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Atabak-Nikouseresht/README.md

Atabak Nikouseresht

MSc candidate in Applied Economics and Markets at the University of Bologna, focused on financial risk and data analytics.

I apply Python and quantitative methods to financial and economic questions, building reproducible workflows alongside academic work in quantitative finance and econometrics.

LinkedIn

Featured work

Financial-data engineering and applied machine learning

  • Hermes Crypto Lab — paper-only systematic crypto research demonstrating public-data engineering, testing, governance, auditability, and execution safeguards.
  • IEEE-CIS Fraud Detection — reproducible XGBoost workflow for transaction-fraud classification, with training-only preprocessing and imbalanced-classification evaluation.
  • Fraud Detection Streamlit Demo — interactive model-to-interface demonstration connecting a saved scikit-learn pipeline to transaction predictions.

Finance and econometrics — academic work

Methods and tools

Python · pandas · scikit-learn · XGBoost · Streamlit · DuckDB · Stata · Jupyter · Git · automated testing · data/result provenance · OLS/logit · time-series econometrics · cointegration · portfolio optimization

Research interests

Banking tokenization, digital-asset exposure, and financial-system risk.

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  1. hermes-crypto-lab hermes-crypto-lab Public

    Systematic cryptocurrency research and forward paper-trading platform with reproducible strategy locking, execution safeguards, governance, and audit trails.

    Python

  2. ieee-fraud-detection-xgboost ieee-fraud-detection-xgboost Public

    Reproducible XGBoost baseline for IEEE-CIS transaction fraud with train-only preprocessing, imbalanced-classification evaluation, and a locked Python environment.

    Python

  3. fraud-detection-streamlit-ml fraud-detection-streamlit-ml Public

    Local Streamlit demo connecting an imbalanced-fraud scikit-learn pipeline to an interactive transaction-prediction form.

    Jupyter Notebook

  4. portfolio-theory-asset-allocation portfolio-theory-asset-allocation Public

    University of Bologna portfolio-theory report covering mean-variance allocation, efficient frontiers, beta, and Black-Litterman; code and data are not included.

  5. educational-attainment-highskill-nl educational-attainment-highskill-nl Public

    Stata microeconometrics report on education and high-skill employment using 2011 Netherlands IPUMS data.