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Decolonizing with Data

The Cliometric Turn in African Economic History

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Handbook of Cliometrics

Abstract

Our understanding of Africa’s economic past – the causes and consequences of precolonial polities, the slave trade, state formation, the Scramble for Africa, European settlement, and independence – has improved markedly over the last two decades. Much of this is the result of the cliometric turn in African economic history, what some have called a “renaissance.” While acknowledging that cliometrics is not new to African history, this chapter examines the major recent contributions, noting their methodological advances and dividing them into four broad themes: persistence of deep traits, slavery, colonialism, and independence. We conclude with a brief bibliometric exercise, noting the lack of Africans working at the frontier of African cliometrics.

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Notes

  1. 1.

    Only slightly below per capita income in South Asia, at $1690.

  2. 2.

    Today, one out of six people on Earth live in Africa. That is likely to increase to one in four in 2050, and to one in three by 2100. See Pison (2017).

  3. 3.

    See Bertocchi (2016) for an extensive review of the slave trade legacies.

  4. 4.

    In a replication study with an updated dataset, Deconinck and Verpoorten (2013) confirm the authors’ results.

  5. 5.

    Hopkins’ empirical concerns would trigger a response from James Fenske, then a young Economics PhD graduate from Yale University. Fenske cited the interest in African economic history that Nunn’s work had generated, noting that these studies are “not distinguished by their broad theories, but by their careful focus on causal inference”(Fenske 2010, p. 177). Both Hopkins and Morten Jerven responded, with another response by Fenske (Hopkins 2011; Jerven 2011; Fenske 2011).

  6. 6.

    Missionaries had already arrived in South Africa during the eighteenth-century, setting up stations like Genandendal aimed at converting indigenous Khoesan people, but the expansion of Christian missionaries in South Africa and throughout the continent would mostly be a late nineteenth-century phenomenon.

  7. 7.

    In parallel to these two databases on research output, Google Scholar has risen to prominence lately. Unlike WoS and SCOPUS, Google Scholar gathers information about any published document – even those published as Working Papers. It therefore has a more extensive list of citations. It follows that the number of citations accounted for in this analysis will be significantly less than what may appear in a Google Scholar search.

  8. 8.

    These are Economic History Review, Journal of Economic History, European Review of Economic History, Explorations in Economic History, Cliometrica, Economic History of Developing Regions, South African Journal of Economic History, Australian Economic History Review, African Economic History, Scandinavian Economic History Review, Low Countries Journal of Social and Economic History, Revista de Historia Economica, The Indian Economic and Social History Review, Journal of European Economic History, Revista di Storia Economica, and Research in Economic History.

  9. 9.

    We tried several versions of the algorithm, but because the word “History” is not included in either their title, abstract, or keywords, our algorithm fails to classify the paper as EH. For future work, it might be useful to include historical topics – like the Atlantic slave trade, or colonialism – as part of the training algorithm.

References

  • Acemoglu D, Robinson JA (2010) Why is Africa poor? Econ Hist Dev Reg 25(1):21–50

    Google Scholar 

  • Acemoglu D, Johnson S, Robinson JA (2002) Reversal of fortune: geography and institutions in the making of the modern world income distribution. Q J Econ 117(4):1231–1294

    Article  Google Scholar 

  • Acemoglu D, Reed T, Robinson JA (2014) Chiefs: economic development and elite control of civil society in Sierra Leone. J Polit Econ 122(2):319–368

    Article  Google Scholar 

  • Allen RC, Bassino J-P, Ma D, Moll-Murata C, van Zanden JL (2011) Wages, prices, and living standards in China, 1738–1925: in comparison with Europe, Japan, and India. Econ Hist Rev 64(s1):8–38

    Article  Google Scholar 

  • Alsan M (2014) The effect of the tsetse fly on African development. Am Econ Rev 105(1):382–410

    Article  Google Scholar 

  • Angeles L (2013) On the causes of the African slave trade. Kyklos 91:1–26

    Article  Google Scholar 

  • Archibong B (2018). Historical origins of persistent inequality in Nigeria. Oxford Dev Stud 46(3):325–347

    Article  Google Scholar 

  • Ashraf Q, Galor O (2013) The out of Africa hypothesis, human genetic diversity, and comparative economic development. Am Econ Rev 103(1):1–46

    Article  Google Scholar 

  • Asongu SA, Kodila-Tedika O (2017) Is poverty in the African DNA (gene)? South Afr J Econ 85(4):533–552

    Article  Google Scholar 

  • Austin G (2008) The reversal of fortune thesis and the compression of history: perspectives from African and comparative economic history. J Int Dev 20(8):996–1027

    Article  Google Scholar 

  • Austin G (2015) African economic history in Africa. Econ Hist Dev Reg 30(1):79–94

    Google Scholar 

  • Austin G, Broadberry S (2014) Introduction: the renaissance of African economic history. Econ Hist Rev 67(4):893–906

    Article  Google Scholar 

  • Baten J, Blum M (2012) Growing tall but unequal: new findings and new background evidence on anthropometric welfare in 156 countries, 1810–1989. Econ Hist Dev Reg 27(sup1):S66–S85

    Google Scholar 

  • Baten J, Fourie J (2015) Numeracy of Africans, Asians, and Europeans during the early modern period: new evidence from Cape Colony court registers. Econ Hist Rev 68(2):632–656

    Article  Google Scholar 

  • Bertazzini MC (2018) The long-term impact of Italian colonial roads in the Horn of Africa, 1935–2000. In: Economic History Working Papers No: 272/2018. London School of Economics, London

    Google Scholar 

  • Bertocchi G (2016) The legacies of slavery in and out of Africa. IZA J Migr 5(1):24

    Article  Google Scholar 

  • Bertocchi G, Dimico A (2014) Slavery, education, and inequality. Eur Econ Rev 70:197–209

    Article  Google Scholar 

  • Bolt J, Bezemer D (2009) Understanding long-run African growth: colonial institutions or colonial education? J Dev Stud 45(1):24–54

    Article  Google Scholar 

  • Bolt J, van Zanden JL (2014) The Maddison project: collaborative research on historical national accounts. Econ Hist Rev 67(3):627–651

    Google Scholar 

  • Boshoff WH, Fourie J (2010) The significance of the Cape trade route to economic activity in the Cape Colony: a medium-term business cycle analysis. Eur Rev Econ Hist 14(3):469–503

    Article  Google Scholar 

  • Bossuroy T, Cogneau D (2013) Social mobility in five African countries. Rev Income Wealth 59:S84–S110

    Article  Google Scholar 

  • Bowden S, Chiripanhura B, Mosley P (2008) Measuring and explaining poverty in six African countries: a long-period approach. J Int Dev 20(8):1049–1079

    Article  Google Scholar 

  • Boxell L (2017) Droughts, conflict, and the African slave trade. In: MPRA Paper No. 81924. Stanford University. Available online: https://mpra.ub.uni-muenchen.de/81924/

  • Cagé J, Rueda V (2016) The long-term effects of the printing press in Sub-Saharan Africa. Am Econ J Appl Econ 8(3):69–99

    Article  Google Scholar 

  • Cilliers J, Fourie J (2017) Occupational mobility during South Africa’s industrial take-off. S Afr J Econ 86:3–22

    Article  Google Scholar 

  • Cogneau D, Moradi A (2014) Borders that divide: education and religion in Ghana and Togo since colonial times. J Econ Hist 74(3):694–729

    Article  Google Scholar 

  • Collier P, Gunning JW (1999) Explaining African economic performance. J Econ Lit 37(1):64–111

    Article  Google Scholar 

  • Dalrymple-Smith A, Frankema E (2017) Slave ship provisioning in the long 18th century. A boost to West African commercial agriculture? Eur Rev Econ Hist 21(2):185–235

    Article  Google Scholar 

  • Dalton JT, Leung TC (2014) Why is polygyny more prevalent in Western Africa? An African slave trade perspective. Econ Dev Cult Chang 62(4):599–632

    Article  Google Scholar 

  • Dalton JT, Leung TC (2015) Dispersion and distortions in the trans-Atlantic slave trade. J Int Econ 96(2):412–425

    Article  Google Scholar 

  • De Haas M (2017) Measuring rural welfare in colonial Africa: did Uganda’s smallholders thrive? Econ Hist Rev 70(2):605–631

    Article  Google Scholar 

  • De Zwart P (2011) South African living standards in global perspective, 1835–1910. Econ Hist Dev Reg 26(1):49–74

    Google Scholar 

  • Deconinck K, Verpoorten M (2013) Narrow and scientific replication of the slave trade and the origins of mistrust in Africa. J Appl Econ 28(1):166–169

    Article  Google Scholar 

  • Desmet K, Ortuño-Ortín I, Wacziarg R (2017) Culture, ethnicity, and diversity. Am Econ Rev 107(9):2479–2513

    Article  Google Scholar 

  • Du Plessis S, Du Plessis S (2012) Happy in the service of the company: the purchasing power of VOC salaries at the cape in the 18th century. Econ Hist Dev Reg 27(1):125–149

    Google Scholar 

  • Eltis D (1977) The export of slaves from Africa, 1821–1843. J Econ Hist 37(2):409–433

    Article  Google Scholar 

  • Eltis D (1987) Economic growth and the ending of the transatlantic slave trade. Oxford University Press, New York

    Google Scholar 

  • Eltis D, Lewis FD, Richardson D (2005) Slave prices, the African slave trade, and productivity in the Caribbean, 1674–1807. Econ Hist Rev 58(4):673–700

    Article  Google Scholar 

  • Fenske J (2010) The causal history of Africa: a response to Hopkins. Econ Hist Devel Reg 25(2):177–212

    Google Scholar 

  • Fenske J (2011) The causal history of Africa: replies to Jerven and Hopkins: debate. Econ Hist Dev Reg 26(2):125–131

    Google Scholar 

  • Fenske J, Kala N (2017) 1807: economic shocks, conflict and the slave trade. J Dev Econ 126:66–76

    Article  Google Scholar 

  • Fenske J, Kala N (2015) Climate and the slave trade. J Dev Econ 112:19–32

    Article  Google Scholar 

  • Fourie J (2013) The remarkable wealth of the Dutch Cape Colony: measurements from eighteenth-century probate inventories. Econ Hist Rev 66(2):419–448

    Article  Google Scholar 

  • Fourie J (2016) The data revolution in African economic history. J Interdiscip Hist 47:193–212

    Article  Google Scholar 

  • Fourie J, Green E (2015) The missing people: accounting for the productivity of indigenous populations in Cape colonial history. J Afr Hist 56(2):195–215

    Article  Google Scholar 

  • Fourie J, Swanepoel C (2015) When selection trumps persistence: the lasting effect of missionary education in South Africa 1. Tijdschr Soc Econ Geschiedenis 12(1):1

    Google Scholar 

  • Fourie J, Swanepoel C (2018) Impending ruin or remarkable wealth? The role of private credit markets in the 18th-century Cape Colony. J South Afr Stud 44(1):7–25

    Article  Google Scholar 

  • Fourie J, van Zanden JL (2013) GDP in the Dutch Cape Colony: the national accounts of a slave-based society. S Afr J Econ 81(4):467–490

    Article  Google Scholar 

  • Fourie J, von Fintel D (2014) Settler skills and colonial development: the Huguenot wine-makers in eighteenth-century Dutch South Africa. Econ Hist Rev 67(4):932–963

    Article  Google Scholar 

  • Frankema EHP (2012) The origins of formal education in sub-Saharan Africa: was British rule more benign? Eur Rev Econ Hist 16(4):335–355

    Article  Google Scholar 

  • Frankema E, Jerven M (2014) Writing history backwards or sideways: towards a consensus on African population, 1850–2010. Econ Hist Rev 67(4):907–931

    Article  Google Scholar 

  • Frankema E, Van Waijenburg M (2012) Structural impediments to African growth? New evidence from real wages in British Africa, 1880–1965. J Econ Hist 72(4):895–926

    Article  Google Scholar 

  • Frankema E, Williamson J, Woltjer P (2017) An economic rationale for the west African scramble? The commercial transition and the commodity price boom of 1835–1885. J Econ Hist 78(2):1–45

    Google Scholar 

  • Gallego FA, Woodberry R (2010) Christian missionaries and education in former African colonies: how competition mattered. J Afr Econ 19(3):294–329

    Article  Google Scholar 

  • Gardner L (2012) Taxing colonial Africa: the political economy of British imperialism. Oxford University Press, Oxford

    Book  Google Scholar 

  • Gennaioli N, Rainer I (2007) The modern impact of precolonial centralization in Africa. J Econ Growth 12(3):185–234

    Article  Google Scholar 

  • Gören E (2017) The persistent effects of novelty-seeking traits on comparative economic development. J Dev Econ 126:112–126

    Article  Google Scholar 

  • Gorodnichenko Y, Roland G (2017) Culture, institutions, and the wealth of nations. Rev Econ Stat 99(3):402–416

    Article  Google Scholar 

  • Green E, Nyambara P (2015) The internationalization of economic history: perspectives from the African frontier. Econ Hist Dev Reg 30(1):68–78

    Google Scholar 

  • Guedes J d’A, Bestor T, Carrasco D, Flad R, Fosse E, Herzfeld M, Lamberg-Karlovsky C, Lewis C, Liebmann M, Meadow R, Patterson N, Price M, Reiches M, Richardson S, Shattuck-Heidorn H, Ur J, Urton G, Warinner C (2013) “Is poverty in our genes? A critique of Ashraf and Galor,” the ‘out of Africa’-hypothesis, human genetic diversity, and comparative economic development., American Economic Review (Forthcoming). Curr Anthropol 54(1):71–79

    Article  Google Scholar 

  • Hannaford MJ, Nash DJ (2016) Climate, history, society over the last millennium in Southeast Africa. Wiley Interdiscip Rev Clim Chang 7(3):370–392

    Article  Google Scholar 

  • Heldring L, Robinson JA (2012) Colonialism and economic development in Africa. Tech. rep. National Bureau of Economic Research, Cambridge, MA

    Google Scholar 

  • Herranz-Loncán, A, Fourie J (2017) For the public benefit? Railways in the British Cape Colony. Eur Rev Econ Hist 22(1):73–100

    Article  Google Scholar 

  • Hopkins AG (2009) The new economic history of Africa. J Afr Hist 50(2):155–177

    Article  Google Scholar 

  • Hopkins AG (2011) Causes and confusions in African history. Econ Hist Dev Reg 26(2):107–110

    Google Scholar 

  • Huillery E (2009) History matters: the long-term impact of colonial public investments in French West Africa. Am Econ J Appl Econ 1(2):176–215

    Article  Google Scholar 

  • Huillery E (2014) The black man’s burden: the cost of colonization of French West Africa. J Econ Hist 74(1):1–38

    Article  Google Scholar 

  • Inikori JE (1976) Measuring the Atlantic slave trade: an assessment of Curtin and Anstey. J Afr Hist 17(2):197–223

    Article  Google Scholar 

  • Inklaar R, de Jong H, Bolt J, van Zanden JL (2018) Rebasing ‘Maddison’: new income comparisons and the shape of long-run economic development. Tech. rep. Groningen Growth and Development Centre, University of Groningen

    Google Scholar 

  • Jedwab R, Moradi A (2016) The permanent effects of transportation revolutions in poor countries: evidence from Africa. Rev Econ Stat 98(2):268–284

    Article  Google Scholar 

  • Jedwab R, Kerby E, Moradi A (2017) History, path dependence and development: evidence from colonial railways, settlers and cities in Kenya. Econ J 127(603):1467–1494

    Article  Google Scholar 

  • Jedwab R, Meier zu Selhausen F, Moradi A (2018). The economics of missionary expansion and the compression of history. Centre for Studies of African Economies Working Paper 2018–07

    Google Scholar 

  • Jerven M (2010) African growth recurring: an economic history perspective on African growth episodes, 1690–2010. Econ Hist Dev Reg 25(2):127–154

    Google Scholar 

  • Jerven M (2011) A clash of disciplines? Economists and historians approaching the African past. Econ Hist Dev Reg 26(2):111–124

    Google Scholar 

  • Jerven M (2013) Poor numbers: how we are misled by African development statistics and what to do about it. Cornell University Press, Ithaca

    Google Scholar 

  • Jerven M (2018) The history of African poverty by numbers: evidence and vantage points. J Afr Hist 59(2):449–461

    Article  Google Scholar 

  • Lechler M, McNamee L (2017) Decentralized Despotism? Indirect colonial rule undermines contemporary democratic attitudes. Tech. rep. Munich Discussion Paper

    Google Scholar 

  • Levine R, Lin C, Xie W (2017) The origins of financial development: how the African slave trade continues to influence modern finance. Tech. rep. National Bureau of Economic Research, Cambridge, MA

    Google Scholar 

  • Lowes S, Montero E (2016) Blood rubber: the effects of labor coercion on institutions and culture in the DRC. Tech. rep. Working paper, Harvard, http://www.saralowes.com/research.html

  • Lowes S, Montero E (2017) Mistrust in medicine: the legacy of colonial medical campaigns in Central Africa. Harvard University, Mimeo

    Google Scholar 

  • Lowes S, Nunn N, Robinson JA, Weigel JL (2017) The evolution of culture and institutions: evidence from the Kuba kingdom. Econometrica 85(4):1065–1091

    Article  Google Scholar 

  • Manning P (1990) Slavery and African life: occidental, oriental, and African slave trades, vol 67. Cambridge University Press, New York

    Google Scholar 

  • Manning P (2010) African population: projections, 1850–1960. In: Ittmann, K., Cordell, D.D. and Maddox, G.H. eds., The demographics of empire: the colonial order and the creation of knowledge. Ohio University Press: Athens, USA, pp. 245–275

    Google Scholar 

  • Meier zu Selhausen F (2014) Missionaries and female empowerment in colonial Uganda: new evidence from Protestant marriage registers, 1880–1945. Econ Hist Dev Reg 29(1):74–112

    Google Scholar 

  • Meier zu Selhausen F, Weisdorf J (2016) A colonial legacy of African gender inequality? Evidence from Christian Kampala, 1895–2011. Econ Hist Rev 69(1):229–257

    Article  Google Scholar 

  • Meier zu Selhausen F, Van Leeuwen MHD, Weisdorf JL (2017) Social mobility among Christian Africans: evidence from Anglican marriage registers in Uganda, 1895–2011. Econ Hist Rev 74:1291–1321

    Google Scholar 

  • Michalopoulos S, Papaioannou E (2013) Pre-colonial ethnic institutions and contemporary African development. Econometrica 81(1):113–152

    Article  Google Scholar 

  • Michalopoulos S, Papaioannou E (2016) The long-run effects of the scramble for Africa. Am Econ Rev 106(7):1802–1848

    Article  Google Scholar 

  • Michalopoulos S, Putterman L, Weil DN (2016) The Influence of ancestral lifeways on individual economic outcomes in sub-Saharan Africa. Tech. rep. National Bureau of Economic Research, Cambridge, MA

    Google Scholar 

  • Moradi A (2009) Towards an objective account of nutrition and health in colonial Kenya: a study of stature in African army recruits and civilians, 1880–1980. J Econ Hist 69(3):719–754

    Article  Google Scholar 

  • Moradi A (2010) Nutritional status and economic development in sub-Saharan Africa, 1950–1980. Econ Hum Biol 8(1):16–29

    Article  Google Scholar 

  • Moradi A, Baten J (2005) Inequality in Sub-Saharan Africa: new data and new insights from anthropometric estimates. World Dev 33(8):1233–1265

    Article  Google Scholar 

  • Mpeta B, Fourie J, Inwood K (2018) Black living standards in South Africa before democracy: new evidence from height. S Afr J Sci 114(1/2):8–8

    Article  Google Scholar 

  • Nunn N (2008) The long-term effects of Africa’s slave trades. Q J Econ 123(1):139–176

    Article  Google Scholar 

  • Nunn N (2010) Religious conversion in colonial Africa. Am Econ Rev 100(2):147–152

    Article  Google Scholar 

  • Nunn N, Puga D (2012) Ruggedness: the blessing of bad geography in Africa. Rev Econ Stat 94(1):20–36

    Article  Google Scholar 

  • Nunn N, Wantchekon L (2011) The slave trade and the origins of mistrust in Africa. Am Econ Rev 101(7):3221–3252

    Article  Google Scholar 

  • Obikili N (2015) The impact of the slave trade on literacy in West Africa: evidence from the colonial era. J Afr Econ 25(1):1–27

    Google Scholar 

  • Obikili N (2016) The trans-Atlantic slave trade and local political fragmentation in Africa. Econ Hist Rev 69(4):1157–1177

    Article  Google Scholar 

  • Perry M, Reny PJ (2016) How to count citations if you must. Am Econ Rev 106(9):2722–2741

    Article  Google Scholar 

  • Pierce L, Snyder JA (2017) The historical slave trade and firm access to finance in Africa. Rev Financ Stud 31(1):142–174

    Article  Google Scholar 

  • Pison G (2017). Theres a strong chance that one-third of all people will be African by 2100. The Conversation. Available at: https://theconversation.com/theres-a-strong-chance-that-one-third-of-all-people-will-be-african-by-2100-84576. Accessed 4 Jan 2018

  • Reid R (2011) Past and presentism: the precolonial and the foreshortening of African history. J Afr Hist 52(2):135–155

    Article  Google Scholar 

  • Ronnback K (2015) The transatlantic slave trade and social stratification on the Gold Coast. Econ Hist Dev Reg 30(2):157–181

    Google Scholar 

  • Steckel RH (1979) Slave height profiles from coastwise manifests. Explor Econ Hist 16(4):363–380

    Article  Google Scholar 

  • Steckel RH (1995) Stature and the standard of living. J Econ Lit 33(4):1903–1940

    Google Scholar 

  • The World Bank (2017) GDP per capita (constant 2010 US$). Data retrieved from World Development Indicators, http://databank.worldbank.org/data

  • Wantchekon L, Klaˇsnja M, Novta N (2014) Education and human capital externalities: evidence from colonial Benin. Q J Econ 130(2):703–757

    Article  Google Scholar 

  • Whatley WC (2017) The gun-slave hypothesis and the 18th century British slave trade. Explor Econ Hist 67:80–104

    Article  Google Scholar 

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Fourie, J., Obikili, N. (2019). Decolonizing with Data. In: Diebolt, C., Haupert, M. (eds) Handbook of Cliometrics. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-40458-0_69-1

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