Business Analytics, Data Science, Operations & Supply Chain Management, Logistik, Sustainability
Aktualisiert am 08.11.2025
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 08.11.2025
Verfügbar zu: 50%
davon vor Ort: 50%
Data Science
Operations & Supply Chain Management
Sustainability
Forschung
Datenanalyse
Projektmanagement
Business Intelligence
Machine Learning
Künstliche Intelligenz
Logistik
Finanzberichterstattung
Controlling
Automotive
Maschinenbau
Lebensmittelindustrie
German
English
French
Spanish
Latin

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 Jahr 11 Monate
2024-01 - heute

AI / ML for Sales Demand Prediction

Consultant and Developer
Consultant and Developer
  • Development of a machine learning solution to support customer demand planning
  • Identification of key drivers influencing customer demand
  • Design of the IT infrastructure and machine learning pipeline
  • Application of various machine learning algorithms
2 Jahre 11 Monate
2023-01 - heute

GHG Scope 3 Emission Reporting

Consultant and Expert Advisor
Consultant and Expert Advisor
  • Evaluation and expert assessment for a leading mechanical engineering company in the field of emission reporting.
  • Validation of the implemented calculation logic for compliance with GHG Protocol requirements.
2 Jahre 11 Monate
2023-01 - heute

Expert systems

Consultant
Consultant
  • Development of an expert system for operator support in case of machine issues
  • Combined structured machine data and unstructured shift book entries to derive actionable insights
  • Used large language models (LLMs) to extract patterns and recurring problems from historical text data
  • Developed logic to generate context-aware recommendations for operators based on past incidents and sensor data
  • Designed a pipeline integrating machine data/logs, and LLM-based inference
  • Improved response times and consistency in troubleshooting by providing intelligent, data-driven decision support
2 Jahre 11 Monate
2023-01 - heute

Spare Parts Lead Time Analysis

Consultant and Developer
Consultant and Developer
  • Lead time analysis is the process of measuring and improving the time it takes to complete a process from start to finish.
  • Can be applied to different industries and operations, such as manufacturing, supply chain management, project management, and service delivery.
  • Can help identify the sources of delays, inefficiencies, and waste in a process, and provide insights on how to optimize the process and reduce the lead time.
3 Jahre 5 Monate
2022-07 - heute

Marketing Mix Modeling

Consultant
Consultant
  • Project to quantify the impact of marketing activities on sales performance
  • Collected and harmonized multi-channel marketing, sales, and external data (e.g., media spend, pricing, promotions, seasonality, competitors)
  • Built regression-based models to estimate the ROI and effectiveness of marketing channels
  • Identified key drivers of sales and quantified their incremental contribution
  • Provided actionable recommendations for budget allocation and media optimization
  • Collaborated closely with marketing and data teams to ensure stakeholder alignment
7 Jahre 11 Monate
2018-01 - heute

Facility Location Planning

Consultant and Developer
Consultant and Developer
  • Project 1: Identification of the optimal location for a new logistics warehouse to support inbound transport operations of an industrial company.
  • Project 2: Determination of the optimal number and geographic placement of new production sites for a consumer goods manufacturer.
  • Additional description (applies to both projects): Transport data analysis and application of state-of-the-art optimization methods.
7 Jahre 11 Monate
2018-01 - heute

Interim Application Support & Prototypes

Consultant and Developer
Consultant and Developer
  • Support for ?classic? applications within business units (legacy processes & tools, etc.)
  • Development and maintenance of solutions using Excel, VBA, SQL, KNIME, Python, R
  • Support for ad-hoc data science prototypes
  • Interim business and IT support
1 Jahr
2012-01 - 2012-12

Freight Tender Management

Consultant and Developer
Consultant and Developer
  • Design and implementation of a client-server database solution to support freight tender management for a logistics service provider
  • Design and implementation of the database
  • Design and implementation of the Excel add-in
1 Jahr
2009-01 - 2009-12

Spare-Parts Management System

Consultant
Consultant
  • Performance evaluation of a spare parts management system
  • Conducted statistical analyses and surveys on key supply chain metrics (costs, inventory levels, inventory turnover, service grade, etc.) across the entire logistics network of an automotive OEM
  • Winner of the AFITL & Wolters Kluwer Award

Aus- und Weiterbildung

Aus- und Weiterbildung

9 Monate
2025-03 - heute

Professor (Full) of Digital Business Management

Professor, OTH Regensburg
Professor
OTH Regensburg

  • Research: Business Analytics, Data Science, Operations & Supply Chain Management, Sustainability, Operations Research, Game Theory
  • Teaching/Courses: Basics of Programming, Application-oriented AI & AI literacy, Business simulation game, Data Literacy & Tech Translation, Data Science in Logistics, Digital Business Models
  • Head of Studies (Studiengangsleiter) ?Bachelor Digital Business Management?
  • Member of the Promotionszentrum ?Angewandte Informatik? at OTH Regensburg
  • Member of the Promotionszentrum ?Advanced Building Technologies? at TH Rosenheim

2 Jahre
2023-03 - 2025-02

Professor (Full) of Business Analytics

Professor, TH Rosenheim
Professor
TH Rosenheim

  • Research: Business Analytics, Data Science, Operations & Supply Chain Management, Sustainability, Operations Research, Game Theory
  • Teaching/Courses: Business Analytics, Digital Business Models, Practical Project in Business Informatics, Data Engineering, Data Science for Supply Chain Management, Operations Management, Software Engineering, Software Development Basics, Database Systems, Computer Science Fundamentals
  • Member of the Promotionszentrum ?Advanced Building Technologies? at TH Rosenheim
  • Sustainability Officer of the Faculty of Computer Science

6 Jahre 9 Monate
2013-03 - 2019-11

Habilitation in Business Administration

Habilitation (Dr. rer. pol. habil.), University of Regensburg
Habilitation (Dr. rer. pol. habil.)
University of Regensburg
Research: sustainable operations, green logistics, transport modelling, game theory
4 Jahre 2 Monate
2009-01 - 2013-02

Doctoral degree (Dr. rer. pol.)

Dr. rer. pol., University of Regensburg
Dr. rer. pol.
University of Regensburg

  • Grade: summa cum laude
  • Dissertation: Distribution Network Analysis for Fast Moving Consumer Goods

2 Jahre
2006-10 - 2008-09

M.Sc. in Business Administration

Master of Science, University of Augsburg
Master of Science
University of Augsburg

  • Options: French-German Management, Logistics & Information
  • Grade: 1.25

2 Jahre
2006-10 - 2008-09

Master mention EGE spécialité Logistique

Master of Science, University of Rennes
Master of Science
University of Rennes

  • Options: French-German Management, Logistics & Information
  • Mention: très bien

3 Jahre 1 Monat
2003-10 - 2006-10

Intermediate Diploma in Business Admin. & Licence (IUP) Gestion d?entreprise

Bachelor of Science, University of Augsburg & University of Rennes
Bachelor of Science
University of Augsburg & University of Rennes

Position

Position

  • Professor of Digital Business Management
  • Professor of Business Analytics
  • Senior Manager Data Science
  • Lead Data Scientist
  • Consulting
  • Research

Kompetenzen

Kompetenzen

Top-Skills

Data Science Operations & Supply Chain Management Sustainability Forschung Datenanalyse Projektmanagement Business Intelligence Machine Learning Künstliche Intelligenz Logistik Finanzberichterstattung Controlling Automotive Maschinenbau Lebensmittelindustrie

Produkte / Standards / Erfahrungen / Methoden

Data Science
Experte
Data Engineering
Experte
Operation Management
Supply Chain Management
Logistics

AWS Certified, Azure Certified

IT skills (extract)

  • MS Office
  • ERP: SAP, SAP Business Warehouse
  • Math. Optim., Operations Research: CPLEX ILOG OPL, Gurobi, Lingo
  • Data Science: Python, R, R Shiny, Matlab, Power BI, Apache Spark, SPSS, SPSS Modeler, ETL, Sphinx, Knime, Tableau, Machine / Deep Learning (Tensorflow), Kubeflow
  • Geospatial Analysis (GIS): ArcGIS, QGIS, R
  • Cloud Computing: AWS (e.g., S3, EC2, EMR, Athena, Redshift, ECR), Azure, GCP
  • Self-Service Analytics (Knime, Power BI, etc.)
  • Diverse logistics software packages

Programmiersprachen

VBA
Visual Basic
Python
R
Java
HTML
PHP
CMS

Datenbanken

MS Access
MySQL
SAP Hana (basics)
Oracle
SQL
Data Warehousing

Branchen

Branchen

  • Automotive

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 Jahr 11 Monate
2024-01 - heute

AI / ML for Sales Demand Prediction

Consultant and Developer
Consultant and Developer
  • Development of a machine learning solution to support customer demand planning
  • Identification of key drivers influencing customer demand
  • Design of the IT infrastructure and machine learning pipeline
  • Application of various machine learning algorithms
2 Jahre 11 Monate
2023-01 - heute

GHG Scope 3 Emission Reporting

Consultant and Expert Advisor
Consultant and Expert Advisor
  • Evaluation and expert assessment for a leading mechanical engineering company in the field of emission reporting.
  • Validation of the implemented calculation logic for compliance with GHG Protocol requirements.
2 Jahre 11 Monate
2023-01 - heute

Expert systems

Consultant
Consultant
  • Development of an expert system for operator support in case of machine issues
  • Combined structured machine data and unstructured shift book entries to derive actionable insights
  • Used large language models (LLMs) to extract patterns and recurring problems from historical text data
  • Developed logic to generate context-aware recommendations for operators based on past incidents and sensor data
  • Designed a pipeline integrating machine data/logs, and LLM-based inference
  • Improved response times and consistency in troubleshooting by providing intelligent, data-driven decision support
2 Jahre 11 Monate
2023-01 - heute

Spare Parts Lead Time Analysis

Consultant and Developer
Consultant and Developer
  • Lead time analysis is the process of measuring and improving the time it takes to complete a process from start to finish.
  • Can be applied to different industries and operations, such as manufacturing, supply chain management, project management, and service delivery.
  • Can help identify the sources of delays, inefficiencies, and waste in a process, and provide insights on how to optimize the process and reduce the lead time.
3 Jahre 5 Monate
2022-07 - heute

Marketing Mix Modeling

Consultant
Consultant
  • Project to quantify the impact of marketing activities on sales performance
  • Collected and harmonized multi-channel marketing, sales, and external data (e.g., media spend, pricing, promotions, seasonality, competitors)
  • Built regression-based models to estimate the ROI and effectiveness of marketing channels
  • Identified key drivers of sales and quantified their incremental contribution
  • Provided actionable recommendations for budget allocation and media optimization
  • Collaborated closely with marketing and data teams to ensure stakeholder alignment
7 Jahre 11 Monate
2018-01 - heute

Facility Location Planning

Consultant and Developer
Consultant and Developer
  • Project 1: Identification of the optimal location for a new logistics warehouse to support inbound transport operations of an industrial company.
  • Project 2: Determination of the optimal number and geographic placement of new production sites for a consumer goods manufacturer.
  • Additional description (applies to both projects): Transport data analysis and application of state-of-the-art optimization methods.
7 Jahre 11 Monate
2018-01 - heute

Interim Application Support & Prototypes

Consultant and Developer
Consultant and Developer
  • Support for ?classic? applications within business units (legacy processes & tools, etc.)
  • Development and maintenance of solutions using Excel, VBA, SQL, KNIME, Python, R
  • Support for ad-hoc data science prototypes
  • Interim business and IT support
1 Jahr
2012-01 - 2012-12

Freight Tender Management

Consultant and Developer
Consultant and Developer
  • Design and implementation of a client-server database solution to support freight tender management for a logistics service provider
  • Design and implementation of the database
  • Design and implementation of the Excel add-in
1 Jahr
2009-01 - 2009-12

Spare-Parts Management System

Consultant
Consultant
  • Performance evaluation of a spare parts management system
  • Conducted statistical analyses and surveys on key supply chain metrics (costs, inventory levels, inventory turnover, service grade, etc.) across the entire logistics network of an automotive OEM
  • Winner of the AFITL & Wolters Kluwer Award

Aus- und Weiterbildung

Aus- und Weiterbildung

9 Monate
2025-03 - heute

Professor (Full) of Digital Business Management

Professor, OTH Regensburg
Professor
OTH Regensburg

  • Research: Business Analytics, Data Science, Operations & Supply Chain Management, Sustainability, Operations Research, Game Theory
  • Teaching/Courses: Basics of Programming, Application-oriented AI & AI literacy, Business simulation game, Data Literacy & Tech Translation, Data Science in Logistics, Digital Business Models
  • Head of Studies (Studiengangsleiter) ?Bachelor Digital Business Management?
  • Member of the Promotionszentrum ?Angewandte Informatik? at OTH Regensburg
  • Member of the Promotionszentrum ?Advanced Building Technologies? at TH Rosenheim

2 Jahre
2023-03 - 2025-02

Professor (Full) of Business Analytics

Professor, TH Rosenheim
Professor
TH Rosenheim

  • Research: Business Analytics, Data Science, Operations & Supply Chain Management, Sustainability, Operations Research, Game Theory
  • Teaching/Courses: Business Analytics, Digital Business Models, Practical Project in Business Informatics, Data Engineering, Data Science for Supply Chain Management, Operations Management, Software Engineering, Software Development Basics, Database Systems, Computer Science Fundamentals
  • Member of the Promotionszentrum ?Advanced Building Technologies? at TH Rosenheim
  • Sustainability Officer of the Faculty of Computer Science

6 Jahre 9 Monate
2013-03 - 2019-11

Habilitation in Business Administration

Habilitation (Dr. rer. pol. habil.), University of Regensburg
Habilitation (Dr. rer. pol. habil.)
University of Regensburg
Research: sustainable operations, green logistics, transport modelling, game theory
4 Jahre 2 Monate
2009-01 - 2013-02

Doctoral degree (Dr. rer. pol.)

Dr. rer. pol., University of Regensburg
Dr. rer. pol.
University of Regensburg

  • Grade: summa cum laude
  • Dissertation: Distribution Network Analysis for Fast Moving Consumer Goods

2 Jahre
2006-10 - 2008-09

M.Sc. in Business Administration

Master of Science, University of Augsburg
Master of Science
University of Augsburg

  • Options: French-German Management, Logistics & Information
  • Grade: 1.25

2 Jahre
2006-10 - 2008-09

Master mention EGE spécialité Logistique

Master of Science, University of Rennes
Master of Science
University of Rennes

  • Options: French-German Management, Logistics & Information
  • Mention: très bien

3 Jahre 1 Monat
2003-10 - 2006-10

Intermediate Diploma in Business Admin. & Licence (IUP) Gestion d?entreprise

Bachelor of Science, University of Augsburg & University of Rennes
Bachelor of Science
University of Augsburg & University of Rennes

Position

Position

  • Professor of Digital Business Management
  • Professor of Business Analytics
  • Senior Manager Data Science
  • Lead Data Scientist
  • Consulting
  • Research

Kompetenzen

Kompetenzen

Top-Skills

Data Science Operations & Supply Chain Management Sustainability Forschung Datenanalyse Projektmanagement Business Intelligence Machine Learning Künstliche Intelligenz Logistik Finanzberichterstattung Controlling Automotive Maschinenbau Lebensmittelindustrie

Produkte / Standards / Erfahrungen / Methoden

Data Science
Experte
Data Engineering
Experte
Operation Management
Supply Chain Management
Logistics

AWS Certified, Azure Certified

IT skills (extract)

  • MS Office
  • ERP: SAP, SAP Business Warehouse
  • Math. Optim., Operations Research: CPLEX ILOG OPL, Gurobi, Lingo
  • Data Science: Python, R, R Shiny, Matlab, Power BI, Apache Spark, SPSS, SPSS Modeler, ETL, Sphinx, Knime, Tableau, Machine / Deep Learning (Tensorflow), Kubeflow
  • Geospatial Analysis (GIS): ArcGIS, QGIS, R
  • Cloud Computing: AWS (e.g., S3, EC2, EMR, Athena, Redshift, ECR), Azure, GCP
  • Self-Service Analytics (Knime, Power BI, etc.)
  • Diverse logistics software packages

Programmiersprachen

VBA
Visual Basic
Python
R
Java
HTML
PHP
CMS

Datenbanken

MS Access
MySQL
SAP Hana (basics)
Oracle
SQL
Data Warehousing

Branchen

Branchen

  • Automotive

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