Using clustering algorithms to characterise uncertain long-term decarbonisation pathways

•Representative pathways can be sought to characterise a larger pathway ensemble.•Clustering performance is sensitive to the distribution of pathways.•K-means is the most robust approach for pathway grouping.•Hierarchical clustering might perform better if pathway distribution is irregular.•Sectoral standardisation can reveal the trade-offs between metrics in each sector.