Occasional Papers

An analysis of microscale segregation and socio-economic sorting in Gauteng

This Occasional Paper analyses racial segregation and socio-economic sorting in Gauteng at the microscale. The three inquiries highlight continued segregation, but also nuances in the nature of desegregation in the Gauteng province at various macro- and microscales. The analysis reveals barriers and opportunities for future spatial transformation and highlights the potential role of public and private housing expansion in shaping equality of opportunity.

Adventures in city data: An ethnographic story

This GCRO Occasional Paper presents an ethnographic account of a decade-long journey in city economic data collation. The paper recounts the collaborations of the National Treasury’s Cities Support Programme (CSP) with Statistics South Africa, the South African Revenue Service (SARS) and the Unemployment Insurance Fund (UIF), to collate anonymised and geocoded data that would enable an alternative mapping of the space economies of South African cities. Despite many practical and governance constraints, the collaborations ultimately bore fruit in the establishment of a secure administrative data centre at the National Treasury. This in turn led to the milestone publication of the 2021 City Spatial Economic Data Reports. This ethnographic account concludes by reflecting on possibilities for further improving the integrity of this vital city spatial economic data resource, and to enhance its use in credible, evidence-based urban analysis.

Spatial trends in Gauteng

This Occasional Paper examines six spatial trends in Gauteng: urban sprawl, uneven densification, residential building growth, the reproduction of a property affordability gradient, socio-economic segregation and the reproduction of a mismatch between residential and economic areas. These spatial trends are the physical manifestation of a remarkable variety of actors responding to a wide variety of opportunities, incentives and disincentives; and they have important implications for spatial transformation. While it might be possible to name post-apartheid urban ideals, these six spatial trends underscore the disbursed nature of the energies producing urban space, and the need to understand and work with these energies in directing spatial transformation.

Rescaling municipal governance amidst political competition in Gauteng: Sedibeng’s proposed re-demarcation

In 2011, the Gauteng Provincial Government proposed that Sedibeng, a Category C district municipality located in the province, should be restructured. Although the original proposal had anticipated that this would happen after the 2016 local elections, the issue remains unresolved due largely to fierce party-political opposition and vociferous protests against it on the ground.

This Occasional Paper examines the dynamics, particularities, peculiarities and challenges of re-demarcating the Gauteng City-Region. While informed by technical reasons, the arguments for and against the merger have tended to gravitate more towards party-political rationales for why the re-demarcation should or should not go ahead. Although these debates raise important merits and demerits for the proposal, they are difficult to disentangle from the interests of those whose fortunes would be changed by restructuring. In this environment, municipal demarcation risks being held hostage by party politics, with stakeholders such as political parties using any means at their disposal to have things go their way, including by scapegoating the Municipal Demarcation Board (MDB).

The case of Sedibeng presents important lessons about attempts to make post-transition local government – and mechanisms for determining its configuration – work for Gauteng. It also highlights the need for strengthening and revising demarcation-related legislation. How can we make sure that the MDB functions effectively with respect to its primary goals?

An analysis of well-being in Gauteng province using the capability approach

As countries across the globe pursue economic development, the improvement of individual and societal well-being has increasingly become an overarching goal. In the global South, in particular, high levels of poverty, inequality and deteriorating social fabrics remain significant challenges. Programmes and projects for addressing these challenges have had some, but limited, impact.

This occasional paper analyses well-being in Gauteng province from a capability perspective, using a standard ‘capability approach’ consistent with Amartya Sen’s first conceptualisation, which was then operationalised by Martha Nussbaum. Earlier research on poverty and inequality in the Gauteng City-Region was mainly based on objective characteristics of well-being such as income, employment, housing and schooling. Using data from the Gauteng City-Region Observatory’s Quality of Life Survey IV for 2015/16, our capability approach provides a more holistic view of well-being by focusing on both objective and subjective aspects simultaneously.

The results confirm the well-known heterogeneity in human conditions among South African demographic groups, namely that capability achievements vary across race, age, gender, income level and location. However, we observe broader (in both subjective and objective dimensions) levels of deprivation that are otherwise masked in the earlier studies. In light of these findings, the paper recommends that policies are directly targeted towards improving those capability indicators where historically disadvantaged and vulnerable groups show marked deprivation. In addition, given the spatial heterogeneities in capability achievements, we recommend localised interventions in capabilities that are lagging in certain areas of the province.