This document provides benchmarks for resource efficiency in the chemical industry. It defines resource efficiency and material, energy, work and plant efficiency. It gives examples of benchmarks for material, energy and pollution intensity for various chemical subsectors. It also provides benchmarks for chemical consumption and waste production for specific chemical processes like polystyrene and unsaturated polyester production. The document introduces best available techniques reference documents from the European Union that provide information on techniques and performance levels for improving resource efficiency in different chemical industry sectors.