“…The simple deposition model in the tourism literature includes the structure decomposition analysis that uses two variables to capture demand (total visitor expenditure and spending profile) and two variables to understand supply (technology and economic structure) ( Sun, 2016 ). More complex approaches are also available that employ index decomposition analysis to further our understanding with respect to how different energy sources are being used, how labour and capital are adopted to promote innovation, and whether firms can generate higher value added per unit energy use ( Liu, Feng, & Yang, 2011 ; Robaina-Alves et al, 2016 ; Zha, Tan, Yuan, Yang, & Zhu, 2020 ). Ultimately, the choice of decomposition model is driven by ease of use, simplicity, and relevance for policy ( Ang, 2004 ).…”