Thursday, February 26, 2015

Effect of Corruption on Conflict


Natalie Rozet | March 22, 2015

Combating corruption is an essential step for establishing adequate human security. Bribery, institutional incompetency, and lack of governmental transparency stunt the growth of developing countries and fuel unrest. However, the extent to which corruption affects the outbreak of violence or conflict is debated. Some scholars argue that corruption in government has a direct effect on a country’s stability. Sarah Chayes, for example, argues that, “Corrupt governance doesn’t just aid terrorist organizations by driving indignant citizens into their arms; it provides haven and logistical support for those very same groups, as officials avert their eyes in exchange for a bribe.”[1] Furthermore, the U.S. Institute for Peace has argued that “countries which are perceived to have the highest levels of public-sector corruption are also those plagued by long-standing conflict,” emphasizing the correlation between lack of security and corrupted governance.[2] Philippe Le Billon, on the other hand, explains that some forms of corruption may facilitate “the creation of a political order in which rulers can coopt opposition groups, thereby providing a measure of political stability and avoiding conflict.”[3] This study tests the effect that corruption in government has on violence and conflict.
In 2003, the United Nations General Assembly adopted Resolution 58/4 – the UN Convention against Corruption – citing that, “Corruption is an insidious plague that…leads to violations of human rights, distorts markets, erodes the quality of life and allows organized crime, terrorism and other threats to human security to flourish.”[4] The international community has become increasingly vigilant towards corruption and certain countries, such as Mexico, have taken significant steps towards combating the problem.[5] It is important to understand the effect of corruption on violence in order to assess the merit of such policies and the allocation of resources toward anti-corruption measures.

Research Design

Table 1. Summary Statistics[6]
Variable
Mean
Std. Dev.
 Min.
 Max.
Description

  Conflict
2.1
0.4
0
 5
0 = Perfect Peace

Corruption
38.0
12.8
0
100
100 = No Corruption






GDP per capita (ln)
8.81
1.0
0
100
 GDP per capita, PPP Constant Int’l USD

Inequality
40.0
9.0
0
100
0 = Perfect Equality






 Institutional Strength[7]
5.6
2
0
  10
0 = No Strength, Weak State
Observations
79






____________________________________________________________________________________           


The dependent variable in the study, which measures the level of violence and conflict in each country, is a compound variable consisting of every state’s scores in the following categories: homicide rates, violent demonstrations, terrorism, deaths from conflict, and total scores on internal (civil) and external (war) conflicts. The variable ranges from 0 to 5; higher scores are representative of greater levels of violence and conflict (see Figure 1 for peace index rankings of selected countries in the dataset). The independent variable, corruption, is measured by a country’s Corruption Perception Index score.[8] Corruption ranges from 0 to 100 with lower scores indicating higher corruption perception. The study controls for countries' economic development and inequality among the population, measured by GDP per capita[9] and the Gini coefficient, respectively (see Table 1).[10] Higher GDP per capita scores indicate greater economic development. Lower Gini scores indicate more economic equality among the population.

Findings
According to the bivariate regression model, corruption has a statistically significant effect on a country’s levels of violence and conflict. On average, as corruption improves by 1 point, a country’s level of conflict will decrease by approximately 0.018 points. Figure 2 illustrates the bivariate relationship of corruption on conflict.[11]

Table 2. Determinants of Peace & Conflict
DV: Conflict
(1)
(2)
Corruption
-0.018***
-0.016***

(-6.71)
(-3.86)
GDP per capita (ln)

0.034


(0.82)
Inequality

0.003


(0.82)
Institutional Strength

-0.035


(-1.37)
Constant
2.794***
2.472***

(25.64)
(6.70)
Adj. R-Squared
0.36
0.36
Observations
79
79
_______________________________________________________________________________________
Note: OLS estimates with t-stats in parentheses. * p < 0.05, ** p < 0.01, *** p < 0.001
_______________________________________________________________________________________

When controlling for a country’s economic development, inequality, and institutional strength, the effect of corruption on conflict is only slightly reduced. In the multivariate model, on average, an improvement of corruption by 1 point reduces the conflict score of a country by 0.016 points. The model also estimates that, on average, a 1% increase in a country’s GDP per capita is associated with a 0.034 point increase in the level of violence. Although counterintuitive, the relationship between GDP per capita and levels of conflict may be due to the fact that richer countries engage in more robust levels of conflict, such as war. The model also estimates that an average increase of inequality by 1 point increases the average likelihood of conflict. Perhaps unsurprisingly, an increase in institutional strength of a state is associated with a decline in violence and conflict. Although all the control variables demonstrate some effect on a state’s level of conflict, all four lacked statistical significance.
Based on these findings, anti-corruption policies are useful for increasing and maintaining peace. Even when controlling for a nation’s wealth, economic inequality among the population, and institutional strength, corruption has the only significant effect on levels of violence and conflict. The data suggest that policies which solely target institutional or economic reform may be inadequate for the suppression of conflict if they are not paired with anti-corruption measures.
The findings of this study are susceptible to challenges based reverse causality; the study does not adequately establish time order. It may be that corruption in government is a product of civil unrest and conflict, since the framework for government oversight is usually lacking in extreme conflict areas. Additionally, economic development of a country may be stunted by unrest, thus reversing the causation of the model. However, empirical evidence, such as the growth of Cartels in Mexico[12] and the Taliban in Afghanistan[13] has demonstrated that certain forms of violence are heavily dependent on the ability to buy off officials or rally support among the local population in the absence of competent governance. The conclusion in this study justifies anti-corruption measures as a method of suppressing conflict; however, further research may be required to determine the relationship between a country’s wealth and its levels of conflict.




[1] Chayes, Sarah. “Thieves of State: Why Corruption Threatens Global Security,” WW Norton & Company, New York, 2015.
[2] “Governance, Corruption, and Conflict,” United States Institute of Peace, Washington, D.C. 2010.
[3] Philippe Le Billon, “Buying Peace or Fueling War: The Role of Corruption in Armed Conflicts,” Journal of International Development, Vol: 15, Issue: 4. 17 Apr. 2003. A: 12 Mar. 2015. (http://onlinelibrary.wiley.com/doi/10.1002/jid.993/pdf)
[4] “58/4. United Nations Convention against Corruption,” United Nations General Assembly, New York, Oct. 31, 2003. (http://www.un-documents.net/a58r4.htm)
[5] Bravo, Tomas. “Mexico Fires Thousands of Police to Combat Corruption,” Reuters, Aug. 30, 2010. (http://www.reuters.com/article/2010/08/30/us-mexico-drugs-police-idUSTRE67T52D20100830)
[6] Data sources: I) Conflict: Global Peace Index, Institute for Economics and Peace. II) Corruption: Corruption Perception Index, Transparency International. III) Economy: GDP per capita, WB. IV) Inequality: Gini Coefficient, WB. V) Institutional Strength: Rule of Law, Quality of Governance.
[7] Institutional strength measures separation of powers, independence of the judiciary, extent of penalties for abuse of power, and the protection of civil liberties. (Quality of Governance Dataset: http://www.qog.pol.gu.se.)
[8] It is important to note that the perception of corruption is subjective and, in many cases, country-specific. Consider the deferring legal framework across countries in regards to private sector funding of public/political affairs. In the U.S., for example, it is legal for private firms to lobby the government. Alternatively, lobbying in India is illegal. In Israel, a former mayor was sentenced to six years in prison for accepting a ‘bribe’ from a private company. Consequently, the perception of corruption by the respective constituents of these countries is heavily dependent on the legal framework in which their governments operate. What may be unequivocally considered as corruption in one country does not make it universally recognized as such.
[9] The study uses the log of GDP per capita to control for positive skew.
[10] Originally, the study also controlled for regime type, however, this variable was highly correlated with the main independent variable (corruption). Subsequently, the results were bias due to multicollinearity and the third control variable was omitted.
[11] The lowess line demonstrates local averages of conflict levels for each score on corruption and the fitted values show the averages across the entire dataset.
[12] Ioan Grillo, “The Apparent Massacre of Dozens of Students Exposes the Corruption at the Heart of Mexico,” Time Magazine, 10 Oct. 2014. (http://time.com/3490853/mexico-massacre-students-police-cartel-corruption/)
[13] Bilal Sarway, “Why Taliban are so Strong in Afghanistan,” BBC, 2 Feb. 2012. (http://www.bbc.com/news/world-asia-16851949)


Works Cited

“58/4. United Nations Convention against Corruption,” United Nations General Assembly, New York, Oct. 31, 2003. http://www.un-documents.net/a58r4.htm

Bravo, Tomas. “Mexico Fires Thousands of Police to Combat Corruption,” Reuters, Aug. 30, 2010. http://www.reuters.com/article/2010/08/30/us-mexico-drugs-police-idUSTRE67T52D20100830.

Chayes, Sarah. “Thieves of State: Why Corruption Threatens Global Security,” WW Norton & Company, New York, 2015.

Corruption Perception Index, Transparency International, 2014. http://www.transparency.org/cpi2014.

GDP per Capita PP, World Bank, 2010-2014. http://data.worldbank.org/indicator/NY.GDP.PCAP.CD.

Gini Coefficient, World Bank, 2009-2014. http://data.worldbank.org/indicator/SI.POV.GINI.

Global Peace Index, Institute for Economics and Peace, 2014. http://economicsandpeace.org/research/iep-indices-data/global-peace-index

“Governance, Corruption, and Conflict,” United States Institute of Peace, Washington, D.C. 2010. http://www.usip.org/sites/default/files/ETC-D/NPEC/480021.PDF

Grillo, Ioan. “The Apparent Massacre of Dozens of Students Exposes the Corruption at the Heart of Mexico,” Time Magazine, 10 Oct. 2014. http://time.com/3490853/mexico-massacre-students-police-cartel-corruption/

Le Billon, Philippe. “Buying Peace or Fueling War: The Role of Corruption in Armed Conflicts,” Journal of International Development, Vol: 15, Issue: 4. 17 Apr. 2003. A: 12 Mar. 2015. http://onlinelibrary.wiley.com/doi/10.1002/jid.993/pdf

Rule of Law, Quality of Governance Dataset, 2009-2012. http://www.qog.pol.gu.se.
Sarway, Bilal. “Why Taliban are so Strong in Afghanistan,” BBC, 2 Feb. 2012. http://www.bbc.com/news/world-asia-16851949