About Me

Profile

I have worked on digital health applications at Fraunhofer ISST in Dortmund since 2016 and have headed a research group there since 2022. My work combines data science and machine learning with user-centered design to bring research results into practical use.

My research ranges from pattern recognition in biosignals and gamified therapy to smart home emergency response systems. In research and industry projects I am mainly responsible for project management and requirements engineering and coordinate interdisciplinary teams.

Focus Areas

Research & Practice

Smart Home & Emergency Care

Automated detection of emergencies at home and structured transfer of relevant data to emergency responders. The systems are designed together with people with disabilities and evaluated in user studies. The topic is also the subject of my doctoral thesis.

AI-based Biosignal Analysis

Machine learning methods for classifying ECG, auscultation and other biosignals, for example to detect cardiac disease or to recognize pain automatically.

Digital Health & eHealth

Design and evaluation of digital health interventions, such as the e‑mental health training “Make It” for reducing distress in cancer patients within the Reduct trial.

User-Centered Development & Requirements Engineering

Participatory requirements elicitation and evaluation of user acceptance, for example in mixed-methods studies. The methods follow IREB CPRE and Scrum.

Gamified Therapy (VR/AR)

Therapy and training approaches using game elements, VR, AR and neurofeedback to promote motivation and therapy adherence.

Research & Team Leadership

Leading interdisciplinary teams of up to 20 staff, with responsibility for an annual third-party funding budget of around €1.5M.

Career

Work & Education

Professional Experience

since 2022

Fraunhofer ISST

Team Lead / Senior Engineer

since January 2022

Leading a team of research associates and student assistants working on health applications, with a focus on data science and data ecosystems.

2016–2021

Fraunhofer ISST

Research Associate

August 2016 to December 2021

Project management and requirements engineering in numerous research and industry projects on topics such as VR/AR, gamified therapy, voice interaction, digital health, digital learning, smart laboratories, pattern recognition in biological signals, machine learning and data analytics.

2015

TU Dortmund

Student Assistant

May to October 2015

Development of a video game using Unity, C# and Autodesk 3ds Max to illustrate market-based optimization algorithms as part of the European project DYMASOS.

2013–2015

Fraunhofer ISST

Research Assistant

June 2013 to April 2015

Development of a portal interface using Vaadin, Java, Spring, (S)CSS and GWT for attendance tracking via RFID and rule monitoring using complex event processing around an operating room in the hospital of the future.

2012–2013

Heitmann IT GmbH

Working Student

May 2012 to February 2013

Rollout of PC systems and management of legacy hardware.

2008–2009

Prosper-Hospital

Civilian Service

August 2008 to April 2009

User support and system implementation across all hardware and software areas.

Education

since 2021

Uni Witten/Herdecke

Doctoral Studies (Dr. rer. medic.)

Doctorate in Health Sciences, Witten/Herdecke University

Conception of an automated detection, reporting and guidance system for emergency responders.

2013–2016

TU Dortmund

Master of Science (M.Sc.) in Computer Science

TU Dortmund University

Focus areas: software development, database systems. Leadership of project group 579 “CyberReha”.

2009–2013

TU Dortmund

Bachelor of Science (B.Sc.) in Computer Science

TU Dortmund University

Minor in Physics.

2005–2008

Max-Born-Berufskolleg

University Entrance Qualification

Max-Born-Berufskolleg, Recklinghausen

Certifications

Qualifications

Certifications in requirements engineering, Scrum and agile leadership.

IREB

CPRE

Certified Professional for Requirements Engineering by the International Requirements Engineering Board

Scrum.org

Professional Scrum

Five certifications: Scrum Master, Product Owner, Agile Leadership, Evidence-Based Management and Product Discovery & Validation

Nintendo

Registered developer for the Nintendo Switch platform

Publications

Research

Articles in journals, conference proceedings and edited volumes. The full list is available on Google Scholar and ORCID.

2026

Journal

User Acceptance of Smart Home Emergency Response Systems: Mixed Methods Study

Pantförder, M., Krüger, O., Rietz, A., Dzieia, C. & Meister, S.

JMIR Human Factors, 13:e93003

2026

Conference

Data Integration and Sharing Architecture for Rapid Emergency Response

Dzieia, C., Wolf, E., Pantförder, M. & Bisgin, P.

2026 IEEE 14th International Conference on Healthcare Informatics (ICHI), pp. 921–926

2026

Conference

Participatory Design of a Smart Home Emergency Response System: Study on Attitudes, Expectations, and Perceived Safety Among Disabled People and Caregivers

Wolf, E., Weirauch, V., Rietz, A., Dzieia, C. & Pantförder, M.

Universal Access in Human-Computer Interaction (HCII 2026), LNCS, Springer, pp. 141–157

2025

Conference

HEART – Hybrid ECG Analysis for Recognizing Chagas Traits

Bisgin, P., Sondermann, M., Eggoni, H., Werger, O., Bengaluru Kumar, P., Lübbe, F., Fecke, M., Tschorn, N., Mallick, M. K., Pantförder, M. & Wöhrle, H.

Computing in Cardiology (CinC) 2025

2025

Conference

Improving AI-Based Canine Heart Disease Diagnosis with Expert-Consensus Auscultation Labeling

Bisgin, P., Strube, T., Tschorn, N., Pantförder, M., Fecke, M., Ljungvall, I., Häggström, J., Wess, G., Schummer, C., Meister, S. & Howar, F. M.

47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Copenhagen, pp. 1–7

2025

Conference

Participatory Design of a Smart Home Emergency System: Preliminary Study on Affinity and Acceptance Towards Smart Technologies Among Disabled People

Weirauch, V., Wolf, E., Rietz, A., Dzieia, C. & Pantförder, M.

HCI International 2025 Posters (HCII 2025), pp. 216–225

2025

Conference

Curriculum Sequencing as a Generalised Travelling Salesperson Problem: A Novel Perspective on Learning Path Generation

Strube, T., Pokotylo, M., Fecke, M., Schmidt, A. & Pantförder, M.

Adaptive Instructional Systems (HCII 2025), LNCS, Springer, pp. 96–114

2024

Journal

Evaluation of the e–Mental Health Intervention Make It Training From Patients' Perspectives: Qualitative Analysis Within the Reduct Trial

Krakowczyk, J. B., Truijens, F., Teufel, M., Lalgi, T., Heinen, J., Schug, C., Erim, Y., Pantförder, M., Graf, J. & Bäuerle, A.

JMIR Cancer, 10:e53117

2022

Journal

Mindfulness and skills-based eHealth intervention to reduce distress in cancer-affected patients in the Reduct trial: Intervention protocol of the make it training optimized

Heinen, J. M., Bäuerle, A., Schug, C., Krakowczyk, J. B., Strunk, S. E., Wieser, A., Beckord, J., Jansen, C., Dries, S., Pantförder, M., Erim, Y., Zipfel, S., Mehnert-Theuerkauf, A., Wiltink, J., Wünsch, A., Dinkel, A., Stengel, A., Kruse, J., Teufel, M. & Graf, J.

Frontiers in Psychiatry, 13:1037158

2022

Patent

Analysis of an Acoustic Signal

Pantförder, M., Bisgin, P., Schummer, C. & Beardow, A.

WO2022023420, WIPO / PCT

2022

Conference

Designing Neurogames to Support Patients under Psychotherapy Treatment: Opportunities and Challenges of the MUSE Headband

Pantförder, M. & Hellwig, A.

15th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2022), HEALTHINF, pp. 296–305

2020

Conference

Automated pain detection: Comparing the performance of multiple convolutional neural networks

Pantförder, M. & Tokple, J.

65th Annual Meeting of the German Association for Medical Informatics, Biometry and Epidemiology (GMDS) 2020

2018

Book chapter

Digital Health: How digital media are used to support our health

Meister, S., Deiters, W., Hellwig, A. & Pantförder, M.

In: Medienproduktion