“…The development of materials databases [18][19][20][21] has enabled a comprehensive understanding of metal and mineral stocks and flows within society at different scales through top-down studies (e.g., [22][23][24][25][26][27]). Many recent efforts have been devoted to estimating future demand for raw materials through bottom-up, stock-based analysis in the energy (e.g., [28][29][30][31][32][33][34][35][36][37]), transportation (e.g., [31,[38][39][40][41][42]), and construction sectors (e.g., [39,[43][44][45][46][47]), its energy demand and production cost (e.g., [6,39]), environmental impacts (e.g., [39,[48][49][50]), or to reserve estimation (e.g., [51][52][53]) and production capacities. However, very few studies have attempted to combine all these dimensions into single models.…”