Soheil K.

I build financial models, simulations and data workflows for business and research questions. My work combines finance-domain knowledge with hands-on analysis, from organizing inconsistent data to testing a model and explaining its results. I'm a doctoral research associate at Concordia University, with experience in banking, asset management and applied research. For example, I've automated the integration of insurance reporting workbooks into analysis-ready financial tables and developed portfolio simulations that account for transaction costs. My research software connects analytical results to the data and code behind them. I also design finance and economics benchmarks and evaluate AI reasoning. I can help with: - Financial and economic modelling: explicit assumptions, scenarios, Monte Carlo simulation and sensitivity analysis. - Empirical research and model validation: research design, data preparation, econometric analysis, robustness checks and interpretation. - Research-data pipelines: cleaning, merging, entity matching and repeatable reporting datasets. - Finance and economics AI evaluation: benchmark questions, reference reasoning, scoring criteria and error analysis. Tell me what decision or research question you're working on, what data you have and what you need delivered. We can then define a focused scope and the most useful first step.