Evangelia Charvati - Postdoctoral Researcher & Data Steward

Q: Where is Evangelia based?

Evangelia is based in Darmstadt, Germany .

Q: What languages does Evangelia speak?

Evangelia speaks the following languages: Greek (Advanced), English (Advanced), French (Advanced), German (Elementary), Chinese (Elementary) .

Q: How many years of experience does Evangelia have?

Evangelia has at least 7 years of experience. During this time, Evangelia has worked in at least 3 different roles and for 3 different companies . The average length of individual experience is 3 years and 6 months . Note that Evangelia may not have shared all experience and actually has more experience.

Q: What is Evangelia's latest experience?

Evangelia's most recent position is Postdoctoral Researcher & Data Steward at Technical University Darmstadt (Müller-Plathe group) .

Q: What companies has Evangelia worked for in recent years?

In recent years, Evangelia has worked for Technical University Darmstadt (Müller-Plathe group) , Technical University Darmstadt & Zhiyuan Institute, Shanghai Jiao Tong University , and Shanghai Jiao Tong University (Huai Sun group) .

Q: Which industries is Evangelia most experienced in?

Evangelia is most experienced in industries like Education and Chemical .

Q: Which business areas is Evangelia most experienced in?

Evangelia is most experienced in business areas like Research and Development (R&D) .

Q: Which industries has Evangelia worked in recently?

Evangelia has recently worked in industries like Education and Chemical .

Q: Which business areas has Evangelia worked in recently?

Evangelia has recently worked in business areas like Research and Development (R&D) .

Recommended expert

Darmstadt, Germany

Experience

Jul 2023 - Present

2 years 8 months

Postdoctoral Researcher & Data Steward

Technical University Darmstadt (Müller-Plathe group)

Developed and applied a symbolic regression scheme to explore and model complex relationships in liquid viscosities across their phase space, providing predictive insights into material properties.
Contributed to the improvement of hybrid Particle-Field models through data-driven diagnostics and model enhancement strategies.
Lead interdisciplinary collaboration with experimental physicists for the investigation of the molecular mechanisms behind water-based inks.
Managed research data workflows to ensure public accessibility and institutional archiving of simulation data, code scripts, and inputs, directly supporting research transparency and reproducibility.

Sep 2019 - Jul 2025

5 years 11 months

Teaching Assistant

Technical University Darmstadt & Zhiyuan Institute, Shanghai Jiao Tong University

Cultivated a supportive and inclusive learning environment, receiving positive feedback for student engagement.
Fostered a supportive and inclusive learning environment, developing curricula and assessment materials that maintained high academic standards and student engagement.
Actively engaged in knowledge sharing and peer collaboration through teaching and direct mentorship on Bachelor thesis projects.

Sep 2018 - Jun 2023

4 years 10 months

Ph.D. Researcher & CSC (Grade A) Scholar

Shanghai Jiao Tong University (Huai Sun group)

Engineered a systematic, high-dimensional sampling framework for molecular configurations, generating robust datasets for predictive model training. Integrated machine learning to optimize parameter fitting, significantly enhancing model generalization and predictive power for complex structures.
Tailored and optimized force field parameters for the complex biomaterial cellulose-Iβ, achieving unprecedented accuracy in crystal lattice and thermodynamic property predictions, surpassing existing models.
Successfully engineered, benchmarked, and validated simulation-ready, physics-informed models that accurately predict system behavior across diverse thermodynamic regimes.
Automated molecular structure transformation from fine-grained to coarse representations using a novel graph-theoretical algorithm, improving efficiency in multi-scale simulations.

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 Education (7.5 years) and Chemical (5 years).

Education

Chemical

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 (7.5 years).

Research and Development

Summary

Data-driven Computational Chemist with a Ph.D. in Physical Chemistry and expertise in machine learning, statistical modeling, molecular dynamics simulations, and high-performance computing.

Skilled in transforming complex datasets into actionable insights and scalable solutions. My interests include photography and hiking.

Skills

Programming: Python (Numpy, Pandas, Scikit-learn, Tensorflow, Seaborn, Matplotlib, Rdkit, Networkx), Bash Scripting, Scientific Computing, Data Pipelines, Workflow Automation, Version Control (Git), Code Modularization.
Data Science & Engineering: Machine Learning, Regression, Statistics, Pandas, Symbolic Regression (Gplearn), Convolutional Neural Networks, Preprocessing, High-throughput Data Generation, Sql Database, Nosql, Statistical Modeling, Dimensionality Reduction, Model Validation, Visualization, Graph Theory.
Data Management: Data Curation, Version Control, Code Management, Metadata, Reproducibility, Data Accessibility, Fair Principles.
High Perfromance Computing: Hpc Job Schedulers (Slurm, Pbs).
Atomistic Force Field Development: Force Field Development And Validation, Interatomic Potentials, Energy Function Optimization, Ab-initio Calulculations, Thermodynamic Properties Prediction.
Molecular Simulation Software: Gaussian, Gromacs, Lammps, Galamost, Chemdraw.
Software: Git, Slurm, Linux, Latex, Microsoft Office.
Communication: Academic Writing, Public Speaking, Scientific Storytelling, Knowledge Sharing.
Soft Skills: Mentorship, Peer Collaboration, Cross-cultural Communication.

Languages

Greek

Advanced

English

Advanced

French

Advanced

German

Elementary

Chinese

Elementary

Education

Sep 2018 - Jun 2023

Shanghai Jiao Tong University

Ph.D. · Physical Chemistry · Shanghai, China

Sep 2016 - Jul 2018

University of Bordeaux

Master of Science · Bordeaux, France

Sep 2012 - Jul 2016

University of Bordeaux

Bachelor's Degree · Chemistry · Bordeaux, France

Profile

Created

November 2025

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Frequently asked questions

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

Where is Evangelia based?

Evangelia is based in Darmstadt, Germany.

What languages does Evangelia speak?

Evangelia speaks the following languages: Greek (Advanced), English (Advanced), French (Advanced), German (Elementary), Chinese (Elementary).

How many years of experience does Evangelia have?

Evangelia has at least 7 years of experience. During this time, Evangelia has worked in at least 3 different roles and for 3 different companies. The average length of individual experience is 3 years and 6 months. Note that Evangelia may not have shared all experience and actually has more experience.

What roles would Evangelia be best suited for?

Based on recent experience, Evangelia would be well-suited for roles such as: Postdoctoral Researcher & Data Steward, Teaching Assistant, Ph.D. Researcher & CSC (Grade A) Scholar.

What is Evangelia's latest experience?

Evangelia's most recent position is Postdoctoral Researcher & Data Steward at Technical University Darmstadt (Müller-Plathe group).

What companies has Evangelia worked for in recent years?

In recent years, Evangelia has worked for Technical University Darmstadt (Müller-Plathe group), Technical University Darmstadt & Zhiyuan Institute, Shanghai Jiao Tong University, and Shanghai Jiao Tong University (Huai Sun group).

Which industries is Evangelia most experienced in?

Evangelia is most experienced in industries like Education and Chemical.

Which business areas is Evangelia most experienced in?

Evangelia is most experienced in business areas like Research and Development (R&D).

Which industries has Evangelia worked in recently?

Evangelia has recently worked in industries like Education and Chemical.

Which business areas has Evangelia worked in recently?

Evangelia has recently worked in business areas like Research and Development (R&D).

What is Evangelia's education?

Evangelia holds a Doctorate in Physical Chemistry from Shanghai Jiao Tong University, a Master from University of Bordeaux and a Bachelor in Chemistry from University of Bordeaux.

What is the availability of Evangelia?

Evangelia is immediately available part-time for suitable projects.

What is the rate of Evangelia?

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