Foreign Aid Delegation and International Agreements

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1 Foreign Aid Delegation and International Agreements Henry Pascoe The University of Texas at Austin August 17, 2015 Abstract How can the effectiveness of foreign aid as a tool of counterterrorism policy be augmented? Foreign aid is a prominent strategy in the fight against transnational terrorism, however its effectiveness at reducing transnational terror attacks is challenged by principalagent problems between donors and recipients of foreign aid. This paper argues that international counterterrorism agreements increase the efficacy of foreign aid as a counterterrorism policy by reducing the severity of such problems. I test empirical implications of the theory using data on ratification of counterterrorism agreements. I find that states which ratify agreements receive more foreign aid, and that aid is marginally more effective at reducing transnational terrorism in states which ratify. In conclusion, I discuss the implications of this paper for the literature on international institutions as vehicles of information transmission and the relationship between capacity building and enforcement in international institutions. The author thanks Joe Amick, Andrew Boutton, Terry Chapman, Stephen Chaudoin, Mike Findley, Calla Hummel, Josiah Marineau, Sara Mitchell, Daniel McCormack, Pat McDonald, Harrison Wagner, Rachel Wellhausen, Scott Wolford, and Cathy Wu for their comments on this project. 1

2 More than twelve thousand transnational terror attacks have occurred since 1960, posing acute threats to states and individuals worldwide. Because terrorist groups often base themselves in states which have a limited capacity to prevent their attacks (Hendrix and Young 2013, Huepel 2007, Lai 2007, Piazza 2008), foreign aid donors often believe that giving foreign aid will reduce incentives for terrorism and foster capacity to curb terrorism in these states (Azam and Delacroix 2006, Azam and Thelen 2008, 2010, 2014, Bandyopadhyay, Sandler and Younas 2011, Young and Findley 2011). In this relationship of counterterrorism aid delegation, aid is given with the expectation that it will be invested in social services or to bolster state capacity leading to a reduction in transnational terrorism. However recent research suggests that aid recipients may not use aid for its intended purpose (Bapat 2011). For instance, counterterrorism aid recipients may siphon aid funds into military spending for arming against a rival (Boutton 2014, Collier and Hoeffler 2007) or bolster their own political power through patronage spending and other forms of rent extraction (Steinwand 2014). These studies predict that foreign aid should have no effect on transnational terrorism or may even increase the frequency of attacks. However, this raises two questions: if such pervasive problems exist in aid delegation, why does it continue to be used as an instrument to reduce transnational terrorism? How can the efficacy of foreign aid for counterterrorism be augmented? This paper argues that the answer to these questions lies in the ability of United Nations counterterrorism agreements (CTAs) to mitigate principal-agent problems in the delivery of foreign aid for counterterrorism. By creating a series of written down and publicly agreed to benchmarks for states to accomplish, CTAs establish a system of shared strategic expectations which help make the evaluation of aid recipients counterterrorism efforts possible. I find that 1

3 states which ratify CTAs see an increase in foreign aid recipients and that aid is marginally more effective at reducing transnational terrorism in states that ratify CTAs. As I show using a game theoretic model below, CTAs increase donor ability to monitor aid recipients, making aid conditionality a more viable and credible strategy. Aid conditionality, the policy of withdrawing aid if certain criteria are not met, is often not possible when noncompliance is not observable to the donor (Gibson et al. 2005, Svensson 1999, Montinola 2010). 1 Foreign aid donors lack information about how aid funds are used, and often may not be able to gain enough information by terrorist attacks alone to credibly enforce aid conditionality. Such problems may lead donors from avoiding a counterterrorism aid delegation relationship. Recent findings suggest that foreign aid is not more likely to go to states where terror events take place and that donors do not respond to the number of terror events when allocating aid (Dreher and Fuch 2011). Donors who are not well informed face a dilemma: If aid is being used faithfully, withdrawing aid may further destabilize an already weak state, possibly leading to state collapse and an increase in terrorism. However, if aid is not being used faithfully, they are simply wasting foreign aid funds that could be more productively used elsewhere. Therefore, the information that CTA benchmarks provide is key to the effectiveness of foreign aid as a counterterrorism tool. In the next section, I discuss CTAs with a focus on how they establish the benchmarks described above and a review of the literature. 1 Another key condition for successful aid conditionality is credibility of the donor. See Dunning (2004) and Bearce and Tirone (2010) Stone (2008) for discussions of the role of donor credibility and aid conditionality. Recent research has argued that effectiveness of aid can be bolstered by certain donor strategies such as directing aid through non-governmental organizations (Savun and Hays 2011) and to specific sectors (Young and Findley 2011). 2

4 International Counterterrorism Agreements Previous research on United Nations counterterrorism conventions has primarily focused on the determinants of ratification itself rather than the effects of ratification on levels of transnational terrorism or the mechanisms by which CTAs may influence international politics (Stiles and Thayne 2006, Whitaker 2010). Following the call from Martin (2013) and others, in this paper I focus on the effectiveness of counterterrorism treaties rather than state compliance with UN resolutions requiring states ratify them by using transnational terror events themselves as my dependent variable. By doing so, I illustrate a particular informational mechanism by which international agreements operate, their influence on strategic relationships between donors and recipients of foreign aid. 2 In a study of the effectiveness of CTAs which used a time series intervention analysis of aggregate worldwide levels of transnational terrorism with an indicator for post-1963, when the first CTA was signed, scholars found no discernible effect of the introduction of the international counterterror legal regime on transnational terrorism (Enders, Sandler and Cauley 1990). However, the study did not account for whether the state where attacks took place had ratified or other county specific factors. I unpack the finding of apparent CTAs fecklessness by focusing on the way in which CTAs influence international politics and show a more nuanced political relationship. I find evidence of the effectiveness of counterterrorism conventions at reducing transnational terrorism using data at the country-year level, suggesting that international institutions have been effective at helping curb transnational terrorism due to their influence on 2 While early literature focused on whether or not international institutions are effective for encouraging international cooperation, (See Downs, Rocke and Barsoom (1996) and Chayes and Chayes (1993) for prominent examples of each side of this debate.) later scholarship has moved from asking simply if international organizations work toward examining the mechanisms by which they operate (Martin and Simmons 1998). 3

5 the efficacy of foreign aid as a counterterrorism tool. I find that this effect is enhanced because recipient states see an increase in foreign aid after ratifying CTAs. Recent work has suggested that aid agencies may help mitigate principal-agent problems (Martens 2005), building on work that suggests in general institutions may be used to improve an agent s incentives to use aid effectively and in concordance with the expectations of the principal (Paul 2006). However, consideration of how international institutions, such as international counterterrorism agreements, may help mitigate principal-agent problems remains understudied. 3 The increase of transnational terrorism after World War II represents a novel strategic problem for the international community, particularly because terrorist groups intentionally strike a gray area between criminal law and laws of war (Morrow 2014). In response, the international community has developed a legal regime distinct from the laws of war in order to foster interstate cooperation to curb transnational terrorist activity. 4 Transnational terrorism can take may forms, and this variety is reflected in conventions designed to curtail it. Table 1 lists each of the United Nations counterterrorism agreements, which span a diverse set of issue areas including nuclear, maritime, aviation, financing, bombings, and 3 See Nielson and Tierney (2003), Copelovitch (2010), and Stone (2011) for examples of agency problems and international organizations. However, Nielson and Tierney focuses on mitigation through delegation rather than information transmission. While there is much research on how international organizations as an agent may be controlled by states as principals, more research is needed on how international organizations may be useful in principal-agent relations between states. See Abbott (1993), Mitchell (1994, 1998), and Dai (2002) for discussions of the role of international institutions in increasing transparency. 4 Given the power asymmetries that are often present in the relationships between originator and target states, one might wonder why the target of terrorist attacks does not resort to more coercive methods of surveillance and intervention. While this is certainly an option that has been used in a small number of notable cases, such action is often unlikely to curb transnational terrorism. Azam and Thelen analyze the trade-off between aid and military intervention in the war on terror. They find that while foreign aid is effective at reducing number of attacks, military intervention actually increases the supply of transnational terror attacks (2010). While more coercive methods of intelligence gathering and direct intervention are available options, these methods are more costly than the use of foreign aid and may radicalize more individuals due to less perceived legitimacy. 4

6 protections for diplomatic agents. The development of international counterterrorism regime has been in progress for decades and treaties have tended to be reactionary after terrorist outrages. CTAs reduce aid donor uncertainty about the counterterrorism efforts of aid recipient governments because they establish written down and publicly agreed to benchmarks that create a shared set of strategic expectations between aid donors and recipients about what constitutes transnational terrorism and the what measures are expected for states to accomplish for counterterrorism by requiring in explicit terms ratifying states to take clear steps to criminalize, investigate, and prosecute transnational terrorist events. By observing whether or not these benchmarks are met donors thus gain valuable information about how much effort recipient states are actually putting into counterterrorism, making the reciprocity which is key to international cooperation possible. Below I summarize the primary benchmarks that CTAs establish. Each of these treaties defines what constitutes a terrorist offense 5 and requires signatories to incorporate legislation into their corpus of domestic law which criminalizes the conduct or support of terrorist offenses and makes them punishable by severe penalties. 6 Additionally, states agree to investigate terrorist incidents and take suspects into custody 7 and either to prosecute 5 Maritime Convention, art. 3 (1988); Plastic Explosives Convention, art. 1 (1991); Terrorist Bombing Convention art. 2 (1997); Nuclear Terrorism Convention art. 2 (2005) 6 Aircraft Convention, art. 3 (1963); Unlawful Seizure Convention art. 2 & 5 (1970); Civil Aviation Convention, art. 2 & 5 (1971); Diplomatic Agents Convention, art. 3 (1973); Hostages Convention, art. 2 (1979); Nuclear Materials Convention, art. 4 & 7 (1980); Maritime Convention, art. 5, art. 7 & art. (1988); Plastics Explosives Convention art. (1991); Terrorist Bombing Convention art. 4 & art. 5 (1997); Terrorist Financing Convention art. 4, art. 5 & art. 18 (1999); Nuclear Terrorism Convention art. 5 & art. 6 (2005) 7 Aircraft Convention, art. 13 (1963); Unlawful Seizure Convention, art. 6 (1970); Civil Aviation Convention, art. 6 (1971); Hostages Convention, art 6. (1979); Nuclear Materials Convention art. 9 (1980); Maritime Convention, art. 7 (1988); Terrorist Bombing Convention art. 7 (1997); Terrorist Financing Convention, art. 9 (1999); Nuclear Terrorism Convention art. 10 (2005) 5

7 Table 1: International Counterterrorism Conventions Short Name Full Title Year Aircraft Convention Convention on Offences and Certain Other Acts 1963 Committed On Board Aircraft Unlawful Seizure Convention Convention for the Suppression of Unlawful 1970 Seizure of Aircraft Civil Aviation Convention Convention for the Suppression of Unlawful Acts 1971 against the Safety of Civil Aviation Diplomatic Agents Convention Convention on the Prevention and Punishment of 1973 Crimes against Internationally Protected Persons Hostages Convention International Convention against the 1979 Taking of Hostages Nuclear Materials Convention Convention on the Physical Protection of 1980 Nuclear Material Maritime Convention Convention for the Suppression of Unlawful Acts 1988 against the Safety of Maritime Navigation Plastic Explosives Convention Convention on the Marking of Plastic Explosives 1991 for the Purpose of Detection Terrorist Bombing Convention International Convention for the Suppression 1997 of Terrorist Bombings Terrorist Financing Convention International Convention for the Suppression 1999 of the Financing of Terrorism Nuclear Terrorism Convention International Convention for the Suppression 2005 of Acts of Nuclear Terrorism 6

8 or extradite terrorist offenders residing in their territory. 8 Provisions for transferring prisoners or evidence between states for the purposes of extradition, investigation or prosecution are also made in these agreements. 9 Many CTAs also require states to take measures for prevention of terrorist activity. 10 Furthermore, each of these measures is readily observed by aid donors, and these agreements make provisions requiring states to communicate the details of prevention measures, investigation, and prosecution of terror offenses. 11 Because they are formally written down and publicly agreed to, these agreements create shared strategic expectations about what donor states expect recipient states to do in regards to counterterrorism measures. If these goals are not achieved, donor states may update their beliefs about how an aid recipient utilized aid because the benchmarks provide information about how much effort the aid recipient has devoted to counterterrorism measures. 12 The next section presents an argument that counterterrorism agreements help mitigate principal agent problems in the delivery of foreign aid for counterterrorism. I use a gametheoretic model to analyze the impact that these agreements have on foreign aid for counterter- 8 Unlawful Seizure Convention, art. 7 & 8 (1970); Civil Aviation Convention, art. 7 (1971); Diplomatic Agents Convention, art. 7 (1973); Nuclear Materials Convention, art. 10 (1980); Maritime Convention art. 10 (1988); Terrorist Bombing Convention art. 8 (1997); Terrorist Financing Convention, art. 10 (1999); Nuclear Terrorism Convention art. 11 (2005) 9 Diplomatic Agents Convention, art. 8 (1973); Nuclear Materials Convention, art. 13 (1980); Terrorist Bombing Convention art. 9 (1997); Nuclear Terrorism Convention art. 13 (2005) 10 Civil Aviation Convention art. 10 (1971); Diplomatic Agents Convention, art. 4 & art. 5 (1973); Hostages Convention art. 4 (1979); Maritime Convention, art. 12 (1988); Nuclear Materials Convention art. 3, art. 4 & art. 5 (1980); Maritime Convention, art. 12 & art. 13 (1988); Plastics Explosive Convention art. 2, art. 3 & art. 4 (1991); Terrorist Bombing Convention art. 15 (1997); Terrorist Financing Convention, art. 18 (1999); ; Nuclear Terrorism Convention art. 7 & art. 8 (2005) 11 Unlawful Seizure Convention, art. 11 (1970); Civil Aviation Convention, art. 13 (1971); Diplomatic Agents Convention, art. 6 & 11 (1973); Hostages Convention, art. 7 (1979); Nuclear Materials Convention, art. 14 (1980); Maritime Convention, art. 15 (1988); Plastic Explosives Convention, art. 8 (1991); Terrorist Bombing Convention art. 16 (1997); Terrorist Financing Convention, art. 19 (1999); Nuclear Terrorism Convention art. 18 (2005) 12 For example, Boulden and Weiss argue that One preliminary indication of government s readiness to clamp down on terrorists is ratification of or accession to the multilateral conventions criminalizing violent action or outlining preventive measures." 2004, p

9 rorism. I find two distinct avenues by which the they have an effect. The first is that states which ratify are induced to invest a larger portion of the foreign aid in counterterrorism than if they had not ratified. The do this as a hedge against the risk of aid being withdrawn if they do not meet the benchmarks established by CTAs. The second mechanism is screening, types more interested in counterterrorism are more likely to ratify because they expect to comply. However, I show that the second mechanism, screening, is completely dependent on the first. When agreements do not induce states to invest marginally more in counterterrorism, no screening occurs. The model presented below assumes that ratification of a CTA establishes a benchmark and that donors of foreign aid can observe whether recipients who ratify have met that benchmark. The observation comes through reporting requirements and other observation by the donor state, and that this benchmark is an informative (although noisy) signal about the amount of effort aid recipients put toward counterterrorism. I then analyze the effects of this information on the principal-agent relationship between donors and recipients of foreign aid. Because there is a lack of consensus in the international community about what actions should be considered terrorist and what actions states are expected to take in response to transnational terrorism within their state, these agreements create a valuable signal by establishing a common set of strategic expectations about what constitutes a terrorist event and what states are to do about terrorism. For instance, The International Convention for the Suppression of the Financing of Terrorism defines terrorism for the purposes of the convention in Article 2 Any person commits an offence within the meaning of this Convention if that person by any means, directly or indirectly, unlawfully and willfully, provides or collects 8

10 funds with the intention that they should be used or in the knowledge that they are to be used, in full or in part, in order to carry out: (a) An act which constitutes an offence within the scope of and as defined in one of the treaties listed in the annex; or (b) Any other act intended to cause death or serious bodily injury to a civilian, or to any other person not taking an active part in the hostilities in a situation of armed conflict, when the purpose of such act, by its nature or context, is to intimidate a population, or to compel a government or an international organisation to do or to abstain from doing any act." This signal is an assumption of the model rather than a result that emerges endogenously in as part of an equilibrium. Future research should unpack this assumption to consider when information transmission endogenously arises in equilibrium. However this paper establishes the effects of CTAs when they do provide such information and finds empirical support for these effects. Model Consider a model with two actors, a potential aid recipient, Home, and a potential aid donor, Foreign. The game has three parts. First, there is a Ratification Stage in which Home decides whether or not to ratify a CTA. Second, there is an Aid Stage in which Foreign provides a level of aid, a, to Home. Home invests some portion of this aid in counterterrorism, which influences the probability a terror event occurs. Third, there is a Conditionality Stage in which Foreign decides to either sustain amount of aid provided in the Aid Stage or reduce the level of aid provided by c. 9

11 At the outset of the game in the Ratification Stage, Home decides whether to ratify an international counterterrorism agreement. This decision selects between two potential equilibria: a Ratify equilibrium, in which the common and publicly agreed to benchmarks CTAs establish provide some information about the level of effort Home puts toward counterterrorism, and a Ratify equilibrium in which Foreign only observes whether a terrorist event occurs or not. Home and Foreign have a finite amount of resources r F > 0 and r H > 0, respectively. Terrorist attacks cause negative externalities β F to Foreign and β H to Home, where β F [1, ) and β H [1,θ), where θ β F. This constrains types such that Home faces less severe negative externalities from transnational terrorism than Foreign, capturing the preference divergence central to principal agent models. Let t 1 serve as an indicator for whether a terror event happens in the Aid Stage and let t 2 serve as an indicator for whether a terror event happens in the Conditionality Stage. In the Aid Stage, Foreign decides whether to provide a level of aid, a, to Home. After this aid decision is made, Home may then invest some resources, denoted by ε 1, in counterterrorism. The maximum amount Home can invest are its resources (r H ) plus any aid received. The severity of terrorist activity is stochastically related to the level of investments made in counterterrorism by Home. This relationship is given by the conditional density function f (ε 1 ) = e ε 1. If Home ratified the CTA, then a noisy signal of how much effort Home put into counterterrorism by whether or not it met the benchmarks set out by the agreement, m {Benchmark, Benchmark} is observed, where Pr (m = Benchmark) = 1 e ε 1. If m = Benchmark then Home did not meet the benchmarks outlined by the agreement; if m = Benchmark, then Home did meet the CTA benchmark The similarity with the conditional density function for the probability of a terrorist event occurring is inci- 10

12 Figure 1: Model Timeline 1. Ratification Stage: (a) Home Choose {Ratify, Ratify} 2. Aid Stage (a) Foreign Choose a 0 (b) Home Choose ε 1 (c) Nature Choose {Terror, Terror} (d) If and only if Home Chose Ratify, Nature Choose m {Favorable, Unfavorable} 3. Conditionality Stage (a) Foreign Choose {Sustain, Reduce} (b) Home Choose ε 2 (c) Nature Choose {Terror, Terror} In the Conditionality Stage, Foreign has the opportunity to either sustain aid at level a or reduce the level of aid provided by amount c a. Home may then again invest some of its resources in counterterrorism denoted by ε 2 [0,r H + a 2 ] where a 2 = a if Foreign sustains aid and a c if Foreign reduced the level of aid. Similarly to the Aid Stage, the severity of terrorist activity in the conditionality stage is stochastically related to the level of investments made in counterterrorism by Home. This relationship is given by the conditional density function f (ε 2 ) = e ε 2. Figure 1 provides a timeline of the game. Neither Home s type, β H, nor Home s actions, ε 1, are observed or known with certainty by Foreign in either equilibrium because both the occurrence of terror events and the CTA benchmarks are only probabilistic indicators of Home s level of counterterrorism effort. Assume Home s type, β H, is drawn randomly from a Unif(1, θ) distribution, where θ is common knowldental and chosen to ease exposition. The substantive results presented here are robust to other functional forms without major complication for functions which are continuous and monotonically increasing in Home counterterrorism investment. 11

13 edge to all players. Table 2 provides the utility functions for Home and Foreign as the top and bottom row, respectively. The left column presents the utility functions if Foreign does not enact conditionality and the right column presents the utility functions if Foreign does enact conditionality. Home receives utility from resources (r H ), aid received in the Aid and Conditionality Stages (a), less any investments in counterterrorism (ε 1 in the Aid Stage, ε 2 in the Conditionality Stage) and utility of β H should a terror event occur (indicated by t 1 in the Aid Stage and t 2 in the Conditionalty stage). If conditionality is enacted, c is subtracted from the utility Home receives from aid in the Conditionality Stage. Table 2: Utility Functions No Conditionality Conditionality Home r H + a ε 1 β H t 1 + r H + a ε 2 β H t 2 r H + a ε 1 β H t 1 + r H + a c ε 2 β H t 2 Foreign r F a β F t 1 + r F a β F t 2 r F a β F t 1 + r F a + c β F t 2 The level of Home s investment in counterterrorism is not perfectly revealed in the Ratify equilibrium. The problem of false positives and negatives still exists because whether or not Home meets the benchmarks established by the CTA is itself a probabilistic function of the amount of home s counterterrorism investment. Foreign updates their beliefs according to Bayes rule based on whether or not a terror event occurred. In the Ratify equilibrium, Foreign has an additional point of information on which to condition their beliefs, whether or not Home met the CTA benchmark. Foreign cares about Home s type because the level of investment Home makes in counterterrorism is a simple one to one and onto mapping from type, thus learning about type allows Foreign to better match the level of aid provided to the amount Home will faithfully invest. The next section considers the role of this information structure in equilibrium. 12

14 Information Structure: learning about recipient counterterrorism effort Foreign begins the game believing all possible types of Home are equally likely. The first opportunity for Foreign to learn about Home s type is by observing whether or not Home ratifies. As I derive in the Appendix, in equilibrium 14 types β H β R ratify while types below this threshold do not ratify. Thus the ratification decision truncates the support of Foreign s beliefs. Given that cutpoint β R determines Home s ratification decision and Foreign s uniform prior, beliefs after observing ratification are simply uniform with bounds β R and θ and uniform with bounds 1 and β R if no ratification is observed. First, consider the information environment if Home does not ratify. The only opportunity for learning about Home s type without a ratified CTA is observing whether or not a terrorist event occurred in the aid stage. This is a noisy indicator of Home s counterterrorism effort because the probability there is a terror event is a mapping from equilibrium counterterrorism investment, ε 1, such that Pr (Terror ε 1 ) = e ε 1. where ε 1 is the equilibrium level of counterterror investment that Home expends. Second, consider the information environment if Home ratifies. In this equilibrium, Foreign observes an additional piece of information about the level of counterterrorism investment that Home made, whether or not Home met the benchmark laid out by the CTA. Whether or not Home meets the benchmark is a function of their equilibrium counterterrorism investment, ε 1, such that Pr (Benchmark ε 1 ) = 1 e ε 1. Foreign observes whether Home met the benchmark in addition to whether a terror event occurs in this equilibrium. 14 This analysis focuses on Perfect Bayesian Equilibrium of the model described above. 13

15 Figure 2: Equilibrium Enforcement Counterterrorism Investment (ε) Resource Constraint (r H + a) Home s Type (β H ) Aid Levels, Aid Conditionality, and Counterterrorism Spending Note that counterterrorism spending is a mapping from Home s type, β H, resource constraint r H, and the level of aid which Foreign provides in equilibrium, a. Home s type determines how much Home would like to spend and the amount of aid and resources determines the upper bound on what Home can spend. ε 2 min{ln(β H ),r H + a 1 withdraw (c)} (1) The black line in Figure 2 shows the equilibrium mapping from type (β H ) on the horizontal axis to counterterrorism investment (ε) on the vertical axis. Types to the left of the dashed line invest less than their resource constraint (r H + a). The dotted area thus represents the loss from giving more aid than Home actually invests in aid. The types to the right of the dashed line invest less than if more aid was received; this loss is represented by the cross-hatched area to 14

16 the right of the dashed line. Let f (ε c 2 ) denote the probability of a terrorist event if Foreign reduces aid and f (ε c 2 ) denote the probability of a terrorist event if it does not. Foreign s choice is between reducing aid, which reaps a savings of c but may increase the likelihood of a terror event occurring because it tightens the budget constraint on Home. Given this equilibrium investment in the Conditionality Phase from equation 1 and balancing these two types of loss, Foreign enacts conditionality if: β F < E F [ ] c f (ε c 2 ) f (ε c ) (2) Equation 2 shows that Foreign withdraws aid if the level of negative externalities it experiences from terrorism in Home are less than the savings from reducing aid divided by its subjective expectation of the increased risk of a terrorist attack when aid levels are reduced. Foreign balances the tradeoff between the risk of a terrorist event occurring if aid is withdrawn and the expected savings due to a reduction in aid given its now more pessimistic beliefs about Home s type. There are a limited number of conditionality strategies that Foreign may pursue. In the Ratify equilibrium the only possible strategy for conditionality is to withdraw aid if a terrorist event occurs. In the Ratify equilibrium, Foreign has an additional point of information to condition on, whether or not the benchmark of the CTA was met. This gives Foreign two possible conditionality strategies in the Ratify equilibrium: 1) strict conditionality, in which Foreign reduces aid level if either a terrorist event occurs or Home does not meet the benchmarks of the CTA, and 2) weak conditionality, in which Foreign only reduces the level of aid if both a terrorist event occurs and the benchmark of the CTA is not met. Foreign s level of interest in counterterrorism in Home (β F ) determines the counterterrorism strategy it can credibly 15

17 pursue in equilibrium. The more negative externalities it feels from transnational terrorism, the less it is able to credibly reduce aid provided to Home. Similarly, the less informed Foreign is the less willing it is to reduce aid. Figure 3 shows equilibrium conditionality strategies. Figure 3: Equilibrium Behavior { Ratify Strict Conditionality Weak Conditionality No Conditionality { Ratify Conditionality No Conditionality β F Foreign s conditionality strategy influences how much Home is willing to invest in the Aid Stage. If aid is reduced when Home fails to meet the benchmarks of the CTA or a terrorist event occurs, Home invests more in counterterrorism in order to reduce the risk of aid being reduced. Let ε 1 denote equilibrium counterterrorism investment in the Aid Stage this is defined in the Appendix. Given this and that β F > θ, Foreign plays level of aid such that a E[ε 1 ] r H (3) The first observable implication is that when Home ratifies it receives more aid in equilibrium. Formally, a R a R > 0 (4) As Figure 3 illustrates, aid is provided for a wider range in equilibrium when Foreign ratifies. Additionally, Foreign is willing to pay a larger amount of aid, a, if Home ratifies. Below I test the implication that states that ratify counterterrorism agreements receive more foreign aid than 16

18 states that do not as Hypothesis 1: Hypothesis 1: States that ratify international counterterrorism agreements receive more aid than states that do not. There are many examples of this type of behavior by donors of aid. For instance, in early 2004, the Philippines ratified The Convention for the Suppression of Terrorist Financing. This ratification was associated with a twelve million dollar increase in average security and counterterrorism related aid per year form the United States. Similarly, when Pakistan acceded to the Convention for the Suppression of Terrorist Bombings in 2009, it saw an increase of almost 5.5 million average security and counterterrorism aid dollars per year from the United States. The second implication that I test is that CTA ratification makes foreign aid more effective at reducing transnational terrorism. This is because, as shown in Equations 6-10 above, the increased transparency CTAs introduce causes aid recipients to hedge against the risk of conditionality in equilibrium by investing more of the aid in counterterrorism. Effectively, the risk of conditionality shifts the line in the left half of Figure 2 upwards, such that all types who ratify invest more of the aid they receive in counterterrorism. I test this implication as Hypothesis 2: Hypothesis 2: Foreign aid is marginally more effective at reducing transnational terrorism when states have ratified counterterrorism agreements. Deciding to Ratify Ratification increases the amount of aid Home receives, but also increases the risk of conditionality because Foreign is better informed. Therefore, when deciding to ratify or not, Home 17

19 balances potential aid increases due to ratification with the increased risk of conditionality that CTAs elicit. Formally Home ratifies if β H β R, a cutpoint defined in the Appendix. This shows that ratification does have some screening properties, only types greater than cutpoint β R ratify. However, this screening only occurs when agreements increase the risk of conditionality or its severity. In this way, the agreements ability to screen is dependent on its ability to constrain. The screening that does occur is dependent on the higher risk of aid conditionality due to increased transparency that CTAs introduce. Research Design This section considers to what extent CTAs operate through the aid conditionality mechanism presented formally above. This mechanism posits that ratifying states will put more effort toward counterterrorism in order to hedge against a greater risk of conditionality because of the transparency that CTA benchmarks introduce (Hypothesis Two). Because states which ratify are induced to spend more on counterterrorism aid, we also expect them to receive more aid after ratifying (Hypothesis One). I test these expectations below. I first test Hypothesis One, that states which ratify CTAs receive more foreign aid, with a series of least squares fixed effects models with logged foreign aid as the dependent variable. I present results from models both with and without the lagged dependent variable as a covariate to account for temporal effects. I take a instrumental variable approach in the last two of these models to account for state selection into CTAs in order to test the implication that states which ratify CTAs see increases in foreign aid. I then test Hypothesis Two, that aid is a marginally more effective counterterrorism tool 18

20 when aid recipients have ratified CTAs, with a series of negative binomial count models using the number of transnational terrorism events as the dependent variable. The interaction between treaty capital and foreign aid captures the proposition that aid will be marginally more effective in states that ratify. To account for the fact that transnational terrorist attacks are a fairly rare event I employ a Zero Inflated Negative Binomial event count model using the number of terrorist events perpetrated by a countries nationals in each year as the dependent variable. The results of these models generally concord with those found in the instrumental variable models and are presented in the appendix. Below I briefly describe the data used in this study before turning to the empirical results. CTA Ratification and Counterterrorism Treaty Capital Index Following the approach to measuring participation in multiple treaties taken in Arvind Magesan s study of human rights agreements (2013), I construct a Counterterrorism Treaty Capital Index based on ratification data for each of the UN counterterrorism conventions presented in Table 1. This creates a measure state participation in the multiple counterterrorism conventions summarized above. Because the number of agreements available for ratification is increasing in time, using a simple count of the number of agreements ratified is undesirable. Instead, treaty participation is measured using an index, denoted by K i t, such that: K i t T i t W t (5) where T i t is the total number of conventions ratified by state i at time t and W t is the average number ratified worldwide at time t. This gives each country a score of their participation rel- 19

21 Figure 4: Treaty Capital ative to other states, which has desirable properties for accounting for temporal trends and the fact that the number of agreements available to ratify varies over time. Figure 4 plots the treaty capital over time of some key states in the fight against terrorism: Pakistan, The Philippines, Colombia, India, and Turkey. As the figure illustrates, treaty capital for these countries spiked in 1971 and after In particular, Pakistan and Colombia saw a stark decreases and increases in treaty capital between 1968 and

22 Control Variables Each model includes control variables for GDP per Capita and Population (measured in thousands). I also control for whether the country is in a civil conflict using the UCDP/PRIO Armed Conflict Dataset (Thermer and Wallensteen 2014), as this may drastically influence rates of terrorism (Findley and Young 2012). I use the Polity/Freedom House combined imputed regime type variable as a measure of regime type to account for the finding that democratic participation may reduce transnational terrorist incidents a country. 15 This measure ranges from 0-10 where 0 is the least democratic and 10 is the most democratic. The variable is a average of freedom house and polity indexes. The imputed version allows for better coverage and fewer missing values than alternative measures. Hadenius & Teorell show that this average index performs better both in terms of validity and reliability than its constituent parts (2005). I also control for years post-2001 due to possible changes in state and terrorist strategy following the World Trade Center bombings (Enders and Sandler 2005) and for post Cold War to account for possible changes in strategies of foreign aid after the fall of the Soviet Union. To account for temporal dynamics models are also included with the lagged dependent variable as a regressor following the approach of Beck and Katz (2009). In the aid allocation models for Hypothesis One I also include UN ideal point (Voeten, Bailey and Strezhnev Forthcoming) to control for the fact that states who are close to donors ideal point in UN voting tend to receive higher levels of foreign aid. In the terror events models for Hypothesis Two I control for colonial legacy (Alesina and Dollar 2000) and interstate rivalry (Thompson and Dreyer 2011) and the Amnesty International political terror measure of torture and extrajudicial killings. 15 For example, see Li (2005) 21

23 Transnational Terrorism The number of events perpetrated by nationality is drawn from the ITERATE dataset on transnational terrorism. The number of transnational terror events perpetrated by nationals of each state is drawn from the ITERATE dataset on transnational terrorism (Mickolus et al. 2011). Because it is based on media reports, one potential issue with this dataset is that non-reporting bias may bias the results if the likelihood of an event being reported and the perpetrator nationality being known is correlated with independent variables of interest. This is unlikely to be the case, and if anything the enhanced monitoring and reporting brought by the ratification of treaties should bias estimates of the impact of CTAs against the predicted relationship, because events in ratifying states will be more likely to be included. Foreign Aid In the theoy and discussion above, aid was posited to effect terrorism broadly by building oppotunity as well as bolstering the capacity of the state. Therefore, I measure foreign aid using the AidData recipient aggregates from donors and international organizations (Tierney et al. 2011). To ease interpretation, foreign aid is measured in tens of millions dollars. One of the potential issue when assessing the impact of international agreements is the possibility of selection bias. Because states decide whether or not to join treaties and are not randomly assigned to ratification, empirical studies which do not take the decision to ratify into account may bias their results. For instance, states who expect to comply may join treaties more often that other states. If one simply looked at compliance levels they would appear to be quite high, but in reality the agreement has little or no impact (Downs, Rocke and Barsoom 1996). 22

24 To avoid such spurious inferences, I take into account the ratification process in my empirical model in three ways: In the results presented in the main text, I include fixed effects to control for unobserved unit heterogeneity (Wilson and Butler 2007) and I lag Treaty Capital by one year to help account for endogeniety. In the appendix, I employ instrumental variable models to account for state selection into the convention as a robustness check. Results I find broad support for each hypothesis. To test the first hypothesis I create an index of how many counterterrorism agreements states have signed and find that states which have higher scores on this index receive more foreign aid. Because donors believe aid will be used more effectively in ratifying countries, they are willing to spend more aid in states which have ratified, leading to substantial increases in foreign aid receipts. Second, I find that foreign aid is effective at reducing transnational terrorism in states which ratify counterterrorism agreements, however in states which do not ratify CTAs foreign aid increases the number of expected terror attacks. Table 3.1 presents the results for models testing Hypothesis One that state which ratify will receive more foreign aid. The positive and statistically significant coefficient Treaty Capital suggests that states with a higher treaty capital, those states which ratify more treaties relative to other states, are more likely to receive aid. Furthermore, the fixed effects models capture that states see an increase in foreign aid when their stock of treaty capital increases. Because the dependent variable is logged these coefficints of the log-linear model can be interpreted as the percentage change in the dependent variable for a unit increase of the de- 23

25 Table 3: Foreign Aid Allocation: Fixed Effects Models Foreign Aid Foreign Aid Foreign Aid (logged) (logged) (logged) Treaty Capital (lagged) (0.0711) (0.557) (0.321) GDP per Capita (0.0703) (0.0701) (0.0374) Population (0.0138) (0.0139) ( ) Civil Conflict (0.303) (0.355) (0.197) Regime Type (0.0788) (0.0798) (0.0431) UN Ideal Point (0.568) (0.532) (0.299) Post Cold War (0.345) (0.354) (0.232) Post (0.185) (0.298) (0.159) Lag Foreign Aid (logged) (0.0359) Fixed Effects YES YES YES Instrumental Variable NO YES YES Observations Standard errors in parentheses p < 0.05, p < 0.01, p <

26 pendent variable. Thus these results indicate that a one unit increase in foreign aid results in a 17 percent increase in foreign aid in the model without instrumental variable. Moving from the mean value of about 0 on treaty capital to the nintieth percentile 2.3 results in about a about 40 percent increase in foreign aid. However in the models with instrumental variables suggest that a one unit increase in treaty capital results in a increase in foreign aid by 83 percent to 175 percent. These models suggest that increases of one thousand in GDP per capita result in between a 19 percent to 35 percent reduction in Foreign aid. UN ideal point increase by 1 leads to between a 123 and 227 percent increase in foreign aid. Post cold war leadsd to an increase of between 100 and 200 percent. Post 2001 was only significant for the first model instrumental variable and lagged dependent variable, however the relationship was positive in each of the models. To ease interpretation, I present the marginal effects of moving from the mean of each variable to the 90th percentile value of that variable on the percent change in foreign aid, other variables held constant, for the right hand column full model with fixed effects, instrumental variable, and lagged dependent variable are presented graphically in Figure 3.2. These results suggest that treaty capital does have a statistically significant and substantive effect on expected levels of foreign aid. States which ratify CTAs at the 90th percentile of treaty capital see a increase in the amount of foreign aid that they receive over what those at the mean value of treaty capital receive of about 200 percent. Table 4 presents the results of the negative binomial count models used to test Hypothesis Two. he first model from the left is a fixed effects negative binomial model. The next model is the same except it does not include foreign aid or its interaction with treaty capital. The next model is the same as the first except it includes the lagged dependent variable. The column 25

27 Figure 5: Ratification and Aid: Percent Increase in Foreign Aid Moving from Mean to Ninetieth Percentile of Variable 26

28 Figure 6: Treaty Capital and Transnational Terrorism: Marginal Effects at Means furthest to the right is the same as the third except it does not include the foreign aid terms. The interaction between treaty capital and foreign aid is significant and negative for a wide range of model specifications. Note that the coefficient on foreign aid is positive and significant, echoing findings of moral hazard in aid for counterterrorism found by previous studies. This result may also due to strategic allocation of aid on the part of donors. Figure 6 illustrates the marginal effect of foreign aid on the number of transnational terrorism events for different values of treaty capital. This shows that states with low treaty capital increases terrorism, however when states have ratified many CTAs and have high treaty capital, foreign aid reduces the number of transnational terrorist attacks. 27

29 Table 4: Fixed Effects Negative Binomial Models FE Neg. Binomial FE Neg. Binomial FE Neg. Binomial FE Neg. Binomial Treaty Capital (lagged) (0.0248) (0.0234) (0.0248) (0.0234) Foreign Aid ( ) ( ) Treaty Cap.x For. Aid ( ) ( ) Population ( ) ( ) ( ) ( ) GDP per Capita ( ) ( ) ( ) ( ) Regime Type (0.0157) (0.0155) (0.0157) (0.0156) Political Terror (0.0405) (0.0406) (0.0409) (0.0410) Civil Conflict (0.0841) (0.0845) (0.0840) (0.0842) Post Cold War (0.0662) (0.0662) (0.0661) (0.0661) Post (0.0936) (0.0932) (0.0941) (0.0936) Rivalry (0.0954) (0.0952) (0.0957) (0.0956) Colonial Legacy (0.142) (0.140) (0.142) (0.141) Lagged DV ( ) ( ) Constant (0.219) (0.218) (0.219) (0.219) Observations Fixed Effects YES YES YES YES Instrumental Variable NO NO NO NO Standard errors in parentheses p < 0.05, p < 0.01, p <

30 This negative and statistically significant interaction coefficient suggests that treaty ratification can help mitigate this moral hazard in the delivery of foreign aid for counterterrorism by increasing transparency. I include models without foreign aid or the interaction term and find that while the sign of treaty capital is negative, it is not statistically significant. The main effect of treaty capital is not significant in any of the models, suggesting that the effect of CTAs operates through the mechanism of increased foreign aid efficacy as suggested in Hypothesis Two rather than through other mechanisms. Conclusion In this paper I have shown how international agreements help mitigate problems in the allocation of counterterror aid by increasing observability of agent actions. The statistical results support the propositions that states who ratify receive more foreign aid, and that the aid is marginally more effective as a counterterrorism tool when recipient states have ratified CTAs. These results suggest that the international counterterrorism regime is often at least marginally effective at accomplishing its goal. The results also suggest that the proposed Comprehensive Convention on International Terrorism, which is currently being negotiated in the United Nations General Assembly may be of great importance to the international effort to foster cooperation for combating transnational terrorism. The results presented here suggest that careful design of the agreement to especially focus on developing new and expanding the existing reporting and transparency mechanisms which have made prior agreements effective would be advisable. Clearly defining what constitutes a terrorist offense, the duties of states to investigate and prosecute such offenses, and 29

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