Section D: Revisions to the Inventory and Methodology
This section examines key revisions in estimated source emissions between the latest inventory (1990-2016) and the previous inventory (1990-2015) published in June 2017. It also provides a summary of the cumulative impact of revisions since the 1990-2008 inventory. In October 2015, the Scottish Government published a paper Scottish Greenhouse Gas Emissions 2013. Key Revisions Since 2008, which provides a breakdown of the key revisions to the data within the Scottish Greenhouse Gas Emissions Official Statistics publication over successive years from the 1990-2008 inventory to the 1990-2013 inventory. This section of the publication is intended to build on this revisions paper.
Compilation of the Greenhouse Gas Inventory
The greenhouse gas inventory covers a wide variety of anthropogenic sources of greenhouse gas emissions. There is therefore a wide variety of emissions sources which require different approaches to their estimation. There are a large number of data sources used in its compilation, obtained from Government statistics, regulatory agencies, trade associations, individual companies, surveys and censuses. The methods used to compile the greenhouse gas inventory are consistent with international guidance on national inventory reporting from the Intergovernmental Panel on Climate Change.
Most emission estimates are compiled by combining activity data (such as fuel use) with a suitable emission factor (such as amount of CO 2 emitted per unit of fuel used). Estimates of emissions from the industrial sector are often compiled based on plant-specific emissions data. Emissions from some sectors are based on more complicated models - such as the model used to estimate emissions from landfill, and the model used to estimate the carbon dynamics in soils when trees are planted. Much of the data on net emissions from agriculture and related land use, land use change and forestry emissions are based on modelled data for Scotland, which are consistent with, but not constrained to, the UK totals and thus are known as “bottom up” estimates.
Many of the remaining emissions sources within the inventory have been collated on a “top down” approach where estimates of emissions have been apportioned to Scotland using proportions of energy use in the Department of Business, Energy and Industrial Strategy ( BEIS) Publication “Digest of UK Energy Statistics ( DUKES)”. This approach is prompted by data availability on emissions being more limited at the sub- UK level.
Impact of Revisions
Revisions between the 1990-2015 and 1990-2016 inventories
Charts D1 to D3 illustrate the impacts of revisions between the 1990-2015 and 1990-2016 inventories. This is followed by a discussion of the reasons for the key revisions.
Chart D1: Scottish Greenhouse Gas Emissions. Comparison of 1990-2015 and 1990-2016 Inventories. Values in MtCO 2e
Chart D2 shows that the main downward revision to the Baseline period occurred in the Forestry sector (revised downwards by 2.6 MtCO 2e). Agriculture and Related Land Use saw a small downwards revision to the Baseline period (0.7 MtCO 2e). Other sectors saw very little change between the 1990-2015 and 1990-2016 inventories, with a slight (0.4 MtCO 2e) increase in emissions from Waste Management.
Chart D2: Revisions to emissions in the Baseline Period, from the 1990-2015 inventory to the 1990-2016 inventory, by source sector. Values in MtCO 2e, and percentage changes
Chart D3 shows that the greatest downwards revision in 2016 occurred in the Forestry sector (5.9 MtCO 2e). The greatest upwards revision occurred in Transport (including international aviation and shipping (0.9 MtCO 2e).
Chart D3: Revisions to emissions in 2015, from the 1990-2015 inventory to the 1990-2016 inventory, by source sector. Values in MtCO 2e, and percentage changes
Details of Main Revisions and Interpretation of Revisions to the Inventory
Revisions to emission inventory estimates reflect the continuous development of scientific understanding of emissive processes, and the improvement to underlying data and methods to generate accurate emission estimates; few revisions to the Greenhouse Gas Inventories arise as a result of 'errors' in the popular sense of the word. The compilation of the inventory is governed by a rigorous quality assurance process and is subject to a great deal of third party scrutiny, such as annual reviews by the UNFCCC of the UK inventory.
The latest published Scotland greenhouse gas inventory (currently 1990-2016) represents the best available data at the time and these supersede any previous data, which should be disregarded.
A complete list of the revisions between the previous and latest inventories can be found in the National Atmospheric Emissions Inventory report Greenhouse Gas Inventories for England, Scotland, Wales and Northern Ireland: 1990 - 2016. Details of the most notable revisions are listed below:
Methodological change to series has increased the sink. The area reported as forest remaining forest has been revised upwards. There are also changes in the CARBINE model for calculating forest carbon stock. This has resulted in an increase in the magnitude of the sink from forest land across the time series.
Improvements to the methodology for estimating shipping emissions has resulted in an increase in the estimates for gas oil and fuel oil used in Scotland. This has caused recalculations for emissions from domestic navigation and fishing vessels.
3. Agriculture and Related Land Use
Lower estimated nitrous oxide emissions from agricultural soils and the use of a new emission factor model for enteric fermentation incorporating UK-specific parameters are the largest contributors to recalculations from the agriculture sector in Scotland
Interpretation of uncertainties in the inventory
All estimates, by definition, are subject to a degree of statistical 'error' but in this context it relates to the uncertainty inherent in any process or calculation that uses sampling, estimation or modelling.
Estimates of greenhouse gases are compiled by a consortium of contractors. The source emissions are based upon a range of data sources, ranging from model based estimates to point source emission data. As a result, the estimates are subject to a degree of uncertainty. Full analyses of these uncertainties are provided on the National Atmospheric Emissions Inventory website.
The Scottish Government has commissioned research to overhaul and update the uncertainties model used for the Scottish greenhouse gas inventory. A detailed study was carried out in parallel with the compilation with the 1990-2014 Scottish greenhouse gas inventory to review and improve the uncertainty calculations. A link to this project and to the full report can be found in the Scottish Greenhouse Gas Inventory Uncertainties Project.
Future revisions to the inventory
Every year, greenhouse gas inventories are updated to reflect improvements in the underpinning science, data and modelling which often result in revisions to the entire time series. These revisions also reflect changes to the Intergovernmental Panel on Climate Change ( IPCC) guidelines. The Scottish Government is represented at the UK’s National Inventory Steering Committee, where improvements to the Scottish and UK inventories are discussed. Some of the changes for the 1990-2017 inventory and for subsequent inventories are already known. However, the exact magnitude and direction of future revisions are not currently clear but on balance we might expect emissions to increase over subsequent inventories.
There are a number of projects underway which might result in considerable revisions for future inventories in a number of sectors. For instance:
- The UK and Scotland has elected to include the IPCC (2006) Wetlands Supplement as part of their inventory reporting: http://www.ipcc-nggip.iges.or.jp/home/wetlands.html http://www.ipcc-nggip.iges.or.jp/public/wetlands/. The Wetlands Supplements will estimate the carbon effects of drainage and rewetting peatland, although these categories will not be fully included in the greenhouse gas inventory for a number of years.
Note that there are likely to be further revisions in the 1990-2017 inventory which have not been noted within this publication.
Charts D5 shows the cumulative effect of revisions to the greenhouse gas inventory from 1990-2008 to the latest (1990-2016) inventory across the time series. Chart D6 shows the cumulative effect of revisions to the Baseline from the 1990-2008 inventory, by source sector.
Chart D4: Scottish Greenhouse Gas Emissions, Comparison of 1990-2008 and 1990-2016 Inventories. Values in MtCO 2e
There has been a cumulative upwards revision between 1990-2008 and 1990-2016 across the entire time series. The emissions in the Baseline have been revised upwards by 5.5 MtCO 2e (7.8 per cent).
Chart D5: Revisions to the Baseline, from the 1990-2008 Inventory to the Latest Inventory (1990-2016), by source sector. Impact of Successive Revisions. Values in MtCO 2e, and percentage changes 
A discussion of the main causes of the upwards revisions between 1990-2008 and the 1990-2013 inventories can be found within the methodology paper: Scottish Greenhouse Gas Emissions 2013. Key Revisions Since 2008.