A provider, such as a transportation management service, can evaluate potential routing solutions based on various environmental metrics. Environmental metrics can include various aspect of potential routing solution that might impact routing solution desirability such as weather exposure to a predicted weather event. The evaluation can be based on weights indicating preferences of riders relating to the environmental metrics. These weights can be determined through surveys, reviews, or otherwise analyzing historical data and rider responses.
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