Environmentally extended multiregion input-output (EEMRIO) databases are used to quantify numerous environmental pressures and impacts from a consumption perspective. However, for targeted communication with decision makers, large sets of impact indicators are unfavorable. Small sets of headline indicators have been proposed to guide environmental policy, but these may not cover all relevant aspects of environmental impact. The aim of our study was to evaluate the extent to which a set of four headline indicators (material, land, water, and carbon) is representative of the total environmental impact embedded in an EEMRIO database. We also used principal component analysis combined with linear regression to investigate which environmental indicators are good candidates to supplement this headline indicator set, using 119 environmental indicators linked to the EEMRIO database, EXIOBASE. We found that the four headline indicators covered 59.9% of the variance in product-region rankings among environmental indicators, with carbon and land already explaining 57.4%. Five additional environmental indicators (marine eco-toxicity, terrestrial eco-toxicity, photochemical oxidation, terrestrial acidification, and eutrophication) were needed to cover 95% of the variance. In comparison, a statistically optimal set of seven indicators explained 95% of the variance as well. Our findings imply that there is (1) a significant statistical redundancy in the four headline indicators, and (2) a considerable share of the variance is caused by other environmental impacts not covered by the headline indicators. The results of our study can be used to further optimize the set of headline indicators for environmental policy.
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Univ Sydney, Sch Phys, ISA, Camperdown, NSW, AustraliaUniv Sydney, Sch Phys, ISA, Camperdown, NSW, Australia
Geschke, Arne
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Malik, Arunima
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Fry, Jacob
Lane, Joe
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Univ Queensland, Global Change Inst, St Lucia, Qld, Australia
Univ Queensland, Dow Ctr Sustainable Engn Innovat, St Lucia, Qld, Australia
Univ Queensland, Sch Chem Engn, St Lucia, Qld, AustraliaUniv Sydney, Sch Phys, ISA, Camperdown, NSW, Australia
Lane, Joe
Wiedmann, Thomas
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Univ Sydney, Sch Phys, ISA, Camperdown, NSW, Australia
UNSW Sydney, Sch Civil & Environm Engn, Sustainabil Assessment Program SAP, Sydney, NSW, AustraliaUniv Sydney, Sch Phys, ISA, Camperdown, NSW, Australia
Wiedmann, Thomas
Kenway, Steven
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Univ Queensland, Sch Chem Engn, St Lucia, Qld, AustraliaUniv Sydney, Sch Phys, ISA, Camperdown, NSW, Australia
Kenway, Steven
Hoang, Khanh
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Australian Bur Stat, Belconnen, ACT, AustraliaUniv Sydney, Sch Phys, ISA, Camperdown, NSW, Australia
Hoang, Khanh
Cadogan-Cowper, Andrew
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Australian Bur Stat, Belconnen, ACT, AustraliaUniv Sydney, Sch Phys, ISA, Camperdown, NSW, Australia
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Shandong Normal Univ, Sch Business, Jinan 250358, Shandong, Peoples R ChinaShandong Normal Univ, Sch Business, Jinan 250358, Shandong, Peoples R China
Gao, Tong
Fang, Delin
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Beijing Normal Univ, Fac Geog Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing 100875, Peoples R ChinaShandong Normal Univ, Sch Business, Jinan 250358, Shandong, Peoples R China
Fang, Delin
Chen, Bin
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Beijing Normal Univ, Sch Environm, Beijing 100875, Peoples R ChinaShandong Normal Univ, Sch Business, Jinan 250358, Shandong, Peoples R China
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Univ Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USAUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Ferreira, Joao-Pedro
Cruz, Luis
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Univ Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Univ Coimbra, Fac Econ, CeBER, Coimbra, PortugalUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Cruz, Luis
Raposo, Vitor
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Univ Coimbra, Fac Econ, CeBER, Coimbra, PortugalUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Raposo, Vitor
Rebolho, Jose Miguel
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Univ Coimbra, Fac Econ, CeBER, Coimbra, PortugalUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Rebolho, Jose Miguel
Lopes, Luis
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Univ Coimbra, Fac Econ, CeBER, Coimbra, PortugalUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Lopes, Luis
Teotonio, Carla
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Univ Coimbra, Fac Econ, CeBER, Coimbra, PortugalUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Teotonio, Carla
Barata, Eduardo
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Univ Coimbra, Fac Econ, CeBER, Coimbra, PortugalUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA
Barata, Eduardo
Sargento, Ana
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Polytech Univ Leiria, CARME Ctr Appl Res Management & Econ, Sch Technol & Management, Leiria, PortugalUniv Virginia, Weldon Cooper Ctr Publ Serv, Charlottesville, VA 22904 USA