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Robust decarbonization strategies for the petrochemical industry are hampered by many sources of uncertainty in greenhouse gas emissions estimates. Here the authors quantify and prioritize uncertainty sources, finding that the most significant factor is the lack of detailed data about specific production processes used in chemical facilities.