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jacksangster03/README.md
Jack Sangster, Madrid.

Biochemistry graduate from Imperial College London, now studying Computer Science & Business Technology and Management at IE University in Madrid.

Projects

Project What it is
Pathout
current build
Evacuation coordination and hazard-aware dynamic routing for complex buildings, combining simulation, replanning and a manager/warden command interface.
RepMint
🥇 IE AI Demo Day
Computer-vision training coach using pose estimation for rep counting, range of motion, tempo and form analysis.
Sentinel
🥈 Cursor AI Build Challenge
Geospatial crisis-navigation platform combining live conflict, aviation and seismic data with AI-assisted crisis guidance.
Argo
🥇 Amazon Shipping Industry Challenge
AI deal desk for Amazon Shipping with deterministic serviceability and pricing, win-probability modelling and automated proposal generation.
SEIL
🥈 AstraZeneca × IE Tech Impact Lab
Governed RAG platform for AstraZeneca Spain's oncology HCP engagement, with compliance-aware routing and demand intelligence.
Briefly Portfolio-aware market intelligence with scheduled briefings, event-driven alerts, deterministic analytics, risk analysis and attribution.

Scientific ML

Project What it is
atmospheric-intelligence ML post-processing of ECMWF IFS, ECMWF AIFS and ICON-EU forecasts using meteorological feature engineering, LightGBM and SHAP.
SMILES ↔ IUPAC Bidirectional molecular-name translation using a seq2seq transformer trained on 500K+ PubChem compound pairs with custom tokenisation.

Toolkit

Area Tools
ML Python · PyTorch · scikit-learn · LightGBM · SHAP · MediaPipe
Engineering TypeScript · Next.js · React · FastAPI · Supabase · PostgreSQL · Docker
Scientific RDKit · bioinformatics · structural biology · scientific computing
Quantitative time series · Monte Carlo · DCF / DDM · portfolio analysis

Background

Education, experience and languages

Education

  • IE University, Madrid: Dual Master's in Management + Computer Science & Business Technology, 2025-2027
  • Imperial College London: BSc Biochemistry, 2022-2025

Experience

  • Equity Research Analyst, Queen's Tower Capital: DCF/DDM modelling, risk evaluation, stock pitches
  • Investment Analyst, Stockhub: comparable company analysis, published equity research
  • Consulting Associate, Varvara Fashion: AI product strategy, market research, business model development
  • Head of Corporate Relations & Education, Imperial College Finance Society: 1,000+ member community
  • Sea turtle conservation fieldwork, Archelon Greece: nesting data, field operations, raised €18,000

Languages: English (native) · Spanish (native) · German (advanced) · Russian (intermediate) · French (intermediate)

Contact

Portfolio · Email · LinkedIn · GitHub

Pinned Loading

  1. simplyYK/sentinel simplyYK/sentinel Public

    Real-time crisis navigation for civilians in conflict zones — IE University Hackathon March 2026

    TypeScript 1 1

  2. Briefly Briefly Public

    Portfolio-aware market intelligence platform with morning briefs, pre-open intraday setup, and event-driven breaking alerts for Telegram/email.

    Python

  3. ArcadiaTechRoulette ArcadiaTechRoulette Public

    Forked from joeljin20/Arcadia

    GDG Tech Roulette Hackathon 2026 (Group 7, Secret Societies): Arcadia is a hidden secret-society platform with ritual access, symbolic encrypted comms, and a complete live demo journey.

    TypeScript

  4. offscript offscript Public

    Train the ability to speak under uncertainty. A focused speaking simulator that targets freeze resilience — not generic polish.

    TypeScript