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Izabela (Dr.) Kamińska

Freelance & Career Transition Projects

Izabela Kamińska
Munich, Germany

Experience

Mar 2025 - Present
1 year 1 month

Freelance & Career Transition Projects

  • Hands-on work in data annotation, dataset QA, and labeling tools (Label Studio, CVAT)
  • Conducted manual and automated checks on dataset integrity, annotation consistency, and labeling precision
  • Strengthened Python, SQL, and visualization skills for data-driven evaluation of AI systems
  • Developed documentation and guidelines for data annotation workflows to ensure reproducibility and clarity
Sep 2021 - Feb 2025
3 years 6 months
Munich, Germany

Junior Research Group Leader

LMU Munich

  • Led interdisciplinary R&D projects in materials science and biosensing, managing data analysis, reporting, and collaboration across institutes
  • Translated scientific objectives into structured, data-driven project plans and quality control pipelines
  • Ensured precision in data collection, analysis, and documentation, fostering reproducibility and process efficiency
  • supervised researchers, reviewed experimental datasets, and provided feedback to maintain research standards
Apr 2014 - Sep 2021
7 years 6 months
Poland

Postdoctoral Researcher

  • Developed advanced analytical methods for biosensing and energy applications, improving data accuracy and reproducibility
  • Initiated new research directions linking nanotechnology and diagnostics, securing grants and collaborations
  • Built lab infrastructure and mentored early-career researchers, laying the foundation for later leadership roles

Industries Experience

See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.

Experienced in Biotechnology (11 years), Energy (7.5 years), Education (3.5 years), and Information Technology (1 year).

Biotechnology
Energy
Education
Information Technology

Business Areas Experience

The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.

Experienced in Research and Development (12 years), Quality Assurance (4.5 years), and Project Management (3.5 years).

Research and Development
Quality Assurance
Project Management

Summary

Physicist transitioning from academic research to AI and data-driven roles, combining a strong analytical mindset with hands-on experience in data annotation and quality assurance. Skilled in evaluating and structuring complex information with high attention to detail and accuracy. Experienced in research data workflows, process documentation, and cross-disciplinary collaboration. Currently developing deeper expertise in Python, SQL, and machine learning to contribute to high-quality data pipelines and the improvement of AI systems through precise evaluation and feedback.

Skills

  • Data Annotation & Qa | Task Evaluation · Content Auditing · Guideline Compliance · Data Validation · Feedback Documentation
  • Analytical & Technical | Python · Sql · Excel · Tableau · Dataset Structuring · Visualization · Data Workflow Design
  • Scientific Expertise | Physics & Chemistry (Ph.d.) · Experimental Design · Research Data Interpretation · Technical Documentation
  • Ai & Ml Foundations | Prompt Evaluation · Data Quality Assessment · Model Output Verification · Generative Ai Understanding
  • Collaboration & Process | Cross-functional Teamwork · Clear Communication · Mentoring · Attention To Detail · Adaptability

Languages

Polish
Native
English
Advanced
German
Intermediate

Education

M.Sc., Physics · Physics · Gdańsk, Poland

Ph.D., Chemical Sciences · Chemical Sciences · Warsaw, Poland

Ph.D., Micro- and Nanotechnologies · Micro- and Nanotechnologies · Lille, France

Certifications & licenses

Mathematics For Machine Learning

Coursera

IBM Data Analyst Professional Certificate

Coursera

IBM Machine Learning Professional Certificate

Coursera

Profile

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Frequently asked questions

Do you have questions? Here you can find further information.

Where is Izabela based?

Izabela is based in Munich, Germany and can operate in on-site, hybrid, and remote work models.

What languages does Izabela speak?

Izabela speaks the following languages: Polish (Native), English (Advanced), German (Intermediate).

How many years of experience does Izabela have?

Izabela has at least 12 years of experience. During this time, Izabela has worked in at least 3 different roles and for 1 company. The average length of individual experience is 4 years. Note that Izabela may not have shared all experience and actually has more experience.

What roles would Izabela be best suited for?

Based on recent experience, Izabela would be well-suited for roles such as: Freelance & Career Transition Projects, Junior Research Group Leader, Postdoctoral Researcher.

What is Izabela's latest experience?

Izabela's most recent position is Freelance & Career Transition Projects.

What companies has Izabela worked for in recent years?

In recent years, Izabela has worked for LMU Munich.

Which industries is Izabela most experienced in?

Izabela is most experienced in industries like Biotechnology, Energy, and Education. Izabela also has some experience in Information Technology (IT).

Which business areas is Izabela most experienced in?

Izabela is most experienced in business areas like Research and Development (R&D), Quality Assurance (QA), and Project Management.

Which industries has Izabela worked in recently?

Izabela has recently worked in industries like Biotechnology, Energy, and Education.

Which business areas has Izabela worked in recently?

Izabela has recently worked in business areas like Research and Development (R&D), Quality Assurance (QA), and Project Management.

What is Izabela's education?

Izabela holds a Doctorate in Chemical Sciences, a Doctorate in Micro- and Nanotechnologies and a Master in Physics.

Does Izabela have any certificates?

Izabela has 3 certificates. These include: Mathematics For Machine Learning, IBM Data Analyst Professional Certificate, and IBM Machine Learning Professional Certificate.

What is the availability of Izabela?

Izabela is immediately available part-time for suitable projects.

What is the rate of Izabela?

Izabela's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.

How to hire Izabela?

To hire Izabela, click the Meet button on the profile to request a meeting and discuss your project needs.

Average rates for similar positions

Rates are based on recent contracts and do not include FRATCH margin.

1200
900
600
300
Market avg: 850-1010 €
The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.