* Established electrochemical models of electrolytes at rough interfaces using the Finite Elements Method (FEM) for solving a system of Poisson-Nernst-Planck equations to study solvent concentration variations.
* Developed atomistic models of surfactant adsorption films using Molecular Dynamics (MD) for studying their friction behavior in Ph.D. project Friction of Adsorption Films with Reproducible Molecular Dynamics.
* Applied machine learning methods (GPC, GPR) to predict rough surface performance in an entrepreneurial venture.
* Co-coordinated proposal writing for the DFG-funded ‘AWEARNESS’ project, employing density functional theory (DFT) to study zinc phosphate glasses typically grown as films in tribo-induced decomposition reactions of ZDDP, a common additive in engine oils.
* Designed reproducible computational workflows with the well-established Workflow Management Systems (WMS) FireWorks and snakemake.
* Co-developed and maintained the open-source dtool & dserver Research Data Management (RDM) ecosystem, a community effort.