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systemic-risk

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This policy report argues that UK higher education should be treated as critical national infrastructure. It highlights systemic risks from market fragility, fiscal exposure, and governance opacity, and sets out reforms for fiduciary openness, resilience planning, and conflict-proofed oversight.

  • Updated Aug 20, 2025

Python implementation of advanced financial network analysis toolkit for creating multi-layered Digital Twins of market dynamics. Implements information-theoretic Transfer Entropy and stochastic Kramers-Moyal methods to map non-linear, directed relationships between assets during normal and crisis periods.

  • Updated Jul 16, 2025
  • Jupyter Notebook

An evidentiary policy paper analysing systemic fragility in UK higher education through the lens of Akerlof’s ‘lemons’ market. Examines opaque rankings and think tanks as conflicted intermediaries, and proposes fiduciary openness, ratings reform, and stress testing to safeguard systemic stability.

  • Updated Aug 21, 2025

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