Statistical analysis for research

The problem

A research team wanted to know whether an agronomy training was associated with higher yields.

Findings

• • Trained farmers had higher average yields in the demo data
• • The gap narrows after adjusting for rainfall and plot size
• • Results are associations; a stronger design is needed for causal claims

Practical impact

Demonstrates careful, honest interpretation of observational data.