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The delights of data: deficiencies in the quagmire? Angela Druckman and Tim Jackson RESOLVE University of Surrey. Carbon Accounting Conference Heriot-Watt University, Edinburgh 11 March 2009 www.carboncounting.org.uk. Plan. What are we trying to measure? What methods do we use?
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The delights of data:deficiencies in the quagmire?Angela Druckman and Tim JacksonRESOLVEUniversity of Surrey Carbon Accounting Conference Heriot-Watt University, Edinburgh 11 March 2009 www.carboncounting.org.uk
Plan • What are we trying to measure? • What methods do we use? • What data do we need? • What are the problems? • Recommendations.
What are we trying to measure? Examples: (a) What are the carbon footprints of different types of households?
(c) What real progress is being made towards reducing the carbon footprint of UK lifestyles? The view from different perspectives:
Accounting from different perspectives Production Perspective • Carbon emissions attributable to UK production; • Used for reporting under Kyoto Protocol; • Territorial basis; • Includes exports, excludes imports; • National Emissions Inventory. Consumption Perspective • Carbon emissions attributable to UK consumption; • Life-cycle approach; • Includes imports, excludes exports; • Environmental Input-Output Analysis
UK carbon emissions: trends from different accounting perspectives • Example of some results obtained from the Surrey Environmental Lifestyle Mapping model (SELMA) • Consumption perspective emissions estimated using a quasi-multi-regional input-output (QMRIO) model.
Trends in UK CO2 emissions from different accounting perspectives Source: Druckman and Jackson 2008.
Trends in UK CO2 emissions from different accounting perspectives Source: Druckman and Jackson 2008.
Trends in UK CO2 emissions from different accounting perspectives Source: Druckman and Jackson 2008.
Plan • What are we trying to measure? • What methods do we use? • What data do we need? • What are the problems? • Recommendations.
Environmental Input-Output (EIO) Analysis • EIO is an economy-wide approach that is used to map carbon emissions through an economy for the purposes accounting from the consumption perspective. • EIO is based on economic Input-Output Tables which show sales and purchases between industry sectors, and final demand consumption . • The economic Input-Output Tables are combined with environmental data for each industry sector. • EIO can be applied to: • resource use such as oil, water, land-use etc. • emissions such as CO2, greenhouse gases, waste etc.
Input-Output Framework (a) Production sectors Production sectors Final demand n 1 2 3 1 2 3 I II n Primary inputs III Adapted from: Moll et al 2004. .
Plan • What are we trying to measure? • What methods do we use? • What data do we need? • What are the problems? • Recommendations.
Data requirements for Environmental Input-Output Analysis (single region) Carbon emissions attributed to final demand Final demand Carbon emissions per unit monetary output Technical coefficients:A-Matrix
Imports and exports • Estimating the upstream emissions due to imported goods and services presents a challenge. • Traditionally, EIO models assumed that the technology used for producing imports was the same as domestic technology (the “Domestic Technology Assumption”). • Much work is currently focusing on developing input-output models in which emissions due to imports are estimated with improved accuracy.
Two-region input-output model with domestic technology assumption Region 1YA1u1 Region 2 A1u1
Quasi-multi-regional input-output (QMRIO) model Region 1YA1u1 Region 5 A1u5 Region 2 A1u2 Region 4 A1u4 Region 3 A1u3
Multi-regional input-output (MRIO) model with uni-directional trade Region 1YA1u1 Region 5 A5u5 Region 2 A2u2 Region 4 A4u4 Region 3 A3u3
Multi-regional input-output model with multi-directional trade Region 1YA1u1 Region 5 A5u5 Region 2 A2u2 Region 4 A4u4 Region 3 A3u3
Plan • What are we trying to measure? • What methods do we use? • What data do we need? • What are the problems? • Recommendations.
Sector disaggregation • Every industrial sector is assumed to be homogenous with regard to its input requirements, the commodity it produces, and the emissions from the firms within the sector. • Therefore the fewer the sectors, the more errors occur.
Data classifications • EIO is fraught with data classification issues. • For example • UK economic datasets are provided in different classification from the environmental datasets. • Different countries use different classification systems for their data. • Cross-mapping between classification systems is therefore required and, as sectors often do not map directly, inaccuracies arise.
Data conversion • Economic datasets are provided using different price bases (eg Purchasers’ v Basic Prices). Conversion is required – but often incomplete information is available for this. • Modelling imports requires conversion between different currencies. 2 types of exchange rates: • Market exchange rates • Purchasing power parity (PPP) • eliminates the differences in price levels between countries. • statistical constructs rather than precise measures. • may differ markedly from market exchange rates.
Availability of Input-Output Tables • Production of Input-Output Tables is highly time-intensive and hence costly. They are therefore produced relatively infrequently. Technical coefficients are assumed to change slowly. • Under EU regulations, member states are required to produce Input-Output Tables at 5 year intervals (European Commission 2007). • The availability and disaggregation levels of data for different countries varies. • UK: 123 industrial sectors. • Scotland:127 sectors. Produced annually since 1998, latest table 2004. • USA: >400 sectors; latest table 2002. • International datasets: Global Trade Analysis Project (GTAP)EXIOPOL project
Plan • What are we trying to measure? • What methods do we use? • What data do we need? • What are the problems? • Recommendations.
Recommendation • Up-to-date economic and environmental data are required in a consistent, compatible and highlydisaggregated format.
Recommendations specific to UK • Up- to-date, authorised input-output tables are urgently required. • Failing this, full information should be disclosed in order for tables to be produced by other organisations under supervision of the ONS. • This information should include : • Data on which to calculate final and intermediate demand in basic prices; • High sectoral disaggregation; • Detailed trade information ie imports and exports of goods and services to/from world regions/countries at sector level; • Detailed Supply tables (minimum suppression or privileged access); • Information on capital investment (gross capital formation) by sectors. These recommendations are largely in line with those made by Wiedmann et al (2008).
UK as a leader? http://www.ukwatch.net/files/GordonBrown.jpg
The delights of data:deficiencies in the quagmire?Angela Druckman and Tim JacksonRESOLVEUniversity of Surrey Carbon Accounting Conference Heriot-Watt University, Edinburgh 11 March 2009 www.carboncounting.org.uk