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mngoh/README.md

Martin Ngoh

Data Scientist & AI Engineer, Washington, DC

I build data and AI products. Three are live:

  • Justice Lens: an independent publication testing whether DC policing is applied equitably. Nine statistical analyses on 1.4M+ public police records. FastAPI, PostGIS, ~500 automated tests.
  • Lease Screener: reads your lease, flags risky clauses against DC and Virginia tenant law, and answers questions about it. Claude API, BM25 retrieval with reranking. Shipped; kept live as a demo.
  • Athro News: a news digest that condenses 20 feeds into bullet points with Claude.

The code for these is private. Happy to walk through any of it.

Assault victims by race and sex in US cities

One method, applied city by city and then nationally, with a follow-up on what the numbers measure. Read in this order:

  1. 59 large US cities, 2022 to 2025: Black women's police-recorded assault rate against Hispanic, White and Asian women's, in every city whose police report complete data (code)
  2. What that number measures: the national victimization survey, hospital records, and 911 calls against recorded victims in four cities (code)
  3. Nine cities side by side, 2020 to 2025 (code)
  4. Single cities, each with its own checks: Los Angeles (code), Washington, DC (code), Baltimore (code), Dallas (code)
  5. disparity-kit: the Claude Code skills every analysis above was built with, from a raw incident file to a published, caveated page

Other public work

martinngoh.com · LinkedIn

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  1. Champions-League-2024 Champions-League-2024 Public archive

    Champions League team-goals model, 2008/09 to 2022/23 FBref data, scored on the 2023/24 season. Archived; superseded by SPM-Model.

    Jupyter Notebook

  2. SPM-Model SPM-Model Public

    Predicts soccer players' non-penalty goals: 8 models compared on data for 2,786 players, with an interactive results dashboard

    Jupyter Notebook