Greenhouse gas emission statistics - carbon footprints
Data from March 2019.
Planned article update: February 2020
CO2 emissions due to final use of three products with highest CO2 emission footprints, EU-28, 2008-2017
This article is about carbon dioxide (CO2) emissions classified by final use of products in the EU-28, also known as 'carbon footprints'. Eurostat uses a modelling approach to compile these estimates, based on economic information and air emissions accounts (AEA). Carbon footprints are one particular analytical application of AEA.
Eurostat also records and publishes the AEA, which include a range of greenhouse gas emissions. AEA are suited for integrated environmental-economic analyses such as the 'footprints' presented here or for calculating emission intensities. As a third set of greenhouse gas emissions statistics, Eurostat disseminates GHG emissions classified by technical processes. These are recorded in so-called GHG emission inventories and form the official data for international climate policies.
Eurostat estimates the EU-28’s carbon footprint at 7.2 tonnes per person in 2017. Services that account for 23 % of the total carbon footprint only account for 7 % of the direct CO2 emissions (transport, construction and real estate services are accounted for separately). The majority of the emissions originate from EU production activities.
Carbon dioxide emissions associated with EU consumption
The right-hand bar of Figure 1 shows the carbon dioxide (CO2) emissions due to final use of products within the EU-28 economy. The EU-28 final use of products encompasses consumption by private households and governments as well as the use of products for gross fixed capital formation, or in other words investments, such as buildings, plants and machinery, motor vehicles, and infrastructure. The estimate includes CO2 emitted to produce the final product, including emissions from intermediate inputs and CO2 emissions avoided due to importing intermediate and final products. The estimate of avoided CO2 emissions may be seen as an approximation of the CO2 emitted abroad to produce the imported products by the EU-28. As the point of reference is the final product, it gives a consumption perspective of CO2 emissions and is also referred to as consumption-based accounting. This type of estimate is also known as a ‘carbon footprint’. Eurostat's carbon footprint of the EU-28 measures how much CO2 would have been emitted due to EU-28's demand for products, if all imported products were produced within the EU-28 using an EU-28 average production technology.
The EU-28's total carbon footprint was equal to 7.2 tonnes CO2 per person in 2017. It consists of about 1.7 tonnes of CO2 per person (tonnes/person) directly emitted by private households from burning fossil fuels (for example for heating dwellings and fuelling private vehicles) and 5.5 tonnes/person emitted indirectly along the production chains of final products which were either consumed or invested in within the EU-28. A majority of the latter — 4.4 tonnes/person — stemmed from domestic production activities actually located in the EU-28. A smaller part, equal to 1.2 tonnes/person, is estimated to have been avoided by importing intermediate and final products into the EU-28, eventually for EU-28 final use.
Eurostat's carbon footprint estimate is based on the ‘domestic-technology-assumption’. This assumption is used to approximate the emissions embodied in imported products by assuming that the imported products are produced with production technologies similar to those employed within the EU-28. By importing various goods and services from the rest of the world, the EU-28 can be seen to have ‘avoided’ 1.2 tonnes of CO2 emissions per person that would otherwise have been emitted by its own production activities. However, average production technologies in the EU-28 may not match very closely the production technologies used outside the EU-28 to produce products that are imported by the EU-28. To estimate emissions embodied in EU-28 imports based on the production technologies used abroad, a global model and accompanying dataset that include all inter-industry trade flows are needed. Although several research projects have produced global datasets, a regularly produced, standardised dataset is currently not available. Eurostat is developing such a dataset in the FIGARO project, but due to the scope and complexity, it will take several years before the development has advanced enough to use the dataset in carbon footprint modelling.
Carbon dioxide emissions associated with EU production
CO2 emissions may also be analysed from a production perspective, in other words, emissions generated by the EU-28 economy. In 2017, these amounted in total to 7.3 tonnes CO2 per person (see left-hand bar of Figure 1). CO2 emitted in the EU-28 was made up of 1.7 tonnes/person direct emissions by private households (for example for heating and private transport) and 5.6 tonnes/person coming from domestic production activities, in other words from EU production activities. The majority of the latter relate to the production of goods and services for the EU domestic final use (4.4 tonnes/person). A smaller part of the EU production emissions is due to the production of goods and services that are exported outside the EU (1.3 tonnes/person). See the Statistics Explained article 'Greenhouse gas emission statistics - air emissions accounts' for more information about air emissions from the production perspective.
Figure 2 shows the development over time of total CO2 for the consumption and the production perspective. The trend in the two series matches quite closely. Consumption-based emissions decrease a little more for the most recent years reported, leading to a small gap between the two values in 2017. The difference between the two perspectives is the net export of embodied emissions. Over the last few years, the avoided emissions due to imports have decreased more strongly than emissions embodied in exports. However, the total value of EU-28 imports in 2017 was somewhat higher than in 2008. As noted before, the avoided emissions due to imports are estimated by assuming that the imported products are produced with domestic technologies. Hence, the EU-28 has changed the product mix of its imports towards products that, estimated based on EU-28 production technologies, cause less CO2 emissions. Note that, due to the modelling assumptions among which the domestic technology assumption, Eurostat’s carbon footprint estimate is more uncertain than the production-based emissions reported in the air emission accounts.
Products with largest contribution to the carbon footprint
Figure 3 shows the carbon footprint by broad product groups. The size of each box represents the relative size of the CO2 footprint for that product group.
The broad product group classified here as 'Materials & manufactured products' represents 24 % of the total CO2 emissions due to domestic final demand for products. The groups 'Utilities' and 'Construction and real estate' represent respectively 12 % and 11 % of the CO2 emissions. Transport accounts for 7 %. The group 'Other services' represents with 23 % nearly the same share as the tangible products of the group 'Materials & manufactured products'. Whereas services generally emit relatively little CO2 directly (7 %, source: air emission accounts), the CO2 footprints of the services product groups clearly show that the demand for some of these services is also an important driver of CO2 emissions, due to the indirect CO2 that is emitted to supply these services.
Note that the in Figure 3 reported CO2 emissions for these broad product groups cover the CO2 emissions due to domestic demand for products, which is 76 % of the total EU-28 carbon footprint. The other 24 % consists of direct emissions by households, which amounts to 1 713 kg of CO2 emissions per person.
Table 1 shows which products have the largest carbon footprints (CO2 emissions due to EU-28 demand for final products). With 0.77 tonnes/person or 771 kilogrammes per person (kg/person) the final use of the product group electricity, gas, steam and air-conditioning has the biggest carbon footprint. Next ranks the final use of constructions and construction works with 644 kg/person while the final use of food products, beverages and tobacco products ranks third with a carbon footprint of 393 kg/person.
Figure 4 shows for the same products the development of their carbon footprint over time. This figure shows that the general trend is not directly shaped by the products with the largest share in total carbon footprint. Emissions from the product group electricity, gas, steam and air-conditioning are somewhat more volatile. There was a sharp drop in emissions from constructions and construction works directly following the onset of the financial crisis, which a further downward trend from 2011 onward. Emissions from the product group food products, beverages and tobacco products are slightly lower in 2017 compared to 2008, but the overall trend is the most stable one of the three.
Source data for tables and graphs
Two main Eurostat data sources feed into the modelling to compile the estimates presented above.
The CO2 emissions from a production perspective come from air emissions accounts which are part of Eurostat’s environmental accounts programme; air emissions accounts record the emissions of greenhouse gases and air pollutants by a detailed breakdown of economic activities, namely 64 industries and various activities of private households.
The carbon footprint estimates are based on single-region environmentally extended input–output modelling. The modelling is based on the aforementioned air emissions accounts which are integrated with ESA supply and use tables. Please note that the subdivision into domestic and exported emissions shown on the left-hand side of Figure 1 — the production perspective — is also a result of this modelling. The model is implemented as Excel tool and available via Environment – methodology.
Estimates for the most recent year in the dataset are estimated based on national accounts data for the year before and early estimates of air emissions accounts.
Three perspectives of greenhouse gas emission statistics
Eurostat presents three perspectives of greenhouse gas (GHG) emissions statistics:
|Perspective||Statistical framework||Purpose||Related data set||Related SE article|
|1. GHG emissions classified by economic activities||Air Emissions Accounts (AEA) by Eurostat||tailored for integrated environmental-economic analyses||env_air_aa||Greenhouse gas emission statistics - air emissions accounts|
|2. GHG emissions classified by technical processes||GHG emission inventories by UN||official international reporting framework for international climate policies (UNFCCC, EU MMR)||env_air_gge||Greenhouse gas emission statistics - emission inventories|
|3. 'footprints' = GHG emissions classified by final use of products||Modelling results published by Eurostat||one particular analytical application of AEA||env_ac_io10||this article|
Supply and use tables portray production and consumption activities of national economies in a detailed manner. They form the basis for so-called input–output models and analyses. Both the tables and the models constitute powerful tools for addressing a range of policy areas. The focus of these models is generally made through an analysis of long-term structural changes within economies, for example, by studying value added shares, trade shares, or accumulated value added along certain production chains.
By adding environmental information (for example, air emissions or the use of energy) to these input–output models, it is possible to extend their analytical scope. Environmentally extended input–output analyses are of particular relevance for policy areas such as sustainable production and consumption, the sustainable use of natural resources, and resource productivity.
- Emissions of greenhouse gases and air pollutants from final use of CPA08 products - input-output analysis, ESA 2010 (env_ac_io10)