Energy Demographics: the role of demographic data in understanding UK's demand for energy

Lead Research Organisation: University of Leeds
Department Name: School of Earth and Environment

Abstract

It is important for the Government to be able to predict the future energy needs of UK industries, homes and transport to ensure sufficient supply. At the same time, the UK needs to plan to reduce energy use in order to meet climate change reduction targets. At the moment the UK Government uses an Energy Demand Model which makes future energy predictions based on estimates of economic growth, the price of fuel and the number of households there will be in the future. This technique for predicting future energy needs is deficient, because it fails to take account of the fact that household demand for goods and services is the major driver of the economic performance of industry, and that the way households spend today is likely to be very different in the future.

My fellowship takes a 'whole systems' approach to understanding the UK's demand for energy. The link between household spends and industrial energy use can be determined by quantifying the total energy required in the supply chain of producing a product. It is also possible to capture the energy that is embedded in goods exported abroad and goods imported to the UK from other countries with very different energy efficiency standards in their factories. I will develop a new indicator of energy demand: 'the UK's Energy Footprint' which shows the full amount of energy associated with products bought by UK consumers between 2005 and 2015. I have met with the Department for Business, Energy and Industrial Strategy (BEIS) to ensure that this new indicator will be reported alongside the Carbon Footprint.

Instead of simply looking at the changing goods and services bought by an average household, this fellowship will consider the differing expenditure profile of up to 60 different household types between 2005 and 2015. For this, I will use geodemographic expenditure profiles developed by CallCredit, a credit reference company. The main user of geodemographic data is the business sector understanding their consumers, so it is important that the data is current and constantly kept up-to-date. Producers of this type of data do not keep previous years' profiles as a readily available product. This means that their data has never been used to understand the changing geodemographic profile in the UK or elsewhere. I have made an agreement with CallCredit to exclusively acquire a decade's worth of expenditure data from their archive. This means that it will be possible for the first time to determine whether the energy needs of the UK have altered due to households buying different types of products or whether the change is due to the mix of households in the UK changing.

I will use mathematical analyses to calculate the drivers of the change in UK energy demand. The research will be able to determine what effect the recession had on the energy demand of different households. I will then focus on using predictions of the changing household types and predictions on how lifestyles may change in the future to estimate what the UK's demand for energy will be in 2030. There is uncertainty as to how the UK's infrastructure might have to change in order to cope with an aging population or the trend for homeworking. This fellowship will address this by determining the energy requirements of these futures by forming scenarios which calculate the UK's energy needs when there are greater proportions of these types of household present in the UK's demography. Outputs from this research will also be used to verify the BEIS's future energy demand scenarios and provide new inputs to their Energy Demand Model. This work therefore has great importance in ensuring the UK can meet the energy needs of its businesses and people, and become more sustainable, now and in the future.

Planned Impact

This fellowship will address several key societal challenges facing the UK. Firstly, for the first time, the UK Government will have a record of the complete energy needs of UK society. Within year one of the project, I will generate a new Energy Footprint dataset for the UK to be reported by either the UK Government's Department for Business, Energy and Industrial Strategy (BEIS) or Department for Environment, Farming and Rural Affairs (Defra).

I already calculate the UK's Carbon Footprint, which is used by organisations such as the Green Construction Board in assessing the full impacts of construction and WWF in their online footprint calculator. The Energy Footprint will have similar outreach and use. The dataset will trace energy extraction, through intermediate use by industry, to the energy embedded in products bought by households and government. The Energy Footprint dataset shows the portion of the UK's energy consumption-based account that is sourced from energy extracted abroad. This will help UK energy resilience and assist BEIS and UK Energy Companies to face energy scarcity and security challenges. In addition this contributes to the EPSRC 'Resilient Nation' prosperity outcome.

The household expenditure dataset used by this fellowship covers the period 2005-2015. This means that the research can quantify the effect of the recession on spending patterns by household type. By year two of the fellowship, I will start to discover whether some households buy less of certain products when disposable income is scarce, and whether in some households spend is unaffected. In the future, increases in energy prices may be passed to the consumer. The recession analysis work will help to predict how price increases may affect spending behaviour because I will have discovered how different households respond to budgeting. I will have produced further evidence to help achieve energy resilience and this will be of interest to poverty action groups such as National Energy Action, New Economics Foundation and Joseph Rowntree Foundation who will use the findings as evidence in their lobbying work.

The 2008 Climate Change Act commits the UK to reducing greenhouse gas (GHG) emissions by 80% by 2050 based on 1990 levels. Since the burning of fossil fuel is the largest source of GHG emissions, understanding and managing the UK's changing demand for energy is important. This fellowship will use data on the future spending patterns of households and the forecasted numbers of households of different types to predict future energy demand for the UK. This will help to verify the scenarios of future energy demand which are currently calculated using BEIS' Energy Demand Model. The research will aid BEIS' modelling capacity. It will also help the Committee on Climate Change in its role providing advice to the UK Government on whether the UK needs to do more to meet its Climate Change targets. In producing future scenarios of the energy needs of the UK, This fellowship will explore how future populations can live well for less. This is one of the ambitions of the 'Productive Nation' prosperity outcome.

Finally, this research is the first to explore the use of geodemographic datasets over a long timeframe. In the long term, this investigation may help CallCredit, the providers of the dataset used in this fellowship to increase their product portfolio to include consumer trend data. Other credit reference agencies such as Experian will also show interest in this application. By using novel mathematical and statistical techniques with big data analytics to explore trends in consumption behaviour and lifestyles, this fellowship will deliver a product of both academic and commercial value, and help business deliver a 'Connected Nation' - a further EPSRC prosperity outcome.

Publications

10 25 50

 
Description EThe most interesting findings have show the differences in energy footprint between households of different ages of household reference person (HRP). Households where the HRP is less than 30 have substantially smaller energy footprints than households where the HRP is over 50. In addition, the research has shown differences in the way these different types of household respond to economic shocks such as the global recession.

Efforts to align the UKMRIO database with the living costs and food survey have been very successful and results are starting to be used by National Government (eg UK results published by Defra), Devolved Regions (e.g. England results published by Defra), Regions (e.g. London results published by the GLA) and cities (Bristol results published by the City Council).

I have applied for an extension to this grant because I am taking a year's maternity leave from the end of March.
Exploitation Route The findings could be used to target certain household groups to help reduce their energy impact.
Sectors Energy,Environment,Government, Democracy and Justice

 
Description Eeffort has been concentrated on producing a robust model to assign industrial energy impacts to household demands for goods and services. Efforts to align the UKMRIO database with the living costs and food survey have been very successful and results are starting to be used by National Government (eg UK results published by Defra), Devolved Regions (e.g. England results published by Defra), Regions (e.g. London results published by the GLA) and cities (Bristol results published by the City Council). Results have also been used by OVO energy to assess the impacts of a carbon tax on household by income group. I have applied for an extension to this grant because I am taking a year's maternity leave from the end of March.
First Year Of Impact 2016
Sector Communities and Social Services/Policy,Energy,Environment,Government, Democracy and Justice
Impact Types Societal,Economic,Policy & public services

 
Description C40 cities using footprint data in Climate Action Plans
Geographic Reach Multiple continents/international 
Policy Influence Type Citation in other policy documents
Impact To date, mayors of 35 C40 cities have publically committed to develop and begin implementing ambitious climate action plans by 2020 that go beyond national commitments, in order to achieve the highest goals of the Paris Agreement at the local level. They are using results from the 'carbon footprint of C40 cities' project.
URL http://www.c40.org/press_releases/new-analysis-shows-cities-have-bigger-opportunity-to-reduce-global...
 
Description Consumption based emissions graph appears in Committee for Climate Change report: Net Zero The UK's contribution to stopping global warming, 2019
Geographic Reach National 
Policy Influence Type Citation in other policy documents
Impact Recommendations that the UK reports its consumption-based emissions annually.
URL https://www.theccc.org.uk/wp-content/uploads/2019/05/Net-Zero-The-UKs-contribution-to-stopping-globa...
 
Description Trained consultants at Arup in consumption-based accounting techniques
Geographic Reach National 
Policy Influence Type Influenced training of practitioners or researchers
Impact I have worked with consultants at Arup (London) on projects to calculate the carbon footprint of cities. For their latest project, rather than do the calculations myself, I ran a day's workshop on multi regional input-output analysis and trained 3 Arup consultants. This means that Arup can produce analyses and data in house. I used the training material that I have developed for the University of Leeds MSc course Tools and Techniques in Ecological Economics.
URL http://www.see.leeds.ac.uk/teaching-resources/exercise-pages/l4-input-output-tutorial-201617/
 
Title Consumption-based Household Greenhouse Gas Emissions of English MSOAs (tCO2e per capita) 
Description  
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
URL https://archive.researchdata.leeds.ac.uk/1024/
 
Title UK's Carbon Footprint 1990-2017 
Description Every year I calculate the UK's consumption-based account for the Department for Environment, Food and Rural Affairs. The Carbon Footprint of the UK is released as a National Statistic. 
Type Of Material Database/Collection of data 
Year Produced 2018 
Provided To Others? Yes  
Impact Press release by Defra 
URL https://www.gov.uk/government/statistics/uks-carbon-footprint
 
Description Calculation of the Carbon Footprint of the City of Bristol 
Organisation Bristol City Council
Country United Kingdom 
Sector Public 
PI Contribution Calculated the Carbon Footprint of households resident in the City of Bristol as part of the Council's One City Climate Strategy
Collaborator Contribution Designed research, publicised work
Impact The One City Climate Strategy will bring together many city organisations and partners to create a joined-up, comprehensive plan for Bristol. This will complement the Climate Emergency Action Plan which focuses on the city's response as an individual organisation.
Start Year 2019
 
Description Calculation of the Carbon Footprint of the Greater London Authority 
Organisation Greater London Authority (GLA)
Country United Kingdom 
Sector Public 
PI Contribution Used the UKMRIO database and data from the living costs and food survey to calculate the carbon footprint of the Greater London Authority. Wrote a short report on the findings
Collaborator Contribution Designed the research project and advertised the findings
Impact A report published online
Start Year 2019
 
Description Collaboration with C40 and Arup to calculate carbon footprint of C40 cities 
Organisation C40 Cities Climate Leadership Group
Country United States 
Sector Charity/Non Profit 
PI Contribution Using the household expenditure methods developed for this fellowship, I calculated the carbon footprint of 80 C40 cities for their project with Arup
Collaborator Contribution Arup helped to provide input data for the MRIO model. C40 designed the project and disseminated the results
Impact To date, mayors of 35 C40 cities have publically committed to develop and begin implementing ambitious climate action plans by 2020 that go beyond national commitments, in order to achieve the highest goals of the Paris Agreement at the local level.
Start Year 2018
 
Description Collaboration with Defra and the ONS to produce the UK's Consumption-Based Account 
Organisation Department For Environment, Food And Rural Affairs (DEFRA)
Country United Kingdom 
Sector Public 
PI Contribution Using the multi regional input-output database developed as part of this fellowship, I provide a detailed set of results to Defra on the UK's Carbon, Energy and Materials footprint.
Collaborator Contribution Defra report these results as a national statistic. The Office of National Statistics provide data and support.
Impact The UK Carbon Footprint is a National Statistic
Start Year 2018
 
Description Collaboration with London Councils to report the carbon footprint of each London Council area 
Organisation London Councils
Country United Kingdom 
Sector Public 
PI Contribution Used methodology developed in this project to calculate the Carbon footprint of every London Council
Collaborator Contribution Funded fifteen days of my time, support and data
Impact Report. Large meeting to launch the work. Paved the way for continued collaboration
Start Year 2021
 
Description Collaboration with Scottish Government to produce Scotland's Carbon Footprint 
Organisation Government of Scotland
Country United Kingdom 
Sector Public 
PI Contribution The multi regional input-output model produced for this fellowship is used to calculate the Carbon Footprint for Scotland
Collaborator Contribution The Scottish Government report the results annually
Impact Scottish statistical publication
Start Year 2018
 
Description Collaboration with WWF and SEI on the WWF Carbon Footprint Calculator 
Organisation World Wide Fund for Nature
Country Switzerland 
Sector Charity/Non Profit 
PI Contribution One of the outputs from my multi regional input-output model which I developed for this fellowship is the production of carbon conversion factors by product. These can be used to construct personal carbon footprint calculators. I provided the Stockholm Environment Institute and WWF UK with a new set of 2015 conversion factors to allow for an update to their online calculator
Collaborator Contribution WWF and SEI have constructed a carbon footprint calculator which requires a set of conversion factors in order to calculate a carbon footprint.
Impact A carbon footprint calculator
Start Year 2018
 
Description Collaboration with WWF on Carbon Footprint project 1990-2016 
Organisation World Wide Fund for Nature
Country Switzerland 
Sector Charity/Non Profit 
PI Contribution Commissioned by WWF-UK to write the report "CARBON FOOTPRINT: EXPLORING THE UK'S CONTRIBUTION TO CLIMATE CHANGE". In this piece of work myself and two other researchers at University of Leeds extended the UK multi regional input-output database back to 1990 and analysed the Carbon Footprint by source region, source industry and end product. We also looked at the effect of off-shoring and made policy recommendations.
Collaborator Contribution Designed the research, desktop published and promoted the report.
Impact Report to be released March 2020 and press (add later)
Start Year 2019
 
Description Collaboration with the Grantham Research Institute on Climate Change and the Environment, the ESRC Centre for Climate Change Economics and Policy and Vivid Economics to look at the effect of climate tax on household income groups 
Organisation Grantham Institute: Cimate Change and Environemnt
Country United Kingdom 
Sector Public 
PI Contribution Produced data for the report "Distributional impacts of a carbon tax in the UK Report 2: Analysis by income decile." (to be published late March). Data was calculated using the UKMRIO database linked to the living costs and food survey.
Collaborator Contribution Designed the project, calculated the carbon taxes, wrote the report.
Impact Two project reports https://www.lse.ac.uk/granthaminstitute/wp-content/uploads/2020/03/Distributional-impacts-of-a-UK-carbon-tax_Report-1_analysis-by-household-type.pdf https://www.lse.ac.uk/granthaminstitute/wp-content/uploads/2020/03/Distributional-impacts-of-a-UK-carbon-tax_Report-2_analysis-by-income-decile.pdf
Start Year 2019
 
Description Collaboration with the Grantham Research Institute on Climate Change and the Environment, the ESRC Centre for Climate Change Economics and Policy and Vivid Economics to look at the effect of climate tax on household income groups 
Organisation Vivid Economics
Country United Kingdom 
Sector Private 
PI Contribution Produced data for the report "Distributional impacts of a carbon tax in the UK Report 2: Analysis by income decile." (to be published late March). Data was calculated using the UKMRIO database linked to the living costs and food survey.
Collaborator Contribution Designed the project, calculated the carbon taxes, wrote the report.
Impact Two project reports https://www.lse.ac.uk/granthaminstitute/wp-content/uploads/2020/03/Distributional-impacts-of-a-UK-carbon-tax_Report-1_analysis-by-household-type.pdf https://www.lse.ac.uk/granthaminstitute/wp-content/uploads/2020/03/Distributional-impacts-of-a-UK-carbon-tax_Report-2_analysis-by-income-decile.pdf
Start Year 2019
 
Description Collaboration with the Institute for Public Policy Research on Carbon Footprints by Household types 
Organisation IPPR Institute for Public Policy Research
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution Calculated the Carbon Footprint of different household types in the UK using the UKMRIO database linked to the Living Costs and Food Survey
Collaborator Contribution Designed research project, writing a report
Impact https://www.ippr.org/files/2020-07/faster-further-fairer-ejc-interim-may20.pdf
Start Year 2019
 
Title WWF Carbon Footprint Calculator 
Description The WWF Carbon footprint calculator uses a questionnaire approach to help people to calculate their carbon footprint. I provided the carbon conversion factors for the 2018 update to the tool. 
Type Of Technology Webtool/Application 
Year Produced 2018 
Impact Members of the public are now able to find out their own personal carbon impact and compare it to the impacts of the average person in China, the USA and India. The calculator offers information on how to reduce carbon impacts. 
URL http://footprint.wwf.org.uk/#/
 
Description Article in The Conversation 'Poorest households hit hardest by UK climate change charges despite using least energy' 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact I published an article with a collaborator which looked at household energy footprints in the context of a fairer way to tax energy use. The article was in The Conversation and picked up by 13 other news outlets. Over 6,000 people read the article in The Conversation with most views from the UK and the USA
Year(s) Of Engagement Activity 2018
URL http://theconversation.com/poorest-households-hit-hardest-by-uk-climate-change-charges-despite-using...
 
Description EU Sustainable Energy Week (Brussels) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited to speak as part of a panel of experts at the EU Sustainable Energy Week - Brussels. Presented my work on 'a fairer approach to funding a low carbon energy system'.
Year(s) Of Engagement Activity 2018
URL http://ec.europa.eu/info/events/eu-sustainable-energy-week/eu-sustainable-energy-week-eusew-2018-201...
 
Description Economic Effects of Brexit Seminar 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact I invited researchers from Birmingham University's Business school to present their latest work looking at the economic effects of Brexit. I was the session chair for this LIDA seminar. The seminar raised some lively debate on scenario building. I also had a 2 hour meeting with the academics prior to the seminar where we discussed future collaboration opportunities
Year(s) Of Engagement Activity 2018
URL http://lida.leeds.ac.uk/event/continental-divide-economic-exposure-brexit-regions-countries-sides-ch...
 
Description Invited talk at the Leeds Institute for Data Analytics Showcase 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Presented early fellowship findings to other academics, students and industry partners at the LIDA showcase. As a result, I learnt about new datasets that would be useful for further analysis
Year(s) Of Engagement Activity 2018
 
Description Invited to present on "Unravelling Global Supply Chains to access the environmental impacts of consumption" at 2nd Workshop on Mathematics for Social Activism, University of Leeds 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I was invited to talk at a Workshop for Mathematics for Social Activism. My presentation raised a lot of questions and I have been in touch with the participants.
Year(s) Of Engagement Activity 2019
URL http://www.richardpmann.com/workshop.html
 
Description Invited to present work on "The UKMRIO database: construction, application & future plans" at a workshop at Birmingham University 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I was invited to present my work at a Regional Modelling workshop organised by the City-REDI institute at the University of Birmingham. Following the talk we spoke about future collaborations and the potential for setting up a network for people working in input-output analysis in the UK
Year(s) Of Engagement Activity 2019
 
Description Poster presentation at the 2018 Industrial Ecology Conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Poster
Year(s) Of Engagement Activity 2018
URL http://www.grc.org/industrial-ecology-conference/2018/
 
Description Presentation "Rethinking the Social Accounting Matrix Structure for Household Footprints" at 11th I-O-Workshop, Bochom 2019 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact I presented ideas from the 2nd work package of this Fellowship award to a group of experts in my field. The talk prompted much discussion and many questions.
Year(s) Of Engagement Activity 2019
URL https://www.gws-os.com/de/index.php/the-gws/io-workshop-overview/input-output-workshop-special-2019....
 
Description Presentation of "Rethinking the Social Accounting Matrix Structure for Household Footprints" at the 27th IIOA Conference in Glasgow 2019 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Conference presentation of work relating to WP2 of this fellowship. Met up with the Strathclyde and Birmingham researchers that I had previously spoken to and discussed progress. Met group of researchers from Spain interested in Gender and IO - will try to arrange research visit
Year(s) Of Engagement Activity 2019
URL https://www.iioa.org/conferences/27th/conference.html
 
Description Presentation on Future Applications of Social Accounting Matrices at University of Strathclyde 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Professional Practitioners
Results and Impact I visited the economics group at Strathclyde to present early fellowship ideas and get advice on how to structure a new UK focused multi-regional Social Accounting Matrix. As a result of this visit, I have organised a special session at the upcoming IIOA conference on novel applications for Social Accounting Matrices.
Year(s) Of Engagement Activity 2018
 
Description Presentation to University of Leeds on "Accounting for consumption AND delivering net zero" following the publication of the CCC net zero report 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Professional Practitioners
Results and Impact Presented as part of a panel on the contribution that Leeds authors made to the new CCC report on net zero.
Year(s) Of Engagement Activity 2019
 
Description Presentation to an NGO roundtable on "The UK's Consumption Emissions: Current Status" 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact Presented to CAFOD, WWF, Oxfam and others on the current status of consumption-based accounting in the UK
Year(s) Of Engagement Activity 2019
 
Description Presentation to the Department for Work and Pensions 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact I gave a presentation to the Department for Work and Pensions on some early findings from the fellowship. I presented results showing how the energy footprint of households of different age groups had changed over time. This sparked discussion on the role of pension funds in impact assessments and sources of data.
Year(s) Of Engagement Activity 2018
URL https://lssi.leeds.ac.uk/event/linking-leeds-seminar-november/
 
Description Presented on "Reducing inequality of UK climate policy" to UK CREDS researchers based in Leeds 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Professional Practitioners
Results and Impact Presented on new research looking at the effect of UK household climate policy on different household types
Year(s) Of Engagement Activity 2020
 
Description Visit to Tyndall Centre (Manchester) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Postgraduate students
Results and Impact Presented my fellowship initial ideas to the Tyndall Centre at the University of Manchester. We discussed overlapping research interests and collaboration opportunities
Year(s) Of Engagement Activity 2018