Stefan Katz
Data Science Researcher
I have more than 7 years of experience in System Dynamics modeling. Recently I have moved towards integrating System Dynamics with Machine Learning and Data Science to explore new methods and challenge the most complex and dynamic problems we face in today’s society. I approach my work with an entrepreneurial attitude, always questioning the status quo and searching for sustainable solutions in my research and my consulting work. I am fluent in System Dynamics modeling, Python, data analysis and business strategy to make sure that the relevant data is available to make sustainable business decisions.
Personal Info
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nameStefan Philipp Katz
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date of birthSeptember 06, 1985
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e-mailmail@stefan-katz.ch
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phone+41 79 889 59 18
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websitehttps://stefan-katz.ch
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languagesGerman, English, French, Spanish
Skills
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Machine Learning
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scipy
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scikit-learn
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Deep Learning
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keras
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tensorflow
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Data Visualization
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matplotlib
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Network Analysis
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Statistics
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System Dynamics Modeling
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Model Analysis and Validation
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PySD
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Python
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Pycharm, Anaconda
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Data Analysis (Pandas, Numpy, etc.)
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Windows, Linux
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Excel
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Teaching, Training, Facilitation, Coaching
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Business Strategy (Modeling, Balanced Scorecard)
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LaTeX
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html
University Education
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M.Phil. in System Dynamics
2015 - 2018University of Bergen
- Master Thesis: Building Confidence in Simulation Models using Automated Analyses
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B.Sc. in Business Administration
2012 - 2015Bern University of Applied Sciences
- Bachelor Thesis: Adding Rigor to the Idea: Elaboration of the Dynamic Balanced Scorecard Method
- Major: Management in Practice (Strategy)
- Minor: Banking and Finance
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B.A. in International Relations
2005 - 2010University of Geneva
- Major: Political Science
- Minor: International Law
Extracurricular Activities
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Founder, Center for Student Driven Innovation (sdi)
2012 - 2015Switzerland
Main activities:
- Establishing a platform for students to run their own projects
- Recruitment and training of new members
- Providing a research and service platform for student-driven products
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euforia
2014Switzerland
Main activities:
- Participation in Social Change and Leadership trainings
- Liaison for euforia campus presence at the Bern University of Applied Science
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One Young World
2010 - 2013El Salvador, Switzerland
Main activities:
- Organization of funding to sponsor the participation of Swiss students
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AIESEC
2005 - 2010Switzerland
Main activities:
- Financial management for the largest job fair in the history of AIESEC in Geneva
- Providing skills training on local and national level
- Organizing conferences on local and national level
Awards & Grants
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Dataset Challenge, Winner
2019EUROCSS, ETH
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Full funding for the inaugural summit in London
2010One Young World
Courses
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Innosuisse Start-Up Training Business Concept
2019Innosuisse, University of Bern
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Modul 1: Generieren von Forschungsideen
2019Bern University of Applied Sciences
Conference/Seminar participation
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6th International Preparedness & Response to Emergencies & Disasters
2020Swiss Armed Forces
Tel Aviv, Israel
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European Symposium Series on Societal Challenges
2019ETH
Zürich, Switzerland
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From Game Theory to Computational Social Science Workshop
2019ETH
Zürich, Switzerland
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32. Langenargener Symposium
2018Swiss Armed Forces
Bregenz, Austria
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2nd Trinational Conference for Civil-Military Cooperation
2018Swiss Armed Forces
St. Gallen, Switzerland
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International System Dynamics Conference (participated every year)
2012-2018System Dynamics Society
Multiple Locations
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Euforia Training Program (eTP)
2014euforia
Bern, Switzerland
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SME development workshop
2011ESEN, MCTC
San Salvador, El Salvador
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Forum: A culture of legality
2010SICA, GTZ, FUSADES
San Salvador, El Salvador
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One Young World Summit
2010One Young World
London, England
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Youth2Business Forum
2009PwC, Alcatel and others
Kuala Lumpur, Malaysia
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Conflict Management Workshop
2009Future Considerations
Rome, Italy
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Workshop Day
2008DHL, PwC and others
Sao Paulo, Brazil
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Mentoring/Coaching Seminar
2007IBM
Zürich, Switzerland
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Training seminar for advanced trainers
2007AIESEC
Linz, Austria
Work Experience
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Founder and CEO, polyflow LLC
11/18 -Urdorf, Switzerland
Main responsibilities:
- Client relations management
- Research on Social Media and Conspiracy Theories
- Consulting in modeling using System Dynamics and data analysis
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Specialist Officer, Swiss Armed Forces
01/18 -Bern, Switzerland
Main responsibilities:
- Research on a competency model for first responders using expert interview input
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Researcher, Bern University of Applied Sciences
06/19 - 08/20Bern, Switzerland
Main responsibilities:
- Development of in-house data science capabilities
- Development of new projects in research and services for network analysis
- Development of use cases for data science applications and data collection pipelines
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Research Assistant, Bern University of Applied Sciences
08/12 - 08/17Bern, Switzerland
Main responsibilities:
- System Dynamics Modeling for the Horizon 2020 EU-project "Use it Wisely"
- Conducting System Dynamics modeling seminars
- Implementation of reorganization initiatives for the head of the institute
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Junior Consultant, Emprecultura
11/09 - 03/12San Salvador, El Salvador
Main responsibilities:
- Support to the senior consultant in team coaching and consulting services
- Training on the implementation of strategy tools (Balanced Scorecard and Systems Thinking)
- Client management
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National Committee President, AIESEC
06/08 - 09/09San Salvador, El Salvador
Main responsibilities:
- Reorganization of AIESEC in El Salvador
- Training a new generation of members
- Formulation and implementation of a new strategy for AIESEC in El Salvador
Skills
System Dynamics
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Quantitative ModelingExcellent
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Model validationExcellent
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Model analysisExcellent
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Qualitative Modeling/Group ModelingVery Good
Data Science
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Machine Learning with scipy, scikit-learnGood
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Deep Learning with keras, tensorflowVery Good
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Network AnalysisGood
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Data Visualization with matplotlibGood
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StatisticsVery Good
Computer knowledge and programming
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PythonVery Good
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Visual Basic for ApplicationsVery Good
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ExcelExcellent
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Html/CSSGood
Education
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TeachingExcellent
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CoachingGood
Business
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Project ManagementVery Good
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StrategyVery Good
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Leading TeamsVery Good
Languages
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GermanMother tongue
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EnglishProficient
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SpanishVery Good
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FrenchVery Good
Publications
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Urman, A. & Katz, S., 2020. What the do in the shadows: examining the far-right networks on Telegram, Information, Communication & Society, DOI.
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Katz, S. & Groesser S.N., 2019. Elaborating the Dynamic Balanced Scorecard: Adding Rigor to Strategy Formulation and Implementation, Long Range Planning, Revise and Resubmit.
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Katz, S. & Groesser S.N., 2013. Explicate the links between external trends, stakeholder objectives, and an organization's strategy by an augmented Balanced Scorecard. SEM Radar,12(2), 29-47.
Conference Proceedings
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Katz, S. & Groesser S.N., 2018. Building Confidence in Simulation Models using Automated Analyses, In: Eberlein, R., King, A.B. & Strohecker, J. (Eds): Proceedings of the 36th International Conference of the System Dynamics Society, 06.-10. August 2018, Reykjavik, Iceland.
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Katz, S. & Groesser S.N., 2015. Dynamic Balanced Scorecard: Taking stock and looking ahead. In: Chichakly, K. & Saeed, K. (Eds.): Proceedings of the 33rd International Conference of the System Dynamics Society, 19.-23. July 2015, Cambridge (MA), USA.
Teaching
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ICTT: ICT Trends and Forecasting
2020Bern University of Applied Sciences
Bachelor Program Course
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Online Profiles and Opportunities for the Organization of the Future
2018Bern University of Applied Sciences
Guest Lecture in Bachelor Program Course
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Social Media Analytics/Microtargeting
2017Bern University of Applied Sciences
Guest Lecture in Master Program Course
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MPS3: Quantitative Modeling and Simulation using System Dynamics
2017Bern University of Applied Sciences
Bachelor Program Course
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Module PINC: Your Project Incubator
2015Bern University of Applied Sciences
Bachelor Program Course
Workshops given
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Building Confidence in Simulation Models using Automated Analyses
2018International System Dynamics Conference
Reykjavik, Iceland
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Quantitative Modeling Course for Students
2016Bern University of Applied Sciences
Bern, Switzerland
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Modeling Workshop Cluster 5
2015Horizon 2020 Project "Use-It-Wisely"
Athens, Greece
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Quantitative Modeling Tutorial
2015Bern University of Applied Sciences
Lecture in Bachelor Program
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Modeling Workshop Cluster 6
2014Horizon 2020 Project "Use-It-Wisely"
Delft, Netherlands
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Fishbanks Workshop for Qualitative Modeling Course
2014Bern University of Applied Sciences
Bern, Switzerland
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3 Workshops on Entrepreneurship
2010Global Entrepreneurship Week
San Salvador, El Salvador
Work in Progress
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Developing a toolbox for automated SD model validation
Different descriptions of validation tests of System Dynamics models are available in specialized literature, but few attempts have been made to operationalize them. The aim of this project is to standardize validation tests and implement them in an automated testing sequence. This testing sequence, called PySD testing battery, provides modelers and reviewers with relevant insights about model behavior. The validation tests included are continously developed and refined. Automating the tests allows to decrease the time used for validation at the same time increasing its rigor. This is helpful for producing models with higher confidence and quality. The testing battery provides interpretation aid to the modeler to ensure that the output of such testing remains easily understandable.
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Topology of protest movements
By comparing the patterns of social media-facilitated organizations of protest movements (namely, Hong Kong, Catalonia, Venezuela and Iran), the objective is to identify different strategies that are applied to coordinate, mobilize others, and adapt to the changes in the surrounding environment.
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Dynamic community detection in social networks
Dynamic community detection in networks is done mostly through dividing a network into several static snapshots, which leads to misattribution of the strength of ties and misrepresentation of communities overtime. This limitation is addressed by introducing a dynamic view on edge construction and edge maintenance.
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System Dynamics learners for stock price prediction
Using System Dynamics learners, a neural network can be boosted to provide more accurate predictions on future price movements and capitalize on the inherent dynamics within the financial system.
Services
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Strategy Consulting
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Data Analysis
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Dynamic Balanced Scorecard
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Modeling and Model Validation
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Modeling Training
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Strategy Tools implementation
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Content responsibility for this website
Stefan Katz
mail@stefan-katz.ch
+41 79 889 59 18
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Copyright
The copyright for all contents of this website remains with Stefan Katz
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Disclaimer
All texts and information on this website have been carefully reviewed and will be continuously updated. It is my intent to provide accurate and complete information on this website however there is no guarantee for that. Contents of this website can be changed without notice and there is no guarantee for updated information. All links have been tested but I take no responsibility for the contents that you might see when clicking on one. If you leave this domain, all bets are off. Use common sense.
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Data protection notice
There is no guarantee for the security of your data provided to this website.
Contact data used on this website may only be used to contact me about contents of the website and projects. It is not allowed to use any information for commercial purposes, particularly advertising and such.