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LennartJohnBaals/README.md

Lennart John Baals

ORCID Google Scholar LinkedIn

PhD Candidate & Applied ML Researcher | Graph-based Credit Scoring | Digital Finance Risk


About

Applied ML & quantitative finance researcher building reproducible credit-risk, graph-ML, and digital-finance analytics.

Affiliation Role
University of Twente PhD Candidate
Bern University of Applied Sciences Employed Doctoral Researcher
Columbia IEOR Visiting PhD Researcher (2025)

Dissertation: Risk Management in Digital Finance: Assessment and Pricing in an Emerging Fintech Era


Research Focus

  • Graph-based Credit Scoring — borrower similarity networks, graph features, and supervised models for default prediction
  • Credit-Risk Modeling — ML-driven decision support for risk segmentation and assessment
  • Digital Finance Risk — bubble detection and regime dynamics in crypto, NFT, and DeFi markets
  • Reproducible Research — documented workflows, notebooks, and reproducibility-oriented repo structure

Research Projects

Project Description Status
Network-based Credit Risk Models Graph-based credit scoring and borrower similarity modeling Active
Narrative Digital Finance Structural breaks, bubbles & market narratives Active
COST Action CA19130 Fintech and AI in Finance (international research network) Completed
MSCA IRP16 Time series forecasting & explainability Active
MSCA IRP17 Mean-variance optimization research Active

Selected Publications

Publication list is available via:

(Some publication metadata can also be retrieved via OpenAlex.)


Contact

Google Scholar

Pinned Loading

  1. selected-projects selected-projects Public

    Curated portfolio of selected public projects (credit risk, graph ML, digital finance) + links.

  2. p2p-model-bondora p2p-model-bondora Public

    P2P lending analytics & credit-risk modeling on Bondora data (reproducible notebooks + pipeline).

    Jupyter Notebook

  3. COST-Fintech-AI-in-Finance COST-Fintech-AI-in-Finance Public

    Collaborative materials for Fintech/AI-in-Finance activities (network contributions + documentation).

    HTML

  4. Narrative-Digital-Finance Narrative-Digital-Finance Public

    LaTeX research writing repo with structured build workflow and supporting artifacts.

    TeX

  5. MSCA_IRP16 MSCA_IRP16 Public

    MSCA project work (IRP16): documented notebook workflow and reproducible analysis artifacts.

    Jupyter Notebook

  6. MSCA_IRP17 MSCA_IRP17 Public

    MSCA project work (IRP17): continuation of IRP-style research pipeline and documentation.

    Jupyter Notebook