Producing more accurate, consistent, and useful information from heterogeneous sources
I am a transportation system modeler and data scientist with a PhD in Engineering Science (Transportation) and more than a decade of experience. My work sits at the intersection of data science, statistical modeling, and machine learning, with a strong emphasis on understanding, modeling, and improving complex systems using real-world data, primarily in the context of transportation systems modeling and analysis.
My expertise spans large-scale data fusion and advanced data science methodologies, including machine and deep learning, Bayesian inference, time-series and state-space modeling, and optimization, combined with traffic flow theory, driving behavior analysis, safety, and risk modeling. I have designed end-to-end analytical pipelines that integrate heterogeneous data sources, ranging from vehicle trajectories, loop detectors, and video streams to survey and textual data, to extract actionable insights for complex real-world systems such as traffic operations, safety assessment, and decision support.
Across my career, I have worked on both policy-oriented and research-driven projects, collaborating with universities, public authorities, and industry partners in international settings. I value methodological rigor, interpretability, and reproducibility, and I am particularly interested in applying data-driven approaches to real-world challenges where system behavior, uncertainty, and human decision-making play a central role. My broader goal is to contribute analytical and computational tools that improve safety, efficiency, and sustainability in complex socio-technical systems.
Have a project in mind?
Early-stage idea, stalled analysis, or a well-defined problem, this is a place to start a serious technical conversation
I help transform complex data and domain knowledge into decision-support insights for real-world challenges. Whether you are exploring a research collaboration, applied modeling problem, or data-driven analysis, I would be glad to connect.
mohammadali.arman@gmail.com
+32 484 18 34 09
Belgium | Mechelen (2800)
Connect Professionally