CV

Education, research and teaching experience, publications, grants and talks.

Contact Information

Name Dominik Bittner
Professional Title PhD Researcher, Environmental Sustainability
Email dominikbittner2023@gmail.com
Location Aberdeen, UK

Professional Summary

My bond with nature began at an early age, growing up on a farm with its woodlands. I have witnessed firsthand the challenges faced by farmers due to deteriorating soil health, leading to a strong motivation to advance sustainable agricultural practices. Fully in line with UN Sustainable Development Goals, I am particularly invested in helping regions where support is urgently needed, such as in sub-Saharan Africa, where farmers heavily depend on the health of their soils.

Experience

  • 2026 - Present

    Aberdeen, UK

    Research Assistant
    University of Aberdeen
    • Leading the deployment of an agricultural advisory software for African farmers.
  • 2025 - Present

    Remote

    Freelance Consultant
    Independent Computational Consultant
    • Provision of AI expertise for one startup in the agricultural sector.
  • 2024 - Present

    Aberdeen, UK

    Demonstrator & Project Supervisor
    University of Aberdeen
    • Courses: Artificial Intelligence, Evaluation of AI Systems, Statistical Analysis of Biological Data.
    • Supervisees: Jeanne Biegel, Adam Ponting, Daniel Eze, Olubusuyi Omowaye.
  • 2022 - 2024

    Regensburg, GER

    Research Associate
    Regensburg University of Applied Sciences
  • 2022 - 2022

    Erlangen, GER

    Research Intern
    Fraunhofer Institute for Integrated Circuits IIS
    • Analysis of subjects’ physiological data to draw conclusions about their affective states.
  • 2021 - 2022

    Nottingham, UK

    Research Intern
    Nottingham Trent University
  • 2021 - 2022

    Coimbra, POR

    Research Intern
    University of Coimbra
  • 2020 - 2021

    Regensburg, GER

    Engineering Intern
    Maschinenfabrik Reinhausen
    • Exploration of fibre-optic sensor technology for position detection of vacuum tap-changers.
  • 2013 - 2017

    Nuremberg, GER

    Mechatronics Technician
    Siemens AG
    • Apprenticeship and full-time employment in the production of high voltage converters.

Education

  • 2024 - Present

    Aberdeen, UK

    PhD
    University of Aberdeen
    Environmental Sustainability
    • Thesis: Supporting Ethiopian farmers to assess soil and use nature-based solutions with hybrid AI
    • Coursework: Soil science, sustainability, computer vision, interdisciplinary research.
  • 2022 - 2024

    Regensburg, GER

    M.Sc.
    Regensburg University of Applied Sciences
    Applied Research in Engineering Sciences
    • Thesis: Investigation into supporting students in learning through eye tracking and deep learning
    • Coursework: Machine learning, deep learning.
    • Grade: 1.2 (with distinction)
  • 2018 - 2022

    Regensburg, GER

    B.Eng.
    Regensburg University of Applied Sciences
    Mechatronics
    • Thesis: Data augmentation to improve CNN-based semantic segmentation to prevent forest fires
    • Coursework: Software engineering, statistics & optimization.
    • Grade: 2.0 (upper second-class)

Publications

  • 2026
    Assessing the impact of nature-based solutions on soil health in sub-Saharan Africa through farmer-centred methods
    Environmental Research Letters, 21(4), 043004
  • 2024
    Towards use of AI-Powered Hybrid Soil Health Assessment to Design Nature-Based Solutions for Restoration of Degraded Soils in Sub-Saharan Africa
    AI4SoilHealth Conference Proceedings
  • 2024
    Uncovering Learning Styles through Eye Tracking and Artificial Intelligence
    ETRA 2024 Proceedings
  • 2023
    Unveiling the Secrets of Learning Styles: Decoding Eye Movements via Machine Learning
    ICERI 2023 Proceedings
  • 2023
    In-depth Benchmarking of Transfer Learning Techniques for Improved Bottle Recognition
    ICPRS 2023 Proceedings
  • 2023
    Towards Eye Tracking based Learning Style Identification
    ECSEE 2023 Proceedings
  • 2022
    Generating synthetic multispectral images for semantic segmentation in forestry applications
    ICRA 2022 Workshop Proceedings

Awards

  • 2026
    ISMC Travel Award
    International Soil Modeling Consortium

    Travel grant to attend the International Soil Modeling Consortium conference (520 GBP).

  • 2024
    SUSTAIN CDT Doctoral Stipend
    SUSTAIN Centre for Doctoral Training

    Full research funding and maintenance, Sep 2024 - Aug 2028 (94,000 GBP).

  • 2024
    Bavarian State Ministry Grant
    Bavarian State Ministry for Science and Art

    PI of the Eye Movement Modelling Examples project, No. L.1-H2493.0/15, Apr 2024 - Apr 2025 (52,000 GBP).

  • 2021
    DAAD HAW.International Stipend
    DAAD

    International scholarship for thesis completion abroad, Dec 2021 - Mar 2022 (4,300 GBP).

  • 2021
    DAAD RISE Programme Stipend
    DAAD

    International research scholarship for a science internship, Aug 2021 - Nov 2021 (3,500 GBP).

Skills

Research: Experimental design, Qualitative & quantitative research
Computer Science: Scientific ML & DL, Computer vision, Python, R, Julia
Soil Science: Soil classification, Soil analysis, Sustainability
Transferable: Academic writing, Public speaking, Teamwork, Leadership

Languages

German : Native speaker
English : Professional working proficiency
Spanish : Basic communication skills

Conferences & Invited Talks

  • Dec 2025 — Poster, “Hybrid Soil Engine”, BSSS Annual Conference, Manchester, UK
  • Dec 2025 — Oral, “Hybrid Soil Engine”, BSSS Early Career Conference, Manchester, UK
  • Oct 2025 — Oral, “Hybrid Soil Engine”, NESEN Conference, Aberdeen, UK
  • Oct 2025 — Poster, “Hybrid Soil Engine”, Interdisciplinary Symposium, Aberdeen, UK
  • Dec 2024 — Poster, “Hybrid Soil Engine”, AI4SoilHealth Conference, Budapest, Hungary
  • Jun 2024 — Oral, “Deep Learning in Eye Tracking”, ETRA Conference, Glasgow, UK
  • Dec 2023 — Invited lecture, “Deep Learning in Education”, University of Vienna, Austria
  • Nov 2023 — Oral, “Deep Learning in Eye Tracking”, ICERI Conference, Seville, Spain
  • Jul 2023 — Oral, “Deep Learning Benchmarking”, ICPRS Conference, Guayaquil, Ecuador
  • Jun 2023 — Oral, “Deep Learning in Education”, ECSEE Conference, Seeon, Germany
  • May 2022 — Oral, “Deep Learning in Forestry”, ICRA Conference, Philadelphia, USA

Extracurricular, Service & Memberships

  • Board member: Network coordinator at the Aberdeen-Africa Research Network.
  • Student representative: The students’ voice in the SUSTAIN-CDT programme.
  • Smoke diver: Trained in high-stress rescue operations at the local voluntary fire brigade.
  • Coach and board member: Support and guidance for the local youth football club.
  • Memberships: British Society of Soil Science, International Soil Modeling Consortium.

Personal Interests

  • Run the farm: The family farm is a lifelong, shared commitment and a round-the-clock passion.
  • In the orchestra: Playing solo is great; in a band, it’s all about listening and connecting.

References

  • Professor Jo Smith

    University of Aberdeen — jo.smith@abdn.ac.uk

  • Professor Jürgen Mottok

    Regensburg University of Applied Sciences — juergen.mottok@oth-regensburg.de

  • Dr. David Portugal

    University of Coimbra — davidbsp@isr.uc.pt