Stationary bandits, state capacity, and the Malthusian transition: The lasting impact of the Taiping Rebellion

Lixin Colin Xu, Li Yang 11 November 2018

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How do civil wars shape a country’s development? And what are the underlying mechanisms? The past decades have witnessed a surge of this literature (e.g. Blattman and Miguel 2010), most of which deals withthe economic legacies of war and conflicts. Still, the long-term impacts of war, as well as the key mechanisms that underlie these impacts, remain poorly understood. As Blattman and Miguel (2010, p. 42) point out, “[u]nfortunately, we have little systematic quantitative data with which to rigorously judge claims about the evolution of institutions during and after civil wars… the social and institutional legacies of conflict are arguably the most important but least understood of all war impacts”. In a recent paper (Xu and Yang 2018), we add to this literature of civil wars by examining the long-term consequences of the Taiping Rebellion. 

The Taiping Rebellion, from 1851 to 1864, was a millenarian movement led by Hong Xiuquan, a school teacher who failed the Qing Scholar examinations and then became a Christian. He established the Taiping Heavenly Kingdom with its capital at Nanjing. During its reign, the Taiping Heavenly Kingdom controlled much of southern China, including Jiangsu, Anhui, Hubei, Jiangxi, and Zhejiang provinces. Its control over these areas were not complete – some were jointly controlled by both Qing and the Taiping Heavenly Kingdom, or their control changed hands frequently. 

Figure 1 Map of Taiping Heavenly Kingdom

Notes: HB:Hubei Province; JX: Jiangxi Province; AH: Anhui Province; JS: Jiangsu Province; ZJ: Zhejiang Province. The legends are Tianjin (Jiangning); Yangzi River; Ourline of the Taiping Regime; Early Taiping Regime; Later Taiping Reime; Taiping Occupied: Province Boundary.

Unfolding in the mid-19th century amid what Galor (2005) calls the Malthusian regime, the Taiping Rebellion was the deadliest civil war in human history, and a critical juncture for China’s turn to modernity (Ho 1959, Fairbank 1992, Pinker 2011). Recent estimates from Cao (2001) suggest that the casualties amounted to 70 million. Indeed, the devastation left behind after the Taiping Rebellion gave those densely populated regions a new lease of life during the years of restoration that followed. However, the attention of historians has been drawn again and again to the revolt largely because the Taiping Rebellion was a watershed moment in Chinese history. The modern history of China has been drastically changed by those tumultuous years – to fight the rebellion, the Qing government was forced to decentralise, putting regional armies and public finance under the control of local leaders and fundamentally altering China’s evolution (Fairbank 1992). Strong provincial leaders emerged – warlords began to segment China, and to experiment with various forms of governance in these regions. 

Against this backdrop, we investigate the rebellion’s long-term impacts and the underlying mechanisms responsible for them. To proceed, we draw from the institutional background and the literature to derive hypotheses. We focus on several aspects of the rebellion and Qing’s responses. 

  • First, the land policies in the early and late stages of the rebellion differed markedly. The protection of land property rights was better in the late stages than in the early ones. We hypothesise faster post-war population recovery and better long-term development for the late Taiping areas than the early Taiping areas. 
  • Second, since the areas near the rebellion’s capital city, Nanjing, were more likely to be viewed as stationary bases for the rebellion, we hypothesise that their governance and policies were likely better than those of other Taiping areas, as Olson’s theory of stationary banditry implies (Olson 1993). 
  • Third, the rebellion occurred in years of solid technological progress. We examine whether the unprecedented amount of losses of life associated with the rebellion ultimately led to the subsequent Malthusian transition, characterised by income growth along with lower population growth (Galor and Weil 2000, Voigtlander and Voth 2013b). 
  • Fourth, we note that the Qing government instituted fiscal decentralisation to finance local militias against the rebel army – thus, we examine whether this fiscal decentralisation acted as taxation that hindered trade, or state capacity that facilitated development (Besley and Persson 2009). 

We analyse a dataset of prefectures in China Proper that were and were not affected by the rebellion from 1820 to the present day. We focus on population levels and cross-sectional development outcomes between 2000 to 2010. Population growth is a common measure of long-term development (e.g. Acemoglu et al.2002, Jia 2014), and it serves as an indicator of the Malthusian transition. We also examine other complementary aspects such as income levels, fiscal capacity, industrialisation, and human capital, which shed light on the mechanisms of the Malthusian transition. When looking at the population impact, we use a difference-in-difference (DID) approach, and we estimate the differences of the population growth rates (from the base period) between the control group (i.e. the prefectures that were unaffected by the rebellion) and the treatment group (i.e. the prefectures in which the rebellion took place). To address potential omitted-variables biases and measurement errors when examining the impact of the rebellion, we also apply the instrumental variable (IV) approach. 

We find that the rebellion permanently shifted the rebellion areas’ development trajectories.In areas that experienced the rebellion, the post-warpopulation increases (compared to the baseline year 1820) remain 38% to 67% lower than in areas that were unaffected by the war, even after the passage of one-and-a-half centuries(see Figure 2). The long-term impact on the population by the rebellion is illustrated in Figure 3, which depicts the evolution over time of the total population and the share of the rebellion areas in the total population of the sample prefectures. The rebellion prefectures’ population share has dropped from 34.2% in 1820 to 22.7% in 2000.   

Figure 2 Population growth over time for Taiping Regime areas

Figure 3 Population growth and population share of Taiping versus all sample Chinese prefectures

Moreover, the rebellion’s long-term effects on development are similar to those that emerged in Europe following its devastating experience of the Black Death (Voigtlander and Voth 2013). When augmented with favourable changes in institutions and fiscal capacity, the Rebellion facilitated China’s ensuing Malthusian transition – that is, from the Malthusian regime of high population growth and no real-income growth to the modern growth regime of sustained income growth with limited population growth (Galor and Weil 2000). This conclusion is supported by several pieces of evidence. 

  • First, the rebellion areas went on to have greater long-run fiscal capacity and faster growth of modern sectors. 

Based on the OLS and 2SLS estimates, in 2010, one-and-a-half centuries after the Taiping Rebellion, fiscal revenue per capita in the Taiping areas are at least 50% (0.6 standard deviations) higher than in other areas – a huge effect. This supports the war-induced state-capacity hypothesis. Furthermore, based on the OLS, Taiping areas have a significantly higher share of modern sectors – these areas’ share of manufacturing in GDP is higher by 4.6% (0.4 standard deviations). Based on the 2SLS, the Taiping areas’ average schooling level is 13% higher – again a large effect. These results support the Malthusian transition hypothesis. 

  • Second, Taiping-governed areas with both big population losses and good protection of land property rights (i.e. the Late Taiping areas) experienced faster post-war population recovery – they also witness better long-term fiscal capacity, more extensive modern-sector development, and higher income levels. 

Compared to the control group, the Early Taiping areas experienced an immediate drop in population growth (compared to population in 1820) of 36% (or 45 log points) after the war, and a further drop of 11 log points until the Communist takeover in the mid-20thcentury. This is consistent with the finding that poor land property rights in the Early Taiping areas led to more wasteland and slower population recovery. In contrast, the Late Taiping areas experienced faster population recovery than the Early Taiping areas, with a large drop in population growth by 40% (or 50 log points) in 1880, and relative population growth was greater than the control group by 19 log points between 1880 and 1953. This partial recovery in population could be explained by two forces. First, convergence toward the mean occurred when factors such as labour flowed to the region with a higher land/labour ratio, and second, good land property rights in the Late Taiping areas led to faster re-utilisation of wasteland, which facilitated population growth. 

Furthermore, the Early and the Late Taiping areas have vastly different long-term development. Compared to the control groups, the Early Taiping areas are now similar except that they have lower GDP per capita by 22 log points. In sharp contrast, the Late Taiping areas have advanced much further in the Malthusian transition than the control group – GDP per capita is 60% higher, fiscal capacity is 160 higher, the manufacturing share in GDP is 17% (1.2 standard deviation) higher. These results support the Malthusian hypothesis. The strong positive effects in the context of good property rights (i.e., Late Taiping areas), and the negative effects in the roving-bandit Early Taiping areas support the idea that the large population losses associated with large wars exert positive long-term impact only when institutions are better.

  • Third, the effects of big population losses in areas close to the rebellion’s capital city are similar to those of the rebel areas that featured good land property rights.

There is one interesting exception to those observed in the rebel areas with good land property rights. Areas near the rebel capital exhibit higher levels of schooling than elsewhere. We hypothesise that in areas close to Nanjing, capitalist elites likely had more power than landed elites, and that their influence, coupled with rising fiscal capacity, led to increased schooling. Our reasoning is that human capital and physical capital are complements, and that the capitalist elites would have pushed for the provision of public schooling for the their own benefit (Galor et al. 2009). Indeed, we find that areas near Nanjing currently have significantly higher schooling levels than elsewhere. 

  • Fourth, fiscal decentralisation and the strengthening of fiscal capacity led to a faster Malthusian transition, including lower population levels, and stronger long-term development. 

We measure the strengthening of fiscal capacity using the intensity of Likin, an internal tariff introduced by the Qing Empire during the Rebellion for war financing, which was abolished in 1930s. Increasing the intensity of Likin by one standard deviation in 1910 (1.28) is associated with a drop in the population level by 7%. Furthermore, higher initial fiscal capacity developed in the Taiping area (say, its one SD increase, i.e. 3) is associated with higher GDP per capita (0.2 standard deviations), higher shares of manufacturing (0.15 standard deviations), and higher human capital (i.e. and increase in schooling, 0.5 standard deviations, and reduction in mortality rate, 0.6 standard deviations). These coherent results offer support to the ‘Likin as state capacity’ hypothesis, and to the viewpoint of the importance of developing a strong fiscal system for long-term development (Besley and Persson 2009, 2011). The positive and widespread association with all key aspects of long-term development are especially impressive in light of the contrast between the contexts in the literature and our own – the literature emphasises the positive impact of external wars, but not civil wars, and here we observe similar effects from a large civil war. The literature emphasises the positive effects of fiscal centralisation (Dincecco 2015 Hoffman 2015), and here we obtain the novel finding of positive long-term effect of fiscal decentralisation (in the presence of strong agency costs in a very large country). 

  • Finally, we find evidence of complementarity between fiscal strengthening and land property rights, consistent with the conjecture of the complementarity between state and institutional capacities (Besley and Persson 2009).

We interact the post-war Likin intensity with our three institutional variables: Early Taiping areas, Late Taiping areas, and the distance to Nanjing. When compared with the control sample, the coefficients of Likin on GDP per capita and fiscal capacity today in the Early Taiping areas are positive and significantly more pronounced. When compared with the control sample and the Early Taiping areas, the Likin coefficients in Late Taiping areas on all key outcomes (income, fiscal capacity, the modern sector, and human capital) are all positive and much more pronounced.

In this research, we offer evidence that the Taiping Rebellion, and the institutional and fiscal changes that were an outgrowth of it, affected the evolution of population levels, current incomes, fiscal capacity, shares of modern economic sectors, and human capital and continue to do so to this day. The rebellion facilitated China’s demographic transition from a Malthusian regime to a modern growth regime. Our findings support some of the prominent hypotheses in the literatures that examine long-term development and/or war and state capacity. Among these are that wars facilitate state capacity, big population shocks at times of significant technological changes facilitate favourable demographic transitions. Also, fiscal capacity and institutional quality are complementary, and a Malthusian transition and significant technological changes facilitate schooling in situations in which capitalists’ interest are well represented. Finally, human capital has key long-term development impact (see Table 1 for a summary of the match between our findings and the hypotheses).

Table 1 Summary of the match between our findings and the hypotheses

References

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Besley, T, and T Persson (2011), “Fragile States and Development Policy”, Journal of the European Economic Association 9(3): 371–398. 

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Xu, L C, and LYang (2018), "Stationary Bandits, State Capacity, and the Malthusian Transition: The Lasting Impact of the Taiping Rebellion", World Bank Policy Research Working Paper, no 8620.

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Topics:  Development Economic history

Tags:  China, Taiping Rebellion, Malthusian transition, state capacity, long-run development

Lead Economist, Development Research Group, World Bank

Postdoc, Paris School of Economics

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