Brain imaging and forecasting: Insights from judgmental model selection

•We investigate the performance and cognitive process of judgmental model selection.•Judgmental forecasting based on pattern identification outperforms forecast selection.•Cognitive load is an indicator of cognitive and forecasting performance.•Time series features affect the cognitive load induced.