Profile Details

Create Project

★★★★★

☆☆☆☆☆

USD 120 /hr

★★★★★

☆☆☆☆☆

Hire Thomas O.

Austria

USD 120 /hr

Data scientist and researcher with a PhD in Applied Statistics and a background in software engineering.

Profile Summary

I specialze in mechanistic model emulation, hybrid and reduced complexity models, XAI, conformal ML, uncertainty quantification, and reinforcement learning. Experienced in developing high performance modeling pipelines and statistical frameworks for scientific simulations in environmental and biopharma systems.

Subject Matter Expertise

• ☆ Data Analysis
• ☆ Computer Simulation/Computational Modeling
• ☆ Algorithm Design
• ☆ Predictive Modeling & Analytics
• ☆ Data Processing
• ☆ Data Exploration
• ☆ Cluster Analysis
• ☆ Data Visualization
• ☆ Big Data Analytics
• ☆ Machine Learning
• ☆ Data Architecture
• ☆ Neural Networks
• ☆ Pattern Recognition
• ☆ Artificial Intelligence
• ☆ Deep Learning
• ☆ Statistics
• ☆ Applied Statistics
• ☆ Regression Analysis
• ☆ Statistical Computing
• ☆ Applied Mathematics
• ☆ Mathematical Models
• ☆ Computational Sciences
• ☆ Python
• ☆ Matlab
• ☆ SQL
• ☆ Java
• ☆ Tensorflow
• ☆ LaTex
• ☆ R
• ☆ Scikit-learn
• ☆ Markup Languages
• ☆ Software Development
• ☆ Software QA & Testing
• ☆ Web Application Development
• ☆ DevOps
• ☆ Hypothesis
• ☆ Peer Review
• ☆ Research Methodology
• ☆ Technology Scouting
• ☆ Literature Search
• ☆ Skills Training
• ☆ Technical & Scientific Writing
• ☆ Manuscript & Journal Article Writing
• ☆ Release Notes
• ☆ White Papers
• ☆ Case Studies
• ☆ Textbook Content Writing
• ☆ Science Communication

Services

• Consulting
• Data & AI
• Product Development

Consulting Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Big Data Analytics, Data Mining

Product Development Formulation, Prototyping

Work Experience

Research Scholar

International Institute for Applied Systems Analysis

October 2023 - Present

Researcher

Competence Center CHASE GmbH

April 2020 - September 2023

Principal Software Developer (Backend)

MICADO Digital Solutions GmbH

June 2011 - October 2019

Education

PhD (Applied Statistics)

TU Wien

October 2020 - November 2023

MSc (Software Engineering)

University of Applied Sciences Technikum Wien

2017 - 2019

BSc (Information and Communication Systems and Services)

University of Applied Sciences Technikum Wien

2014 - 2017

Certifications

• Certification details not provided.

Publications

PREPRINT

Thomas Oberleitner, Artem Baklanov, Thiago Berton Ferreira, Gerrit Hoogenboom, Jonas Jägermeyr, Atul Jain, Tzu-Shun Lin, Oleksandr Mialyk, Christoph Müller, Alex C Ruane, et al. (2025). Explaining climatic drivers of yield anomalies in global crop models through metamodel-based attribution .

Thomas Oberleitner, Christian Folberth, Artem Baklanov, Nikolay Khabarov, Juraj Balkovič, Rastislav Skalský (2025). CROMES v1.0: A flexible CROp Model Emulator Suite for climate impact assessment .

Thomas Oberleitner, Thomas Zahel, Christoph Herwig(2023). A Method for Finding a Design Space as Linear Combinations of Parameter Ranges for Biopharmaceutical Control Strategies . arXiv

JOURNAL ARTICLE

Thomas Oberleitner, Christian Folberth, Artem Baklanov, Nikolay Khabarov, Juraj Balkovič, Rastislav Skalský (2025). CROMES v1.0: a flexible CROp Model Emulator Suite for climate impact assessment . Geoscientific Model Development.

Thomas Oberleitner, Thomas Zahel, Christoph Herwig (2024). Identifying design spaces as linear combinations of parameter ranges for biopharmaceutical control strategies . Computers & Chemical Engineering.

Oberleitner, T., Zahel, T., Herwig, C.(2024). Identifying design spaces as linear combinations of parameter ranges for biopharmaceutical control strategies . Computers and Chemical Engineering. 183.

Thomas Oberleitner, Thomas Zahel, Marco Kunzelmann, Judith Thoma, Christoph Herwig (2023). Incorporating random effects in biopharmaceutical control strategies . AAPS Open.

Holistic Design of Experiments Using an Integrated Process Model <head> <META HTTP-EQUIV="Refresh" CONTENT="0;URL=/servlet/useragent"> </head> . Bioengineering.

Thomas Oberleitner, Thomas Zahel, Barbara Pretzner, Christoph Herwig (2022). Holistic Design of Experiments Using an Integrated Process Model . Bioengineering.

Oberleitner, T., Zahel, T., Pretzner, B., Herwig, C.(2022). Holistic Design of Experiments Using an Integrated Process Model . Bioengineering. 9. (11).

BOOK CHAPTER

Thomas Oberleitner, Thomas Zahel, Christoph Herwig(2023). A Method for Finding a Design Space as Linear Combinations of Parameter Ranges for Biopharmaceutical Development . Computer Aided Chemical Engineering. p. 909--914. Elsevier

Oberleitner, T., Zahel, T., Herwig, C.(2023). A Method for Finding a Design Space as Linear Combinations of Parameter Ranges for Biopharmaceutical Development . Computer Aided Chemical Engineering. 52. p. 909-914.