Showing posts with label Sean Fox. Show all posts
Showing posts with label Sean Fox. Show all posts

03 April 2013

Bad Graphics

This is a guest post by Sean Fox at the LSE

This infographic, which came to my attention a few weeks ago on International Women’s day, has been on my mind because it is one of the WORST visual presentations of data I have seen in years: 



So what? Well, it contains information on an interesting and important topic (attitudes about domestic abuse) in a UN report. It should inform. Instead it confuses and distorts the facts. It violates almost every rule outlined in the bible of infographics, The Visual Display of Quantitative Information by Edward R. Tufte. Let me just name a few.
  1. It looks like a quasi-pie chart. As such it implicitly suggests to the viewer that the slices represent portions of a whole. They do no such thing. They represent survey responses from a relatively small and arbitrary selection of countries around the world. 
  2. The sizes of the ‘slices’ do not correspond to the numbers they purportedly represent. Just compare the Rwanda slice to the Vietnam slice. Huh?? 
  3. It uses multiple colours. This is a great way to pack more data into a small space, but in this case the colours actually contain no information at all. They’re just randomly assigned. More visual confusion.
  4. It uses a lot of ink to represent a small amount of data. Rule number 1 of good info graphics is to maximise the data/ink ratio. Less is more. 
So, how should it have been presented? There are many better ways, but a very simple one, which took me about 5 minutes in Excel is this:



While the first figure confuses the brain and obscures the significance of the data, this simplified version immediately throws up all kinds of interesting questions. Why do the women of the post-Soviet nations of Serbia, Georgia and Kazakhstan seem to have some of the lowest tolerance for domestic abuse in the world? How is it that the women of Jordan, which has a relatively liberal and modernising king and a female role model in the politically active and globetrotting Queen Rania, seem to largely accept domestic violence? What accounts for the wide gap in attitudes between women in the East African nations in Ethiopia and Rwanda? Is it due to “culture” or government policy and discourse?

These are interesting and important questions that are revealed by a simple improvement in the presentation of the data.

Come on, UNICEF. You can do better.

27 February 2013

The political economy of slums in Africa

This is a guest post by Sean Fox at the LSE

Popular accounts of life in African cities typically portray a Dickensian squalor in the tropics: unkempt masses struggling with poverty, disease and violence. While such accounts overlook the dynamic nature of African cities and the resilience of their residents, they do reflect an important truth. Sub-Saharan Africa has the highest rate of ‘slum incidence’ of any major world region, with over 60% of the region’s urban population—roughly 200 million people—living in settlements characterized by some combination of overcrowding, tenuous dwelling structures, and deficient access to adequate water and sanitation facilities. However, there is wide variation in slum incidence across countries within the region (see Table 1). Why do so many Africans live in slums, and what accounts for the wide variation in slum incidence across countries in the region? I address these questions in a recently published working paper.

Table 1 – Slum incidence by region and for selected African countries

Slum population as % of urban population

2000
2005
2010
Region



  Developing Regions
39.3
35.7
32.7
  Sub-Saharan Africa
65.0
63.0
61.7
  Southern Asia
45.8
40.0
35.0
  South-eastern Asia
39.6
34.2
31.0
  Eastern Asia
37.4
33.0
28.2
  Western Asia
20.6
25.8
24.6
  Latin America & the Caribbean
29.2
25.5
23.5
  Northern Africa
20.3
13.4
13.3
Selected African countries



  Ethiopia
88.6
81.8

  Tanzania
70.1
66.4

  Nigeria
69.6
65.8

  Ghana
52.1
45.4

  South Africa
33.2
28.7

  Zimbabwe
3.3
17.9

Source: UN-Habitat (2008)

Social scientists have traditionally portrayed slums as a natural and temporary by-product of economic modernization. But the scale and persistence of slum settlements in developing regions in recent decades presents a serious challenge to this notion. A variety of theories have been advanced to account for this apparent deviation from the assumed path of modernization. Put together they tell a fairly simple story: urban population growth in developing regions has outpaced economic and institutional modernization. I refer to this as the ‘disjointed modernization’ theory of slums and test it empirically using regression analysis. In support of this theory, I find that nearly 70% of cross-country variation in slum incidence can be accounted for by variation in urban population growth rates, measures of income and economic diversification and a measure of institutional quality.

However, identifying the contemporary correlates of slum incidence does not amount to a convincing causal explanation for the scale and diversity of the phenomenon. Why did the process of modernization become more disjointed in some countries than others? To answer this question I trace the origins of divergence in urban development trajectories back to the colonial era. Generally speaking, colonisers stimulated urban population growth but laid a poor foundation for urban economic development and effective urban governance. But colonial experiences varied widely across countries in Africa. Where economic and political interests were strong, towns and cities received significant investment and institutional development; where economic and political interests were relatively marginal, towns and cities received minimal investment and were left with ad-hoc governance structures. I demonstrate that this variation is correlated with contemporary slum incidence. For example, Figure 1 below plots slum incidence against a measure of ‘British indirect rule’—i.e. the number of court cases adjudicated by indigenous as opposed to colonial authorities. The figure shows that slum incidence in 2005 is closely correlated with the measure of British indirect rule (a proxy for institutional investment) in 1955, supporting the hypothesis that the colonial era represents a ‘critical juncture’ in the history of urban development in sub-Saharan Africa.

Figure 1. Colonial strategies of rule and slum incidence in 2005

Having identified the colonial origins of ‘disjointed’ modernization, I turn my attention to the mechanisms of path dependency that have served to perpetuate colonial patterns of urban investment and institutional development. Post-colonial African governments have had anywhere between 25 and 50 years to redress the failures of their colonial forebears. Why have they not done so? I offer two complementary explanations.

First, urban underdevelopment offers myriad opportunities for political and economic entrepreneurs. For example, politicians and bureaucrats often use the absence of formal property rights in urban areas to engage in ‘land racketeering’—i.e. offering squatters on ‘public’ land protection from eviction in return for political support or economic rents. Similarly, the absence of water infrastructure yields very lucrative opportunities for the private vendors who inevitably step in to fill the void. In other words, urban underdevelopment has proven very profitable for a range of actors in African cities, resulting in the emergence of a broad constellation of status quo interests opposed to investment and institutional reform.

Second, an anti-urbanization bias emerged in development discourse and practice in the late 1970s. Up to that point, towns and cities were seen as engines of prosperity and progressive social and political spaces. But a series of influential publications in the 1970s and 1980s portrayed urbanites as economic parasites feeding off the surplus produced by peasants in the countryside and exerting an undue influence in public affairs. Investing in urban development came to be seen as anti-developmental. As a result, governments across Africa implemented policies to restrict or discourage rural-urban migration and promote rural development. By 2007, 78% of African countries had policies in place to restrict migration; up from 49% in 1976. There was also a significant contraction in international development assistance for urban development projects. As Table 2 demonstrates, World Bank shelter lending in the region, which began in 1972, shrivelled to near insignificance by 2005.

Table 2. Trends in World Bank shelter lending in sub-Saharan Africa, 1971-2005

1972-1981
1982-1991
1992-2005
Total shelter lending
$498 million
$409 million
$81 million
Equivalent per capita
$5.20
$2.74
$0.32
Notes: Shelter lending data from Buckley and Kalarickal (2006); per capita estimates based on total urban population in sub-Saharan Africa at the end of each period (i.e. 1981, 1991 and 2005) drawn from World Bank, World Development Indicators online database, accessed September 2012.

The proliferation of slums in sub-Saharan Africa in recent decades is de facto evidence of government failure to invest in urban development. But history is not destiny. As Africa’s urban population continues to grow, politicians are increasingly likely to find it in their inteest to address the basic needs of urban residents. And if they are committed to stimulating economic growth and diversification they will need to do so. Cities can serve as engines of economic development, but only if they have adequate infrastructure and their residents have safe, healthy and secure places to live. The international community could help facilitate this transformation by recognizing the urban potential and supporting (as opposed to discouraging) efforts to invest in urban development in the region.

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Fox, S. (2013) ‘The political economy of slums: Theory and evidence from sub-Saharan Africa’, Working paper series 2013, No. 13-146, Department of International Development, London School of Economics and Political Science.