
Context
South Africa is one of the largest GHG emitting countries due to its heavy reliance on coal for most of its energy needs. The South African government is cognisant of the fact that shifting away from carbon-intensive forms of technology to more sustainable ways of production means that some jobs will be destroyed, and new ones will be created. A concern therefore for policy makers is ensuring that the transition is just and that it will not exacerbate existing inequalities.
South Africa comes into this employment transition discussion facing a triple challenge: persistent high unemployment, inequality, and poverty. This situation has worsened since the 2007-2008 financial crisis and was further exacerbated by the recent COVID-19 pandemic. This complicates the discussion of an optimal social transition to a “green” economy.
This project is part of a wider research program on the just transition in South Africa, conducted with several South African research centres and in close collaboration with the South African authorities.
See also: Research on inequalities
Goal
The project will carry out a study of the South African labour market with the aim of identifying the proportion and distribution of workers engaged in “green” jobs and “brown” jobs – in other words, jobs that are ecologically sustainable and jobs that are not. It will also examine the possibilities of transitioning labour from brown jobs into low emitting sectors.
Method
We will measure green intensity as the share of total tasks in an occupation that are green. We will also identify the share of workers in green jobs using employment information from surveys such as the Quarterly Labour Force Surveys (QLFSs) and the Census. Using industry level information on pollution, we will go further to identify occupations more likely to be in highly polluting sectors than in any other sectors. This will be described as brown jobs. Next, we will utilise occupational tasks, skills, and knowledge information from the O*NET dataset to identify important skills for brown and green jobs. This will enable us to estimate the probability of transitioning workers to green jobs. Finally, to map the location of green jobs, we will use employment information from the Census, the Community Survey, and the Spatial Tax data.
Contact:
- Anda David, research officer, AFD

Context
South Africa’s Economic Reconstruction and Recovery Plan was launched in October 2020 by the Presidency in response to the economic impacts of the Covid-19 pandemic. Besides the Presidential Employment Stimulus program, it included emergency social protection measures, among which the introduction of a special Covid-19 Social Relief of Distress grant (SRD), providing ZAR350 per month for unemployed people not covered by any other form of support. The South African government now seeks to develop options for the future of SRD grant.
This project is part of the Extension of the EU-AFD Research Facility on Inequalities. Coordinated by AFD and financed by the European Commission, the Extension of the Facility will contribute to the development of public policies aimed at reducing inequalities in four countries: South Africa, Mexico, Colombia and Indonesia over the period 2021-2025.
Objectives
The objective of this research project is to produce motivated recommendations on how the SRD should be designed going forward into the longer term, in order to maximize the impact of the grant on employment outcomes and to ensure it effectively reduces poverty, while maintaining its cost to an acceptable level:
- To maximise the impact of the grant on employment, the project needs to understand how to design and label the grant to encourage its use for job search.
- To ensure the grant effectively reduces poverty, the project must figure out the most cost-effective way to target and assess the eligibility of recipients. Moreover, poverty reductions can be scaled up by determining measures that could encourage take up among the most disadvantaged.
Once these goals have been achieved, and in order to inform public decision-making, these findings must be communicated to a number of stakeholders in government and civil society.
This project is part of a wider research program conducted with several South African research centres and in close collaboration with the South African Presidency. Four other research projects analysing the externalities of the Covid-19 stimulus policy are currently being developed as part of the first pillar of the Extension's activities in South Africa.
Method
This research project uses the model generated to conduct the 2014/2015 fiscal incidence assessment and introduces updated data for 2019-2021. It simulates five scenarios around eligibility criteria, targeting mechanisms, value, disbursement model and conditionalities and computes the potential impact on poverty and employment outcomes.
Publications
You will find below the research paper related to this project:
Contact
- Anda David, AFD Research Officer