Christian (D.) Ruf
Manager Intelligent Industry & Data Analytics
Experience
Jan 2022 - Dec 2023
2 yearsGermany
Manager Intelligent Industry & Data Analytics
Capgemini Invent
Jun 2021 - Present
4 years 7 monthsData Analyst
Independent
Mar 2020 - Dec 2021
1 year 10 monthsGermany
Manager Operations Research
Bain & Company
May 2017 - Dec 2018
1 year 8 monthsAustin, United States
Research Stay
University of Texas at Austin
Dec 2013 - Nov 2019
6 yearsPh.D. at the Chair of Operations Management
Technical University of Munich
Oct 2010 - Sep 2013
3 yearsMaster's in Information Systems
Technical University of Munich
Oct 2007 - Sep 2010
3 yearsBachelor's in Business Informatics
University of Applied Sciences for Engineering and Economics Berlin
A digital twin of an offshore wind farm
- Developed a digital twin for a utility provider (21,000 employees, USD 17 bn revenue) to understand wind farm operations and maintenance requirements
- Simulated scenarios featuring boats, helicopters, and maintenance crews
- Analyzed profitability, operating costs, and service levels to support contract negotiations
Optimized A/B-testing for marketing science
- Enhanced an initial mathematical optimization model to form control and test groups for marketing experiments at Bain & Company (19,000 employees, USD 6 bn revenue)
- Transformed the model into a reliable tool handling diverse use cases
- Implemented a Tabu search heuristic for complex cases
- Deployed the tool as a web app using the Dash library
Sales territory optimization
- Advised a medical devices producer (4,000 employees, USD 1.2 bn revenue) on new sales territories after a merger
- Used historical sales volume data and two algorithms integrated into a spreadsheet
- Provided an initial solution that the client continued using as changes occurred
Supply chain network design optimization
- Built a mathematical optimization model and dashboard to evaluate the production footprint of a food producer with 3,500 employees and USD 1.4 bn revenue to consolidate their network
- Enabled competition with low-cost vendors by recommending site closures, leading management to shut down 10 of 13 sites
Supply chain network design optimization
- Built a mathematical optimization model considering multiple distribution channels (brick-and-mortar, e-commerce, dropshipping)
- Developed a Tableau dashboard to visualize solutions and KPIs (speed-to-customer, operating costs, capital expenditures)
- Supported implementation of a strategy to extend stores with picking and packing areas for high e-commerce service levels
Summary
I help businesses make better decisions by leveraging advanced analytics. I have a Ph.D. in operations research and experience solving challenging business problems in manufacturing, the food industry, retail, and the air-traffic industry.
Skills
Data Analysis
Etl
Data Visualization
Demand Forecasting
Simulation
Operations Research
Mathematical Optimization
Heuristics And Meta-heuristics
Machine Learning
Supply Chain And Inventory Analytics
Air-traffic Management
Personnel Planning
Python
Java
Sql
Vba
Alteryx
Knime
Weka
Tableau
Grafana
Plotly
Dash
Excel
Simpy
Skikit-learn
Git
Gurobi
Cplex
Or-tools
Google Cloud Platform
Amazon Web Services
Snowflake
Quantitative Trading
Languages
German
AdvancedEnglish
AdvancedSpanish
IntermediateEducation
Dec 2013 - Nov 2019
Technical University of Munich
Ph.D. · Operations Research · Munich, Germany
Oct 2010 - Sep 2013
Technical University of Munich
Master’s in Information Systems · Information Systems · Munich, Germany
Oct 2007 - Sep 2010
University of Applied Sciences for Engineering and Economics Berlin
Bachelor’s in Business Informatics · Business Informatics · Berlin, Germany
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