This week I am at an ERSA organised workshop on the use of geographical information systems (GIS) in the analysis of economic history. For the occasion Johan Fourie brought out Alex Moradi of Sussex University and after the first afternoon there are already some interesting points to write about.
Alex explained that historical GIS is about structuring, mapping and analysing geographies of the past. It is a way of interrelating information from different sources - some of it spatial. GIS software can be used as a database management tool (layers are key), for analysing data (clustering, spatial autocorrelation) and visualising finished products (make your own maps). We will be learning more about that tomorrow.
For someone who is interested in geographical economics I found Alex's borders example interesting. Geography, like altitude or latitude variables are not really used as an explanatory variables, but rather as a way to help identify differences or discontinuities. I look forward to his inputs on our research ideas.
Showing posts with label geography. Show all posts
Showing posts with label geography. Show all posts
Wednesday, 21 November 2012
Friday, 1 June 2012
On subnational data - pick your black box
South Africa faces significant challenges such as a
low economic growth rate, high unemployment rate, high poverty rate and substantial
inequality. I often argue that these problems and their
possible solutions have a spatial dimension that is neglected. But, to support local economic development the
public and private sectors require access to reliable sub-national data. Statistics South Africa collects and
disseminates socio-economic data, but information about local economies is
limited to two private sector databases: Global Insight's REX and Quantec's Regional indicators.Recently, one of my Master's students set out to compare the two databases and we found some interesting differences.
The first thing to note is that in both cases the data are derived or imputed. This in itself is not a problem - it is also the case with for example the EU's NUTS-3 data - but the questions are about the amount of source data that do exist and the assumptions made to generate economic data at municipal level. It has been said that sub-national economic data in South Africa are not suitable for dynamic analysis because
it is generated from aggregate GDP figures on the basis of a static algorithm. Our look at the data did not find simple disaggregation of official national or provincial total to the municipal level based on some or other fixed proportion, or fixed growth rates over time. We did find some interesting differences in, for example, population numbers.
There is hardly any way of knowing which is more correct, so for the economic data we argued as follows. If you subscribe to the idea that agglomerations of economic activity are characterised by cumulative causation and path dependency you would expect that over the short period for which there is data available, some places would grow faster and others slower than
the national average but there would be
persistence in relative positions and ranking. This is typically what the databases show. There is a lot more in the dissertation about the growth rates of GVA and different places' share of GVA, but the table below gives a brief summary of a test of rankings.
Each database shows internal consistency, but there are large (and significant) differences in rankings of places' share of GVA between the two databases.
Our conclusion: There is no evidence that the private sector databases are a simple breakdown of national or provincial numbers. There are no exploding standard errors. But the databases are black boxes and they differ substantively. They should not be used together. It is a question of picking your black box.
What we need is an academic, open source dataset - a resource that can be vetted, applied and improved by all users.
Thursday, 10 May 2012
Friday, 10 February 2012
SONA and the WHERE of growth and jobs
Yesterday evening President Zuma delivered the State of
the Nation Address. When one considers the state of a nation you need to
mention a number of things. He started with the familiar challenges of
unemployment, poverty and inequality. He mentioned that unemployment is
structural and made the case that government have been taking steps and will be
taking steps to meet the challenge. These steps include increased spending on
social security, infrastructure development to stimulate the economy and the
establishment of the National Planning Commission. President Zuma also reviewed
some of the progress on the undertakings made in last year’s SONA – it is easy
to forget about the Jobs Fund, incentives for new industrial projects, local
content procurement regulations and the R10 billion that the IDC set aside for
job creation. The president’s overview shows that these things take time to get
going, never mind produce any results and I think that this is a key point to
keep in mind about this year’s promises.
The address identified a number of key issues for 2012.
These are being discussed everywhere (see Carien du Plessis’ list) and I do not
want to get into all the details again. The list includes:
- An infrastructure development drive
This is driven and overseen by the
Presidential Infrastructure Coordinating Commission. It includes five geographically
focused programmes and social infrastructure programmes. The argument is “The
massive investment in infrastructure must leave more than just power stations,
rail-lines, dams and roads. It must industrialise the country, generate skills
and boost much needed job creation”.
- The extension of basic services, including housing, housing, electricity costs and water supply.
- Education – where the President argued that the focus on education is paying off and 300 million rand is being allocated for the preparatory work towards building new universities in Mpumalanga and Northern Cape.
There was also mention of:
- Health
- Land reform
- BBBEE
- Crime and corruption
With something as broad as the state of a nation there
are many things to mention and commentators found their hobbyhorses in the
stable: failures in education and healthcare were glossed over, crime and
corruption were mentioned in passing, there was hardly a mention of SMMEs, women or the
environment.
My concern is with where economic activity occurs and
there are quite a few aspects that have clear spatial implications. Something
like the Gauteng-Durban logistics corridor makes sense as it is already a main
freight corridor, but there are serious questions about the manganese export
channel through the Port of Ngqura. It is also not clear that there are
sufficient agglomeration forces at work to establish a successful South-Eastern
node to improve the industrial and agricultural development and export capacity
of the Eastern Cape region. Government may revitalize Mthatha and add some
infrastructure, but what about the pooled labour market and supplier of
intermediates that an agglomeration requires? I have similar questions about
the “enormous potential along the West coast. Related to the spatial story is
the question of provincial and local capacity to deliver. The major
infrastructure projects may be driven by PICC, but a large share of everything
that the government sets out to do have be delivered at Provincial and local
government level and in many aspects they are failing.
I realise that the questions cannot be answered be
answered in a state of the nation address, but I do think they should be kept
in mind for the Budget Speech on the 22nd of February and for the
Department of Trade and Industry’s budget vote.
Friday, 20 January 2012
Wednesday, 4 January 2012
Megapolitan regions
This week has seen some interesting news coverage of a new book Megapolitan America by Arthur Nelson and Robert Lang. The Atlantic Cities showed a map of large regions of interconnected metropolitan areas.
These megapolitan regions are expected to house two thirds of the U.S population by 2040 and are seen as the interface with the global economy. Such agglomerations drive growth through the external economies that they generate. Economic geographers argue that concentration of economic activity cumulatively causes a thick labour market, specialised suppliers of intermediate inputs and knowledge spillovers 'that are in the air'. The end result is lower costs and faster growth.
The coverage by The Atlantic Cities focussed on the role that infrastructure can play in supporting such agglomerations. The Dallas/Fort Worth International Airport is presented as a success in coordination of infrastructure investment between metro regions.
In South Africa drawing a map like this of economic activity (local GDP) is complicated and the topic of a lot of my data work planned for this year. It is slightly easier to track down exporters through SARS data and work by two of my colleagues (Wim Naudé and Marianne Matthee) show interesting agglomerations.
Exporters typically require the thick labour markets, suppliers of intermediates, knowledge spillovers and infrastructure characteristic of agglomerations. In South Africa the port cities of Cape Town, Port Elizabeth and Durban are key agglomerations but the landlocked Gauteng economy is the powerhouse.
Hopefully I will be taking a closer look at South Africa agglomerations in the year to come. Stay tuned...
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