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Research & models / 2026

Shamba Signal.

A Kenya county-year evidence explorer that makes a completed weather-feature experiment understandable.

PracticeModel evaluation · agricultural evidence
My partExperiment framing, model comparison and responsive evidence presentation.
Explore02 visual assets
Shamba Signal desktop experiment evidence
01 / Shamba SignalDesktop model-comparison view · Open original ↗
01 / Context

The problem behind the work.

A plausible model is not automatically a better model. The useful result is the comparison people can inspect.

02 / Contribution

What I built.

  1. 01

    A responsive evidence surface for county-year maize-yield context and experiment results.

  2. 02

    A direct comparison of a weather-feature Ridge model with a county historical-mean benchmark across 47 counties.

03 / Where it stands

The weather model scored 0.337 t/ha versus 0.300 t/ha for the historical-mean benchmark, so the feature did not win. This is a closed experiment, not an operational forecast.

Technology and methods

PythonRidge regressionEvaluationResponsive web
Next project / SystemsNyumba Lead Hub