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JUST TRANSITION TOOLBOX

Just Transition Planning Toolbox

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The Just Transition Planning Toolbox is a practical guide to planning a climate or sustainability transition that is equitable and inclusive. Each of its five modules describes some key activities and relevant tools and methodologies for transition planning, and also includes some real-world examples and resources that offer inspiration and guidance. 

The toolbox is region- and sector-agnostic, so the processes, examples and resources may be of interest in different contexts to where they originate from. Here, however, you can find an overview of the toolbox content that comes from - or has a specific focus on - a particular region or sector or theme.

  • 1. Mobilizing stakeholders
  • 2. Developing objectives and vision
  • 3. Analyzing impacts and opportunities
  • 4. Devising strategies
  • 5. Resources and partnerships
  • Toolbox in Action
    ABOUT THE TOOLBOX
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3. Analyzing impacts and opportunities
Module 3

Analyzing impacts and opportunities

Various types of analysis are needed to inform planning and strategies. The potential risks and opportunities arising from a transition need to be understood and, where possible, quantified. These include the possible impacts on employment, social conditions, economic conditions, land management, and the natural environment.

It is particularly important to understand how risks and opportunities will be distributed. Some people will experience greater loss or hardship than others, or will have less capacity to cope with changes because of their gender, age, ethnicity, employment status, disability, or other factors. This can be informed by an analysis of the wider socioeconomic context (see Module 2.2).

The specific analyses needed – and the most appropriate tools and methods – will depend on the context, the type of impacts anticipated, and the just transition principles defined (see Module 2.3). Data availability will also be an issue; if high-quality data is not available, you may need to collect and prepare new data.

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Picture of Analyzing impacts and opportunities

3.1 Employment impacts and opportunities

Labor market disruption is an inevitable part of any economic transition. Transitions will create new jobs, eliminate some, and transform others. In the energy sector, for example, many jobs in fossil fuel production and related sectors (such as manufacturing conventional automobiles) are likely to become redundant. The growth in renewable energy and energy efficiency will create many new direct and indirect jobs, including for occupations such as plumbers, electricians, and carpenters. They will have opportunities to shift their skills and businesses toward these emerging sectors.

To plan a just transition, you should understand how a transition might affect workers, and how different transition strategies can impact employment outcomes.

Consider performing the following types of analysis:

  • An employment impact assessment.

    In the context of the closure or phasing down of a company or industry, use this to help anticipate job losses and related outcomes, such as changes in the quality of employment.

  • A green jobs analysis.

    Use this to help identify emerging employment opportunities, in line with proposed economic diversification strategies, for example.

  • Broader labor market analyses and labor mobility analyses.

    Use this to help identify job supply or education gaps; monitor the changing character of employment conditions; and understand the mobility of workers in different regions and sectors.

The assessment of impacts and opportunities should include the outcomes for direct, indirect, and induced employment (categories defined by the International Labor Organization [ILO]).

3.1.1 Employment impact assessment

Employment impact assessment is an umbrella term for methods that quantify the potential changes in employment and/or analyze the effects on the types and quality of jobs that will be available as a result of public policy decisions or investments. Employment impact assessment can vary from project-level assessments to an economy-wide analysis.

Various approaches and methodologies may be used for the analysis, depending on the nature of the changes being assessed. Input-output tables and social accounting matrices can be useful for macroeconomic multiplier analyses and assessments of economy-wide impacts (including indirect and induced effects), in combination with labor force survey data.

Conducting a robust employment impact assessment can be challenging. Data tables for a country are not always available, up to date, or sufficiently detailed to support a reliable analysis. Updating these is a significant undertaking and will require collaboration with statistical agencies. The ILO recommends building custom assessment models that are tailored to local contexts, to better incorporate mechanisms of adjustment that reflect the actual functioning of the local economy (instead of applying models developed for other contexts). However, that is a significant task that would require involving economists who understand the local economy’s main adjustment mechanisms.

EXAMPLES

Assessing employment impacts of transition away from coal in Western Macedonia, Greece
Direct employment impacts assessment of transport sector investments, Jordan and Lebanon
Measuring the employment impacts of mine closures, Australia

RESOURCES

A systematic framework for measuring aggregate employment impacts of development cooperation (German Agency for International Cooperation (GIZ), 2014)

This paper summarizes the key features of a systematic framework for assessing the aggregate employment impacts of a portfolio of development cooperation interventions, using a bottom-up methodology.

Employment Impact Assessments (EmpIA): Analysing the employment impacts of investments in infrastructure (International Labour Organization, 2021)

This report describes an approach to assessing the employment impacts of infrastructure projects. The approach aims to quantify the employment potential and impact of infrastructure investments, particularly in sub-sectors where the use of employment-intensive methods of construction and maintenance are technically feasible and cost-effective. 
Resource also available in French.

Employment impact assessments in Africa: Application and suitability of local multiplier analysis (International Labour Organization, 2022)

This note reviews the application and suitability of using the “local multiplier” method specifically in the context of sub-Saharan Africa, as a way of estimating the long-term effects of changes in manufacturing employment in other sectors.

Employment impacts assessment: A review of methodologies (International Labour Organization, 2017)

This paper provides some initial tools for evaluating the employment impact of major projects, considering both the quantity and quality of employment.

Guide for monitoring employment and conducting Employment Impact Assessments (EmpIA) of infrastructure investments (International Labour Organization, 2020)

This guide describes tools and methods for determining the effects of infrastructure investments on employment. It is based on learning from ILO technical cooperation projects and studies in Lebanon, Morocco, Tunisia, Egypt, South Africa, Indonesia, Rwanda and Ghana, among other countries.

Methodologies for assessing green jobs (International Labour Organization, 2013)

This brief describes different methodologies for assessing the employment potential of “green” policies.

3.1.2 Green jobs analysis

Green jobs analysis can help decision-makers to understand the potential for new sectors and industries to create employment. Comprehensive green jobs analysis can point to gaps in education and training opportunities, which will need to be met with new education and skills policies, both within the formal education sector and in private enterprise. When combined with gender analysis, it can be used to target marginalized groups with education, training, and other kinds of support to help them participate in new work opportunities.

An analysis of employment opportunities in “green” sectors needs first to define what counts as a “green job.” Relevant categories to consider might include:

  • Green new and emerging: New occupations with unique tasks and worker requirements, with all-“green” responsibilities (e.g. wind energy engineers or solar photovoltaic installers).
  • Green enhanced skills: Occupations for which the transition significantly alters the tasks, skills, and knowledge requirements (e.g. an operations manager who is required to take on new green tasks relating to managing the sustainability of operations, or construction workers who will need to modify their practices to reduce energy loss from buildings).
  • Green increased demand: Occupations for which the transition to a sustainable economy creates higher demand, but does not result in significant changes to their tasks or worker requirements. These support green economic activity, but do not themselves involve any “green” tasks (e.g. chemists, materials scientists, industrial production managers).

Analysts also need to consider what type of employment effects are to be measured (e.g. direct, indirect, and/or induced jobs), and the time frame to be considered (e.g. immediate job creation versus over the longer term). The assessment may also explore related issues, such as skills needs or income distribution. It is important to specifically consider the likely distribution of jobs – across different regions and demographic groups, including by gender – as part of a green jobs analysis.

The availability of data and/or modeling capacity relating to these different aspects will influence the scope of any analysis. Depending on the data available and the objectives, assessments of green jobs typically combine various methodologies, including surveys, inventories, input‐output analysis, social accounting matrices, and computable general equilibrium (CGE) models (see Module 3.5).

EXAMPLES

Analysis of current green jobs in the United Kingdom
Estimating green jobs in Bangladesh
Green jobs assessment, Nigeria
Green jobs assessment, Zimbabwe

RESOURCES

Are "green" jobs good jobs? How lessons from the experience to-date can inform labour market transitions of the future (Centre for Climate Change Economics and Policy, Centre for Economic Performance, Programme on Innovation and Diffusion, and LSE Grantham Research Institute Climate and the Environment, 2021)

This paper analyzes the specific and general characteristics of green jobs, and of the people that tend to hold them. These insights can help in the design of future interventions and programmes.

Assessing green jobs potential in developing countries: A practitioner's guide (International Labour Organization, 2011)

This manual provides guidance on how to estimate the actual and potential level of economic activity and number of jobs related to the environment in a developing country context. The methodology is tailored to the needs of developing nations interested in green jobs assessments.

Green Jobs Assessment Model (GJAM) (International Labour Organization and The Green Jobs Programme)

This note provides a brief introduction to the GJAM, a macro-economic modeling framework based on Input-Output Tables (IOT) or Social Accounting Matrices (SAM) to assess job gains and losses.

Green jobs assessment reports (International Labour Organization, 2022)

These reports provide insights on the employment impact of green policies in specific real world cases, using the standardized GAIN methodology.

The Green jobs Assessment Institutions Network (GAIN) (International Labour Organization)

This network provides resources and tools relating to assessing the effects of green policies on employment. The resource includes the GAIN Training Guidebook.

Ways to gender-smart climate finance: Green jobs (2X Climate Finance Taskforce)

This note offers guidance to development finance institutions, fund managers, and other financial institutions on identifying gender-smart climate finance investments. It focuses on how to promote gender-smart green jobs in practice.

3.1.3 Labor market assessment

Labor Market Assessment (LMA) includes different kinds of analysis that can help to understand some of the characteristics of the broader labor market itself – not specifically related to the impacts of transition.

LMA might be used to help identify future trends in the job market and skills gaps compared with the needs of employers. This type of analysis can be used to guide the design of job creation programs that are demand-driven, in line with the needs of the labor market. It can also inform the development of new education and skilling programs.

LMA might also analyze data about the kinds of jobs available, and working conditions. From the perspective of just transition, the creation of “decent” jobs is a key objective, so LMA can help to track progress against this objective over time. The ILO has defined a series of indicators for decent work that can be useful for this kind of analysis, covering rights at work indicators, employment indicators, social protection indicators and social dialogue indicators (see ILO 2008 in resource list).

Approaches to LMA vary. It may provide a holistic analysis of the entire labor market, or focus on specific aspects (e.g. ease of doing business for employers, sector-based employment potential or skills gaps, or employment barriers for target groups). Different types of information are needed for each, so the feasibility of a specific kind of LMA may depend on data availability.

Where labor markets have high levels of informality and in other contexts in which relevant data are either not available or of low quality, conducting LMA may be challenging. In such cases, “rapid assessments” of the labor market may be useful (e.g. a review of secondary literature and/or short field trips, with limited original data collection and analysis). In such situations, caution should be exercised in extrapolating any results, as they may not be truly representative of broader labor market dynamics.

EXAMPLES

Labor market assessment on the role of women in Kazakhstan’s energy sector
Labor market assessment, Laos PDR

RESOURCES

Decent work indicators for Asia and the Pacific: A guidebook for policy-makers and researcher (International Labour Organization, 2008)

This guidebook presents a detailed overview of indicators that can be used to measure and follow trends in the four dimensions of decent work: rights at work, employment, social protection and social dialogue.

Labour market analysis guidance - For food security analysis and decision-making (World Food Program, 2013)

This guide outlines how labor market analysis can be integrated into an analysis of food security.

Methodology for conducting youth labour market analysis (International Labour Organization, 2017)

The publication provides guidelines on youth labor market analysis (how to analyse). It can also be used together with the ILO’s Toolkit for conducting voluntary peer reviews on youth employment. Each section contains practical examples, checklists, tips and references to additional resources that may be use to enrich analysis.

STEP Skills Measurement Surveys: Innovative Tools for Assessing Skills (Social Protection and Labour, World Bank, 2014)

This note describes the survey methodology developed by the STEP initiative to collect data on skills in low- and middle-income country contexts. It covers survey instrument design, the constructs that are measured, and the technical standards and implementation protocols that have been designed and applied to ensure comparability of data. It provides background to readers who may want to implement such surveys in their own countries and to users of the datasets that have been collected with these surveys.

VET Toolbox - Labour market programming and analysis (German Agency for International Cooperation (GIZ) and German Government, 2017)

This toolbox includes a section dedicated to labor market programming and analysis, which contains several additional links including to (i) a guide to developing and implementing qualifications that meet industry needs, and (ii) a compendium of tools for labor market assessment.

3.1.4 Labor mobility analysis

The ability of workers to move – across regions and across industries – will affect the scale and types of impacts associated with job losses due to a transition. Labor mobility is influenced by factors such as age, information about job opportunities, level of education and/or technical skills, moving costs, and family circumstances.

Labor mobility analysis can provide information on how easily different kinds of workers who lose their jobs in the transition may be able to find employment elsewhere in their country or region.

The data used to estimate labor mobility may come from census and other aggregated national statistics, household or labor force surveys, and social media data. Information relating to labor mobility may not always be available in local labor market statistics, so using multiple methods or data sources together might help to overcome some data gaps, and enhance the coverage and/or reliability of the analysis.

EXAMPLES

Baseline study of labor mobility and labor market data in APEC economies, Asia Pacific
Measuring international labor mobility – cases from Israel, Italy, Mexico and Norway
Using ‘big data’ to improve analysis of labor mobility in the EU

RESOURCES

Manual on participatory assessment of policy coherence (International Labour Organization, 2021)

The manual is a continuation of the ILO work on promoting policy coherence in the context of labour migration and aims to reinforce the assessment methodologies by including all relevant stakeholders through a structured participatory approach. In this way, the data collection and analysis will be more effective and the proposals for the adjustments of the policy coherence consistent with the identified challenges. Using a participatory approach and increasing the awareness of all partners will also ensure better and more active participation in the implementation process, and in the recovery efforts as countries emerge from the COVID-19 pandemic.

Measuring international labour mobility (United Nations Economic Commission for Europe, 2018)

This publication provides an overview of the ways international labor mobility is measured. It highlights best practices and proposes areas for future development. Four case studies from Israel, Italy, Mexico and Norway provide more detail on labor mobility in specific national contexts.

3.2 Social impacts

Low-carbon and climate resilience transitions can create a range of social impacts that go beyond changes in employment.

Those can impact individuals and households in terms of financial security and livelihoods, personal or property rights, the safety of household members (for instance, if it leads to a greater risk of domestic violence), or mental health and well-being. New practices that are introduced as part of the transition, such as wider conservation of forests, might impact households’ access to natural resources that they rely on for food, fuel, or medicine. Some stakeholders may even be forced to relocate.

At the community level, a transition could create conflicts that disrupt social cohesion. It also may have demographic impacts, for example, if significant job losses trigger migration flows from a region.

For these reasons, social impact assessment is an important element of just transition planning.

3.2.1 Social impact assessment

Social impact assessment is a process for analyzing and monitoring the positive and negative social consequences of reforms or other changes (e.g. policies, programs, plans, projects). Both direct and indirect effects are assessed, including how changes are likely to affect the well-being of different population groups, and particularly the poor, marginalized, and most vulnerable. Methodologically, the analysis might link with the assessment of impacts on economy, resource access, culture, physical and mental health, gender, Indigenous rights, and poverty.

Multidisciplinary approaches to social impact assessment are useful, so that findings from one method are refined through the use of complementary tools. Since the analysis should ideally account for the way people respond to reforms or changes, valuable information can be obtained from qualitative techniques applied at the community level. Common options include key informant interviews, focus groups, semi-structured questionnaires, and surveys. Modeling of behavior changes using quantitative methods can also be a component of the analysis.

The process of social impact analysis should draw on local knowledge and be prepared through a participatory process that is respectful of local cultural values. Different types of stakeholders should be involved in assessing impacts, evaluating alternatives, and monitoring changes.

EXAMPLES

Analysis of the impact of food and energy subsidy reforms on households, Libya
Assessing the mental health impacts of climate change
Assessing the social impacts of a shift to low-carbon transport, Spain
Assessing the social impacts of mining for nearby communities

RESOURCES

Energy Subsidy Reform Assessment Framework (ESRAF) Good Practice Note 3: Analyzing the incidence of consumer price subsidies and the impact of reform on households - Quantitative analysis (World Bank Energy Sector Management Assistance Program, 2019)

This guidance note focuses on how to assess the distributional implications of energy subsidy reform (ESR) at the household level using quantitative methods.

Energy Subsidy Reform Assessment Framework (ESRAF) Good Practice Note 4: Incidence of price subsidies on households and distributional impact of reform - Qualitative methods (World Bank Energy Sector Management Assistance Program, 2019)

This guidance note focuses on how to use qualitative research tools, such as focus groups discussions and in-depth interviews, to understand the distributional impacts of higher prices on households.

Environmental and social impact assessments. Responsible Agricultural Investment (RAI) Knowledge into Action Note no. 14 (United Nations Conference on Trade and Development and World Bank, 2018)

This note provides guidance on conducting environmental and social impact assessments (ESIAs), targeted particularly at investors and governments. It draws lessons from past experiences, and describes some key requirements for environmental and social management plans in agriculture-related contexts.

Poverty and social impact analysis: Lessons and examples from implementation (World Bank, 2007)

This report summarizes analytical and operational lessons and examples from implementing Poverty and Social Impact Analysis (PSIA).

3.3 Economic impacts and diversification options

While there is much evidence to suggest that, overall, the transition to a low-carbon economy will be net positive for the economy, the distribution of these benefits – and the economic costs of transition – will not be evenly spread locally or nationally.

Economic impacts include aggregated effects on different variables: gross domestic product (GDP), employment, production, consumption, and household income (wages). These effects differ at the national versus regional and local scale, or public versus private income and expenditure.

An analysis of economic impacts needs to cover a broad spectrum of effects. It should also recognize that economic effects may stretch farther than the areas undergoing a transition.

Local Level

At a local level, reduced employment and declining income can lead to reduced spending in the local economy. This in turn impacts small businesses in the retail and service sectors in the region.

Small firms tied in with local production may experience significant business losses for which they are unprepared. Municipal public revenue might decline, impacting local governments’ service delivery and ability to invest in new infrastructure, for example, which may be needed to support economic diversification.

National Level

At the national level, a transition might lower production in economically important sectors or in foreign export earnings that have contributed significantly through taxes and royalties. The loss of these revenues could affect a government’s fiscal position and ability to fund social programs and municipal governments, or its ability to borrow.

Diversification

Transition planning requires analysis of potential opportunities for economic diversification or scaling up other sectors, or both. This is particularly important in regions most affected by the closure or phasing down of an industry.

Smart specialization and asset repurposing assessments can be used to explore new economic activities.

3.3.1 Economic impact assessment

Economic impact assessment can be used to project the effects of a policy change – or of a larger transition – on various economic indicators.

A comprehensive assessment of specific real or hypothetical changes usually requires modeling the many adjustments that will flow through the economy as a result of these changes. It will assess how these changes affect the local, regional and national economy, for instance through impacts on spending, on employment, on taxation revenues, and how factors like housing, labor costs and other services might be affected. The way these impacts are distributed should be assessed.

Modeling approaches typically use some combination of input–output (I-O) models, partial equilibrium analysis, and/or computable general equilibrium (CGE) models. In addition, qualitative analysis can help to identify and describe certain impacts, or to target the quantitative analysis at specific features of the local context (e.g. seasonal changes in the behavior of affected populations, which points to the need to use data from across the year), especially where there is limited quantitative information available.

Regardless of the combination of methods used, the analysis should aim to understand effects on the local, regional, and national economy, including not only gross stimulus effects, but also how a transition affects variables such as direct and indirect labor (see Module 3.1) and other aspects of the local economy, such as housing and services. The time frames for impacts, and how they are distributed within society, are important parameters to assess.

Cost-benefit analysis (see Module 3.5) is a useful complementary method to determine how the costs of a specific change or intervention compare with the expected benefits – particularly if large expenditures need to be justified to gain approval from policy makers. It can also be used to compare different options. A key aspect of such analyses, which can sometimes be challenging or controversial, is that it requires estimating the economic value of different social, economic, and environmental outcomes, such as good health or clean air.

EXAMPLES

Analysing countries’ macroeconomic risks arising from the low-carbon transition
Assessment of economic impacts of Covid-19, Viet Nam
Economic impact assessment of World Food Program expenditures, East Africa

RESOURCES

Climate and disaster risk screening tools (World Bank)

This information hub provides access to an array of rapid assessment and in-depth screening tools that can be used for assessing climate risks in different sectors, including agriculture, energy, health, finance industry, natural resources, transport, water, urban development, etc. This can be useful information in designing interventions and programmes in these sectors.

Economic impact assessment: An overview (Adept Economic, 2019)

This brief provides a high-level overview of common methodologies used in economic impact assessment.

3.3.2 Economic diversification assessment

Smart specialization is an assessment approach and policy framework developed in the European Union. As a policy framework, its central tenet is that strategies for enhancing the scale and effectiveness of entrepreneurial processes should build upon a region’s existing strengths in terms of businesses, natural and human capital, and infrastructure.

A smart specialization assessment can be most helpful in quite advanced economies with open markets, where it can help to identify the economic strengths and comparative advantages of a particular region. Methodologically, it centers on a systematic method of “entrepreneurial discovery” to identify emerging priorities for knowledge support through research and development, among other things. The results can be used to tailor policies and support programs in areas such as industry, education, and innovation toward the economic growth opportunities that seem most promising. The assessment can be applied at different scales, from national to local.

EXAMPLES

Identifying smart specialization opportunities in the food and fibre sector, Australia
Mapping of economic potential and participatory Entrepreneurial Discovery Process in Imereti, Georgia

RESOURCES

Enhancing the Quality of Industrial Policies (EQuIP) Toolbox (United Nations Industrial Development Organization and German Agency for International Cooperation (GIZ), 2017)

This toolbox focuses on how to best design strategies and subsequent policies which can promote a process of inclusive and sustainable industrial development, particularly in developing countries. It includes diagnostic tools, and information about policy packages and institutional set ups that can support these objectives.

Green Transition Navigator (London School of Economics)

This online tool provides a platform for exploring a country’s strengths in relation to the green economy.

Guide to research and innovation strategies for smart specialization (RIS3) (European Commission) along with the Smart Specialization Platform and S3 Implementation Handbook

This guide introduces the Smart Specialisation concept and provides advice on how to develop Research and Innovation Strategies for Smart Specialization. The guide is accompanied by an Implementation Handbook which describes experience to date and presents current state of the art in its conceptual development and practical implementation. The Smart Specialization Platform provides further resources that may be useful.

3.3.3 Asset repurposing assessment

Some physical assets used by industries or other businesses that face closure might be saved and repurposed or upgraded as part of an economic diversification strategy. This may be relevant for specialized equipment or infrastructure, or for industrial premises that can be reconfigured to meet the needs of new businesses or sectors.

Within a community, the buildings vacated by businesses that close – due to the transition itself, or as a result of reduced local economic activity – can be repurposed for new businesses or for various activities that support people’s needs: cultural or educational programming, gathering places, even for housing.

The viability of repurposing buildings or other economic infrastructure will vary, depending on the local context. An assessment of repurposing options can therefore inform regional economic development strategy in transition regions. (For land remediation and repurposing, see Module 3.4).

EXAMPLES

Assessing options for repurposing hydropower assets, Australia
Assessing repurposing options for oil and gas infrastructure, Europe
Using multi-criteria decision analysis to investigate repurposing options for coal power stations and mines in Mpumalanga, South Africa

RESOURCES

Coal plant repurposing for ageing coal fleets in developing countries: Technical report (World Bank Energy Sector Management Assistance Program, 2021)

This report presents the concepts and components of a cost-benefit analysis needed for examining the value proposition of repurposing over decommissioning for coal plants. It covers three repurposing options: solar energy generation, battery storage and synchronous condenser. It includes an illustrative case study for India showing the economic rationale for repurposing.

ReACT: A Simplified Guide to Repurpose Coal Assets (Climate Investment Funds)

This guide looks at the retirement and repurposing of existing coal mines and power plants. It examines how to identify suitable coal power plants for repurposing, based on a broad range of technical, commercial, regulatory and socio-economic considerations (E.g., age of plant, cost of electricity, power purchase agreements, impact on jobs and local economies, among others). It also looks into repurposing assets with climate-smart alternatives across sectors such as clean energy generation, energy storage, green hydrogen production and other non-energy solutions. It also describes financing solutions involving public and private sector players.

Repurposing and re-use screening matrix (North Sea Transition Authority)

This screening tool aims to identify infrastructure that may have value in being repurposed and to highlight potential barriers or constraints to realising the repurposing potential.

Technology options toolkit: Transforming industries in coal regions for a climate‑neutral economy (European Commission, 2021)

This toolkit provides decision-makers in coal regions with an overview of what technology options exist, or are likely in the future, for making productive use of existing coal-related infrastructure.

Transformation Options Framework: Guidance for identification and assessment of options for the transformation of former mining and industrial sites (START technical assistance facility of the EU Coal Regions in Transition (CRiT) Initiative)

This guidance describes a methodology for the identification, consideration, and selection of transformation options for brownfield sites in an inclusive way. It considers the economic and commercial return on investment aspects of brownfield site transformation as well as any wider socio-economic benefits. The methodology is scalable and thus can be tailored to the site specific opportunity and challenge, as well as local and regional capacity and resources.

3.4 Environmental impacts and land rehabilitation

In some contexts, past environmental degradation can undermine the equity of a transition. This legacy could include lingering land or water pollution that poses health risks to local communities; the loss of productive land that cannot be used for local economic activities; or the creation of dangerous areas (like mining voids) if they are not secured and well maintained.

Land repurposing can be an important strategic element of planning for regional economic transition, since land is an asset for redevelopment and can also be used as collateral to raise finance. The potential to repurpose land and assets links closely with other transition objectives, including the creation of jobs and new economic activities.

The types of environmental problems – and the options available to address them –vary depending on the topographic, hydrographic, geological, geotechnical, environmental, and socioeconomic context. The same is true of the potential for repurposing rehabilitated sites.

The “polluter pays” principle is an important element of any just transition. This means that those who are responsible for, or have benefited from, environmental degradation should bear the costs of remediation to the greatest extent possible (see Module 5.2).

3.4.1 Contamination assessment and land repurposing assessment

Contamination assessments are frequently combined with land repurposing assessments.

Practices that may lead to contaminated lands or waters include mining, non-organic waste disposal, illegal waste dumping, leaks from chemical or fuel storage tanks, and chemical application in agriculture. A contamination assessment identifies what remediation is required, if any, to ensure that a site poses no ongoing health risks to surrounding ecosystems or local communities. The level of remediation required will depend on the proposed new uses of the site, and on contamination pathways into surrounding areas (e.g. through interactions with surface and ground waters).

A land repurposing assessment is useful for determining how a parcel or area might be used after mining or industrial activities there have ceased. It can help planners go beyond mere compliance with environmental regulations that require the landscape to be restored to a condition that is safe. A more beneficial outcome would be to identify scenarios for rehabilitating the land in a manner that allows for a wide range of future economic, recreational, or other community land uses.

A land repurposing assessment can generate insights about what land uses may be most feasible and valuable for a site, based on its physical characteristics, regulatory context (e.g. permitted or suitable land use types), and socioeconomic factors. It is most useful when conducted in combination with other spatial planning exercises as part of transition planning.

EXAMPLES

Land repurposing assessment for mining site in Western Macedonia, Greece

RESOURCES

Environmental rehabilitation and repurposing - Guidance on the governance of the environmental rehabilitation and repurposing in coal regions in transition (European Commission, 2020)

This toolkit provides guidance on the governance of environmental rehabilitation and repurposing of former mining assets, including some concrete examples.

International experience of implementing revitalisation projects on former mining and industrial sites (EU Secretariat Technical Assistance to Regions in Transition (START) Team, 2021)

This report shares insights from the repurposing of former industrial sites in Belgium, Czechia, Ireland, Latvia, the United Kingdom, and Poland.

Land and asset repurposing and sustainable post closure use of mine lands in the context of Just Transition, and more detailed presentation on Land reclamation and repurposing of assets (World Bank)

This resource describes the World Bank’s Land Repurposing Methodology (LRM) tool, which is used for evaluating post mining land use scenarios. Further information can be found in a more detailed presentation on Land reclamation and repurposing of assets.

3.5 General methods for analyzing impacts and potential strategies

You can use both qualitative and quantitative methodologies to inform transition planning; often the methods are complementary.

  • Qualitative methodologies use data from sources such as interviews, group discussions, literature reviews, and surveys.
  • Quantitative methods often use input-output models, computerized general equilibrium (CGE) models, macroeconomic models, or integrated assessment models.

General methodologies for analysis include the following:

  • Multi-criteria analysis (MCA)

    This method usually combines various types of impacts (costs or benefits) from a policy or project into a single, systematic assessment framework. It tends not to rely solely on monetary valuations. Instead, the assessment of impacts often combines some criteria that are valued in monetary terms and others that may be quantified, but not so easily valued in monetary terms. It may incorporate the results from cost-benefit analysis or other financial-based analysis.

  • Various types of financial and economic cost-benefit analysis

    These methods help to compare the financial or economic costs and benefits of a proposed project or reform.

    • Simple cost-benefit analysis approaches identify and quantify all the expected costs and benefits of a project or reform, and then compare total costs with total benefits over a given period. They can help to clarify the “business case” in financial terms and provide a financial comparison between different projects or programs.
    • Assessments of net present values (applying discount rates to future benefits) and internal rates of return (to identify the break-even point) help assess the financial merits of more complex or expensive projects or reforms.
    • Cost-effectiveness analysis and economic cost-benefit analysis (like accounting for CO2 emissions and local air pollutant savings via shadow prices) are other approaches to support decision-making.

    Sometimes, methods for comparing costs and benefits have limited reliability by themselves, as it is difficult to accurately estimate revenue (or benefits). That is especially true for benefits that are intangible or not monetized (like access to nature), which are subjective and can be perceived very differently by different stakeholders.

  • Distributional analysis

    A distributional analysis is used to calculate how the various costs and benefits of reforms can be distributed across different segments of the population – which is essential to understand as part of just transition planning. It assesses how impacts can vary for different people or groups depending on gender, age, income level, disability, geographic location, size of business, and cultural background, including indigeneity.

EXAMPLES

Multi-criteria analysis :
Multi-criteria analysis of clean energy investment opportunities in Bangladesh
Multi-criteria analysis of electricity sector transition, Korea
Cost-benefit analysis :
Cost-benefit analysis of coal plant repurposing, India
Enhanced cost benefit analysis of wastewater treatment projects including environmental impacts, Guyana, Trinidad and Tobago, Paraguay, and Uruguay
Distributional impact analysis :
Assessing the distributional impacts of transport improvements in São Paulo, Brazil
Distributional impact analysis of electricity price reforms, Senegal
Distributional impact analysis of energy price reform, Turkey

RESOURCES

General :
Enhancing the capacity and understanding of Parties, through collaboration and input from stakeholders, on the assessment and analysis of the impacts of the implementation of response measures to facilitate the undertaking of economic diversification and transformation and just transition (UNFCCC Katowice Committee of Experts, 2022)

This paper provides information on ways of assessing and analysing the impacts of measures to tackle climate change, and identifies possible actions to enhance the relevant capacities of stakeholders.

Facilitating development, enhancement, customization and use of tools and methodologies for modelling and assessing the impacts of implementation of response measures, including identifying and reviewing existing tools and approaches in data-poor environments, in consultation with technical experts, practitioners and other relevant stakeholders (UNFCCC Katowice Committee of Experts on Impact of Implementation of Responses Measures, 2022)

This technical paper and the accompanying database provide detailed information about various quantitative and qualitative tools available to be developed, enhanced, customized and used for modelling and assessing the impacts of measures introduced to tackle climate change.

Multi-criteria analysis :
Multi-criteria analysis: A manual (UK Department for Communities and Local Government, 2009)

This manual provides practical guidance on how to undertake and make the best use of multi-criteria analysis (MCA), both for specialist and non-specialist audiences.

Cost-benefit analysis :
A cost-benefit framework for analyzing forest landscape restoration decisions (International Union for Conservation of Nature, 2015)

This report presents a cost-benefit framework for accounting for the ecosystem services and economic impacts of forest landscape restoration activities. The results are structured in a way that allows to inform multiple types of restoration decision-making and understand the trade-offs of different restoration scenarios.

Cost-benefit analysis (Inter-American Development Bank)

This site provides guidance on how to choose the right cost-benefit analysis method. It includes links to several relevant methodological guides, and provides guidance on methods by sector (e.g. energy, infrastructure, water and wastewater, natural disaster risk management, education policy, and health).

Cost-benefit analysis (Australian Government, Department of the Prime Minister and Cabinet, 2020)

This note provides guidance on the use of cost-benefit analysis in policy proposals. Although written for an Australian context, the guidance is applicable more generally.

Cost-benefit analysis for development: A practical guide (Asian Development Bank, 2013)

This book provides an overview of recent methodological developments in cost-benefit analysis as well as suggested improvements in the economic analysis of projects in selected sectors through case studies (in water supply and sanitation, transport, power generation and transmission).

Cost-benefit analysis of transport infrastructure projects (United Nations Economic Commission for Europe, 2003)

This resource summarizes guidelines for socio-economic cost-benefit analysis of transport infrastructure projects. It aims to bring together the cost-benefit analysis and broader environmental and policy indicators in a coherent way.

Guidelines for the economic analysis of projects (Asian Development Bank, 2017)

These guidelines contain principles and tools for conducting project economic analysis. Although drafted for ADB operations, the guidance is more generally informative.

Methodology for the economic assessment of EBRD projects with high greenhouse gas emissions (European Bank for Reconstruction and Development, 2019)

This report outlines an economic assessment methodology for projects with high GHG emissions. Although written with a focus on EBRD's activities, the guidance on economic assessment approaches and choices is also useful for other contexts.

Distributional impact analysis :
Assessing the distributional impacts of economic regulation (ofgem, 2020)

This report describes a framework of qualitative and quantitative components that can be used to assess the distributional impacts arising from energy sector price changes. It aims to help understand the impact of policies on specific groups of consumers who may be in vulnerable situations, and aggregate the impacts of policies over time. Although focused on the energy sector, it may offer useful guidance on assessing the distributional impacts of policies in other sectors.

Distributional impact analysis: Toolkit and illustrations of impacts beyond the average treatment effect (IZA Institute of Labor Economics, 2018)

This paper reviews methods for evaluating the distributional impacts of programs and policies, focusing on their application in randomized control trials. It provides an overview of the questions these methods can address and the main approaches that have been developed to answer them, along with their assumptions and other practical issues in their implementation.

Energy Subsidy Reform Assessment Framework (ESRAF) Good Practice Note 3: Analyzing the incidence of consumer price subsidies and the impact of reform on households - Quantitative analysis (World Bank Energy Sector Management Assistance Program, 2019)

This guidance note focuses on how to assess the distributional implications of energy subsidy reform (ESR) at the household level using quantitative methods.

Energy Subsidy Reform Assessment Framework (ESRAF) Good Practice Note 4: Incidence of price subsidies on households and distributional impact of reform - Qualitative methods (World Bank Energy Sector Management Assistance Program, 2019)

This guidance note focuses on how to use qualitative research tools, such as focus groups discussions and in-depth interviews, to understand the distributional impacts of higher prices on households.

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