“…Our paper also contributes to the literature of conditional forecasting and counterfactual analysis with vector autoregressive models (VARs) (see Waggoner and Zha, 1999, Antolín-Díaz et al, 2021and Wolf and McKay, 2023 as well as oil price forecasts and (e.g., Alquist et al, 2013, Baumeister and Kilian, 2014b and scenarios (e.g., Baumeister and Kilian, 2014a, Kilian and Lewis, 2011, Kilian, 2017and Kilian and Zhou, 2020. Similar to Boer et al (2023), we show how to use structural time series models to produce scenarios for the clean energy transition. We illustrate that structural scenario analysis can become an important tool when thinking about scenarios for the medium to longer time horizon.…”