Explainable boosted linear regression for time series forecasting

•Explainable boosted linear regression (EBLR) is proposed for time series forecasting.•EBLR starts with a base model, and explains model’s errors through regression trees.•EBLR’s training residuals can be used to generate probabilistic forecasts.•EBLR performs comparably well and is simpler/more interpretable than other methods.