management, market sizing, pricing, cost cutting, HR optimization, growth strategy)


Projects:

  • Concept work on AI-based data dashboard tailored to corporate client advisors at Sparkasse: Designing a data visualization concept, data sourcing strategies and social media derived KPIs; development of a business case including market sizing and growth strategy



Python
1 year 1 month
2022-04 - 2023-04

Strategy development & implementation as well as IT post-merger integration

CONSULTANT
CONSULTANT
Strategy development & implementation as well as IT post-merger integration for leading German and international companies (>?1 billion revenue) in financial services, technology services, advanced manufacturing & services
  • Strategy transformation and cost cutting for a leading OEM for construction machinery: Identification and sizing of new market opportunities (>?100M), baselining and benchmarking for organizational setup as well as quantifying saving potentials
  • Strategy and project management support for a global liquidity provider in financial markets, including development of equity story for a capital markets update: Gathering and managing market and client performance data to draft a compelling equity story, analyzing organic growth options and building a cost model detailing investments (>?200M)
  • IT Post Merger Integration and delivering of new front office for a global personnel service provider: Worldwide FTE mapping and creation of implementation road maps to plan roll-out of new front office to >30k users, generating >?25M business benefits
Bain & Company Germany, Inc.
Frankfurt a. M.
5 years
2017-04 - 2022-03

Conception as well as programming and execution of simulations on HPC clusters

UNIVERSITY RESEARCHER
UNIVERSITY RESEARCHER
Conception as well as programming and execution of simulations on HPC clusters, cleaning and analysis of large amounts of measurement data, development of algorithms and statistical methods, teaching and supervision of bachelor/ master students, establishing cooperation with an experimental working group
  • Development of AI-based algorithms to detect and avoid surfaces in liquid-gas-simulations
  • Programming and large-scale execution of high-efficiency lattice simulations
  • Implementing GPU-accelerated molecular dynamics simulations of large systems and Python-based automated onthe-fly data analysis
  • AI-based particle recognition and tracking for experimental skyrmion systems
  • Development of iterative pair correlation function matching to determine interaction potentials
  • Definition of new indicators to determine phase states and data visualization to show clusters
Johannes Gutenberg-Universität Mainz
6 years 10 months
2007-09 - 2014-06

Independent operation of world's largest microtron MAMI

ACCELERATOR OPERATOR
ACCELERATOR OPERATOR
  • Independent operation of world's largest microtron MAMI (Mainzer Mikrotron), control of highly complex machines
Johannes Gutenberg-Universität Mainz

Aus- und Weiterbildung

Aus- und Weiterbildung

6 years 9 months
2017-04 - 2023-12

Computational physics / soft matter theory

DOCTOR OF NATURAL SCIENCES (eq. to Ph.D.), Johannes Gutenberg-Universität Mainz
DOCTOR OF NATURAL SCIENCES (eq. to Ph.D.)
Johannes Gutenberg-Universität Mainz
  • Thesis title on Request
  • Grade: ?very good? (magna cum laude)
  • Achievements: 6 scientific publications in high-impact peer-reviewed journals
10 years
2007-04 - 2017-03

Study

PHYSICS DIPLOMA (eq. to M.Sc.), Johannes Gutenberg-Universität Mainz
PHYSICS DIPLOMA (eq. to M.Sc.)
Johannes Gutenberg-Universität Mainz
  • Thesis title on Request
  • Grade: ?very good?
  • Minors: Computer simulations, nuclear chemistry
  • Achievements: Development of a new statistical measurement method that is widely applied in the community (70+ citations)
7 years 8 months
1999-08 - 2007-03

School Education

ABITUR (eq. to A-level), Wilhelm-Remy-Gymnasium Bendorf
ABITUR (eq. to A-level)
Wilhelm-Remy-Gymnasium Bendorf
  • Advanced courses: English, Mathematics, Physics
  • Grade: 1.0 (?very good?)
  • Awards on Request

Kompetenzen

Kompetenzen

Top-Skills

Künstliche Intelligenz Datenanalyse Strategieberatung Managementberatung Python Machine Learning Data Modeling Deep Learning Neural Network Strategie Projektmanagement/Projektleitung Automatisierung Physik Teamleading Algorithmenentwicklung Simulation Problemanalyse Statistik Data-Mining Predictive Analytics Forecasting Changemanagement IT-Strategie

Produkte / Standards / Erfahrungen / Methoden

SUMMARY:

True generalist offering a broad expertise from strategy development over project management to complex data analysis and modeling. As a former top-tier consultant I have a clear understanding of business needs and can easily take a top-level point of view. As a data scientist I know the development side, technical possibilities as well as implementation hurdles and can dive deepinto  any detail. Always curious about new challenges and opportunities to grow: Quick adaption to new tasks, tools and industries is a joy, not a hindrance.


Tools/ Tech Stack:

  • NumPy
  • pandas
  • SciPy
  • Matplotlib
  • seaborn
  • scikit-learn
  • TensorFlow
  • Keras
  • ChatGPT/ OpenAI
  • NLTK
  • spaCy
  • Gensim
  • sktime
  • PyMC
  • Selenium
  • Git,
  • Jupyter
  • Anaconda


Skills:

  • Artificial Intelligence
  • Machine Learning
  • Data Science
  • Statistical Analysis
  • Algorithmic Trading


Software:

  • Microsoft Office & Teams
  • Adobe Creative Suite


Platforms:

  • Windows
  • Debian
  • Ubuntu
  • VMWare

Programmiersprachen

Python
C
R
Mathematica
MATLAB
MPI
CUDA

Einsatzorte

Einsatzorte

Nauort (+500km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

6 months
2023-09 - 2024-02

Freelancing

CONSULTANT & DATA SCIENTIST Python
CONSULTANT & DATA SCIENTIST
  • Strategy development and roll-out around AI, data science, digitalization as well as general IT and data topics (e.g., digital transformation, automation, software roll-outs, IT and application landscape)
  • Full stack strategy consulting and implementation of AI and data science solutions (e.g., use- and business cases, proof of concept/ minimum viable product)
  • Advanced data analysis (e.g., data visualization, predictive data analysis, time series forecasting, modeling, machine learning, natural language processing)
  • Project management, general consultant work and problem solving in various industries (e.g., transformation, change management, market sizing, pricing, cost cutting, HR optimization, growth strategy)


Projects:

  • Concept work on AI-based data dashboard tailored to corporate client advisors at Sparkasse: Designing a data visualization concept, data sourcing strategies and social media derived KPIs; development of a business case including market sizing and growth strategy



Python
1 year 1 month
2022-04 - 2023-04

Strategy development & implementation as well as IT post-merger integration

CONSULTANT
CONSULTANT
Strategy development & implementation as well as IT post-merger integration for leading German and international companies (>?1 billion revenue) in financial services, technology services, advanced manufacturing & services
  • Strategy transformation and cost cutting for a leading OEM for construction machinery: Identification and sizing of new market opportunities (>?100M), baselining and benchmarking for organizational setup as well as quantifying saving potentials
  • Strategy and project management support for a global liquidity provider in financial markets, including development of equity story for a capital markets update: Gathering and managing market and client performance data to draft a compelling equity story, analyzing organic growth options and building a cost model detailing investments (>?200M)
  • IT Post Merger Integration and delivering of new front office for a global personnel service provider: Worldwide FTE mapping and creation of implementation road maps to plan roll-out of new front office to >30k users, generating >?25M business benefits
Bain & Company Germany, Inc.
Frankfurt a. M.
5 years
2017-04 - 2022-03

Conception as well as programming and execution of simulations on HPC clusters

UNIVERSITY RESEARCHER
UNIVERSITY RESEARCHER
Conception as well as programming and execution of simulations on HPC clusters, cleaning and analysis of large amounts of measurement data, development of algorithms and statistical methods, teaching and supervision of bachelor/ master students, establishing cooperation with an experimental working group
  • Development of AI-based algorithms to detect and avoid surfaces in liquid-gas-simulations
  • Programming and large-scale execution of high-efficiency lattice simulations
  • Implementing GPU-accelerated molecular dynamics simulations of large systems and Python-based automated onthe-fly data analysis
  • AI-based particle recognition and tracking for experimental skyrmion systems
  • Development of iterative pair correlation function matching to determine interaction potentials
  • Definition of new indicators to determine phase states and data visualization to show clusters
Johannes Gutenberg-Universität Mainz
6 years 10 months
2007-09 - 2014-06

Independent operation of world's largest microtron MAMI

ACCELERATOR OPERATOR
ACCELERATOR OPERATOR
  • Independent operation of world's largest microtron MAMI (Mainzer Mikrotron), control of highly complex machines
Johannes Gutenberg-Universität Mainz

Aus- und Weiterbildung

Aus- und Weiterbildung

6 years 9 months
2017-04 - 2023-12

Computational physics / soft matter theory

DOCTOR OF NATURAL SCIENCES (eq. to Ph.D.), Johannes Gutenberg-Universität Mainz
DOCTOR OF NATURAL SCIENCES (eq. to Ph.D.)
Johannes Gutenberg-Universität Mainz
  • Thesis title on Request
  • Grade: ?very good? (magna cum laude)
  • Achievements: 6 scientific publications in high-impact peer-reviewed journals
10 years
2007-04 - 2017-03

Study

PHYSICS DIPLOMA (eq. to M.Sc.), Johannes Gutenberg-Universität Mainz
PHYSICS DIPLOMA (eq. to M.Sc.)
Johannes Gutenberg-Universität Mainz
  • Thesis title on Request
  • Grade: ?very good?
  • Minors: Computer simulations, nuclear chemistry
  • Achievements: Development of a new statistical measurement method that is widely applied in the community (70+ citations)
7 years 8 months
1999-08 - 2007-03

School Education

ABITUR (eq. to A-level), Wilhelm-Remy-Gymnasium Bendorf
ABITUR (eq. to A-level)
Wilhelm-Remy-Gymnasium Bendorf
  • Advanced courses: English, Mathematics, Physics
  • Grade: 1.0 (?very good?)
  • Awards on Request

Kompetenzen

Kompetenzen

Top-Skills

Künstliche Intelligenz Datenanalyse Strategieberatung Managementberatung Python Machine Learning Data Modeling Deep Learning Neural Network Strategie Projektmanagement/Projektleitung Automatisierung Physik Teamleading Algorithmenentwicklung Simulation Problemanalyse Statistik Data-Mining Predictive Analytics Forecasting Changemanagement IT-Strategie

Produkte / Standards / Erfahrungen / Methoden

SUMMARY:

True generalist offering a broad expertise from strategy development over project management to complex data analysis and modeling. As a former top-tier consultant I have a clear understanding of business needs and can easily take a top-level point of view. As a data scientist I know the development side, technical possibilities as well as implementation hurdles and can dive deepinto  any detail. Always curious about new challenges and opportunities to grow: Quick adaption to new tasks, tools and industries is a joy, not a hindrance.


Tools/ Tech Stack:

  • NumPy
  • pandas
  • SciPy
  • Matplotlib
  • seaborn
  • scikit-learn
  • TensorFlow
  • Keras
  • ChatGPT/ OpenAI
  • NLTK
  • spaCy
  • Gensim
  • sktime
  • PyMC
  • Selenium
  • Git,
  • Jupyter
  • Anaconda


Skills:

  • Artificial Intelligence
  • Machine Learning
  • Data Science
  • Statistical Analysis
  • Algorithmic Trading


Software:

  • Microsoft Office & Teams
  • Adobe Creative Suite


Platforms:

  • Windows
  • Debian
  • Ubuntu
  • VMWare

Programmiersprachen

Python
C
R
Mathematica
MATLAB
MPI
CUDA

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