Abstract: Highlights•We review renewable energy prediction tackled with randomization-based models.•Analysis, examination, and critical analysis of the literature around a taxonomy.•Experiments over three problems with real-world data support our conclusions.•Challenges and research directions are given to stimulate research on this topic.