When forecasting freight rates, risk factors are integral: freight forwarders and shippers do not rely on historical trends alone but incorporate market volatility, geopolitical events, currency fluctuations, and demand cycles into their cost projections.
Source: https://www.supplychainquarterly.com/articles/risk-adjusted-freight-rate-forecasting
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