Andrea Sipka
Andrea Sipka is a data scientist whose work spans trustworthy AI and data science for public services. She earned degrees in mathematics and computer science at Southampton and data science at Padua, and spent four years at IBM in software engineering and release leadership. In 2019, she managed a Data Science for Social Good transportation project in the West Midlands, then pursued doctoral research at Zurich and RPTU. Her 2025 work includes X-Hacking, which shows how AutoML can find desired explanations among similarly predictive models, and a knowledge-based debugger for trustworthy AI. As of October 2026, she is deputy head of DFKI's Data Science and its Applications department.
- Now at
- DFKI
- Links
- Google Scholar
Timeline
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2010–2013
Mathematics and computer science
She earns a BSc in Mathematics with Computer Science at the University of Southampton in 2013.
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2015
Storage software at IBM
In 2015, she presents IP-based replication for IBM's SVC/Storwize Copy Services as a software developer at the UK Hursley lab. Her four years at IBM Systems R&D include software engineering and release leadership.
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2017–2019
A data science master's
She earns an MSc in Data Science at the University of Padua in 2019.
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2019
A transportation equity project
In 2019, she manages a Data Science for Social Good project on transportation access in the West Midlands. The team aims to measure gaps in transport access and create a data product for policy makers.
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2020–2022
Doctoral research in Zurich
From 2020 to 2022, she works toward a PhD in Informatics at the University of Zurich as a doctoral researcher in Social Computing.
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Since 2022
Computer science at RPTU
Since 2022, she pursues a PhD in Computer Science at RPTU.
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2025
X-Hacking and a knowledge-based debugger
In X-Hacking, she and her coauthors show how AutoML can search among similarly predictive models for a desired explanation. She also coauthors Actionable Trustworthy AI with a Knowledge-based Debugger, a 2025 paper.
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As of October 2026
Deputy head at DFKI
As of October 2026, she is deputy head of DFKI's Data Science and its Applications department and a data scientist.
Career
- NowDFKIDeputy Head
- 2020–2022University of ZurichDoctoral researcher in Social Computing
- IBMSoftware developer; release leadership
Education
- 2022University of ZurichPhD in Informatics
- From 2022RPTU University Kaiserslautern-LandauPhD in Computer Science
- 2019University of PaduaMSc in Data Science
- 2013University of SouthamptonBSc in Mathematics with Computer Science
Sources and credits
Photo: We have no published photo of Andrea Sipka yet. Send us a free-licensed photo.
- Andrea Sipka — Data Science and its Applications
- IBM Systems Technical University - Day 4 Sessions and Meet the Experts
- Understanding and Reducing Inequities in Transporation in the West Midlands
- Women in Computing
- X-Hacking: The Threat of Misguided AutoML
- [2401.08513] X Hacking: The Threat of Misguided AutoML
- Actionable Trustworthy AI with a Knowledge-based Debugger
- Team | Data Science and its Applications
