Many traders in Kenya learn risk management only after a painful loss. They start with excitement about forex or indices, then discover that even a good strategy can fail if position sizes are random.

For all 4 algorithms, more balanced classes (multiplier: 0.93-0.96 for a 1% increase in minority class proportion) were associated with decreased sample size. Other characteristics varied in ...