A dynamic model of insurgency the case of the war in iraq (Larry Blank)
.pdfBlank et al.: A Dynamic Model of Insurgency
5. Data from the Iraq War
A comprehensive report by the Brookings Institution, "Iraq Index: Tracking Variables of Reconstruction & Security in Post-Saddam Iraq," contains data on U.S. troop fatalities, number of U.S. troops wounded, non-U.S. and U.K. coalition military fatalities, estimates of Iraqi civilians killed, number of multiple fatality bombings in Iraq, number kidnapped, estimated strength of the insurgency, number of foreign fighters in the insurgency, size of Iraqi security forces on duty, and many other variables. All of the data used for this study came from this report and the report is updated frequently (www.brookings.edu/iraqindex). The U.S. Department of Defense also provides many statistics concerning Operation Iraqi Freedom (OIF) including number of active duty military personnel engaged in OIF and number of military personnel killed and wounded in action.
In Table 2, the first column contains the number of U.S. troops in Iraq and the second column contains the number of coalition troops, excluding Iraqi security forces. The third column contains the number of individuals making up the Iraqi security forces (which includes the police and the armed forces) and the fourth column is the total size of the U.S.-led coalition which includes the Iraqi security forces.
Table 3 contains more data taken from the Brookings Institution report. The first column contains number of multiple fatality bombings where a multiple fatality bombing includes improvised explosive devices (IEDs) and roadside bombs that caused at least three fatalities. The numbers increased from March 2003 to December 2006 indicating the growth in the insurgency over this period. The second column contains estimates of the total number of insurgents detained or killed which the Brookings report states are very rough figures. If they are correct, they indicate a roughly constant level of insurgent fatalities and capture rate. The third column contains the estimated strength of the insurgents or number of insurgents in Iraq. These numbers are again very rough estimates. The fourth column contains number of daily attacks by insurgents and militias. These figures show an increasing trend from March 2003 to November 2006, similar to the number of bombings.
After the initial push into Iraq in March 2003, a significant number of U.S. and coalition troops were withdrawn after meeting little resistance. The size of the coalition (excluding Iraqi forces) fell from 173,000 troops in May 2003 to 139,000 troops in February 2004. With the onset of the insurgency in late 2003 and early 2004, the size of the coalition (excluding Iraqi forces) was increased and remained close to 162,000 troops in 2004 and most of 2005. More U.S. troops were sent into Iraq towards the end of 2005 as a precautionary measure due to the national election in Iraq and were withdrawn shortly thereafter. Between 153,000 and 160,000 coalition troops (excluding Iraqi forces) remained in Iraq throughout
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Peace Economics, Peace Science and Public Policy, Vol. 14 [2008], Iss. 2, Art. 1
Table 2. Size of the U.S.-led Coalition (Brookings Institution Report: "Iraq Index: Tracking Variables of Reconstruction & Security in Post-Saddam Iraq")
|
|
U.S. and Coalition |
|
U.S.-led Coalition |
|
|
Troops (excluding |
Iraqi Security |
(including Iraqi |
May 2003 |
U.S. Troops |
Iraqi forces) |
Forces |
Security Forces) |
150,000 |
173.000 |
7,000-9,000 |
|
|
June |
150,000 |
171,000 |
N/A |
|
July |
149,000 |
170,000 |
30,000 |
200,000 |
August |
139,000 |
161,000 |
37,170 |
198,170 |
September |
132,000 |
156,000 |
44,200 |
200,200 |
October |
131,000 |
156,000 |
66,800 |
222,800 |
November |
123,000 |
146,900 |
94,800 |
241,700 |
December |
122,000 |
146,500 |
99,600 |
246,100 |
January 2004 |
122,000 |
147,600 |
108,800 |
256,400 |
February |
115,000 |
139,000 |
125,000 |
264,000 |
March |
130,000 |
154,000 |
134,991 |
288,991 |
April |
137,000 |
162,000 |
124,253 |
286,253 |
May |
138,000 |
162,000 |
135,712 |
297,712 |
June |
138,000 |
161,000 |
145,317 |
306,317 |
July |
140,000 |
162,000 |
95,088 |
257,088 |
August |
140,000 |
163,700 |
91,468 |
255,168 |
September |
138,000 |
162,600 |
98,708 |
261,308 |
October |
138,000 |
162,000 |
110,998 |
272,998 |
November |
138,000 |
162,000 |
113,506 |
275,506 |
December |
148,000 |
173,000 |
118,009 |
291,009 |
January 2005 |
150,000 |
175,300 |
125,373 |
300,673 |
February |
155,000 |
180,000 |
141,761 |
321,761 |
March |
150,000 |
172,000 |
151,618 |
323,618 |
April |
142,000 |
164,000 |
159,493 |
323,493 |
May |
138,000 |
161,000 |
168,227 |
329,227 |
June |
135,000 |
158,000 |
168,674 |
326,674 |
July |
138,000 |
161,000 |
173,900 |
334,900 |
August |
138,000 |
161,000 |
182,900 |
343,900 |
September |
138,000 |
160,000 |
192,100 |
352,100 |
October |
152,000 |
174,000 |
211,000 |
385,000 |
November |
160,000 |
183,000 |
214,000 |
397,000 |
December |
160,000 |
183,000 |
223,700 |
406,700 |
January 2006 |
136,000 |
157,000 |
227,300 |
384,300 |
February |
133,000 |
153,000 |
232,100 |
385,100 |
March |
133,000 |
153,000 |
250,500 |
403,500 |
April |
132,000 |
152,000 |
253,700 |
405,700 |
May |
132,000 |
152,000 |
265,600 |
417,600 |
June |
126,900 |
146,900 |
264,600 |
411,500 |
July |
130,000 |
149,000 |
269,600 |
418,600 |
August |
138,000 |
157,000 |
298,000 |
455,000 |
September |
144,000 |
162,000 |
307,800 |
469,800 |
October |
144,000 |
161,200 |
312,400 |
473,600 |
November |
140,000 |
158,000 |
323,000 |
481,000 |
December |
140,000 |
155,200 |
323,000 |
478,200 |
January 2007 |
132,000 |
146,650 |
323,000 |
469,650 |
February |
135,000 |
149,010 |
323,180 |
472,190 |
March |
142,000 |
155,205 |
329,800 |
485,005 |
April |
146,000 |
159,196 |
333,100 |
492,296 |
May |
149,700 |
161,812 |
348,700 |
510,512 |
June |
157,000 |
168,524 |
353,100 |
521,624 |
July |
160,000 |
171,508 |
353,100 |
524,608 |
August |
162,000 |
173,685 |
359,700 |
533,385 |
September |
168,000 |
180,279 |
359,700 |
539,979 |
October |
171,000 |
182,668 |
359,700 |
542,368 |
November |
162,000 |
173,589 |
429,630 |
603,219 |
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Blank et al.: A Dynamic Model of Insurgency
Table 3. Bombings and Number of Daily Attacks by Insurgents (Brookings
Institution Report: "Iraq Index: Tracking Variables of Reconstruction & Security in Post-Saddam Iraq")
|
Number of Multiple |
Number of Insurgents |
Number |
Number of Daily Attacks |
||
May 2003 |
Fatality Bombings |
Detained and Killed |
of Insurgents |
by Insurgents and Militia |
||
0 |
1000 |
|
|
|
|
|
June |
0 |
1000 |
|
|
8 |
|
July |
1 |
1000 |
|
|
16 |
|
August |
4 |
1000 |
|
|
18 |
|
September |
3 |
750 |
|
|
25 |
|
October |
13 |
750 |
|
|
32 |
|
November |
6 |
3,000 |
5,000 |
|
32 |
|
December |
14 |
1,000 |
5,000 |
|
19 |
|
January 2004 |
9 |
2,500 |
3,000-5,000 |
|
19 |
|
February |
17 |
2,000 |
NA |
|
21 |
|
March |
9 |
1,750 |
NA |
|
24 |
|
April |
9 |
2,000 |
5,000 |
|
53 |
|
May |
9 |
2,000 |
15,000 |
|
53 |
|
June |
19 |
1,220 |
15,000 |
|
45 |
|
July |
11 |
1,000 |
20,000 |
|
47 |
|
August |
13 |
2,500 |
20,000 |
|
77 |
|
September |
16 |
2,500 |
20,000 |
|
58 |
|
October |
17 |
2,000 |
20,000 |
|
61 |
|
November |
11 |
3,000 |
20,000 |
|
77 |
|
December |
17 |
2,000 |
more than 20,000 |
|
52 |
|
January 2005 |
28 |
2,500 |
18,000 |
|
61 |
|
February |
18 |
1,000 |
18,000 |
|
54 |
|
March |
13 |
1,000 |
16,000 |
|
45 |
|
April |
21 |
1,000 |
16,000 |
|
60 |
|
May |
36 |
2,000 |
16,000 |
|
70 |
|
June |
34 |
2,000 |
15,000-20,000 |
|
70 |
|
July |
26 |
2,000 |
no more than 20,000 |
70 |
|
|
August |
27 |
3,000 |
NA |
|
70 |
|
September |
46 |
3,000 |
NA |
|
90 |
|
October |
39 |
2,000 |
15,000-20,000 |
|
100 |
|
November |
41 |
2,000 |
15,000-20,000 |
|
90 |
|
December |
21 |
2,000 |
15,000-20,000 |
|
75 |
|
January 2006 |
30 |
2,000 |
15,000-20,000 |
|
75 |
|
February |
39 |
2,000 |
15,000-20,000 |
|
75 |
|
March |
37 |
2,000 |
15,000-20,000 |
|
75 |
|
April |
40 |
2,000 |
20,000+ |
|
80 |
|
May |
56 |
2,000 |
20,000+ |
|
100 |
|
June |
57 |
2,500 |
20,000+ |
|
100 |
|
July |
53 |
2,500 |
20,000+ |
|
140 |
|
August |
52 |
2,500 |
20,000+ |
|
160 |
|
September |
57 |
2,500 |
20,000+ |
|
170 |
|
October |
56 |
2,500 |
20,000-30,000 with militias |
180 |
|
|
November |
65 |
2,500 |
|
|
185 |
|
December |
69 |
|
|
|
|
|
January 2007 |
44 |
|
|
|
|
|
February |
56 |
|
|
|
|
|
March |
51 |
|
|
|
|
|
April |
53 |
|
|
|
|
|
May |
42 |
|
|
|
|
|
June |
39 |
|
|
|
|
|
July |
43 |
|
|
|
|
|
August |
28 |
|
|
|
|
|
September |
30 |
|
|
|
|
|
October |
34 |
|
|
|
|
|
November |
22 |
|
|
|
|
|
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Peace Economics, Peace Science and Public Policy, Vol. 14 [2008], Iss. 2, Art. 1
most of 2006. Throughout the conflict, however, U.S. troops have been sent into Iraq in response to more insurgent attacks. Some of these U.S. troops have come from neighboring Kuwait. Thus the size of the coalition has responded to conditions on the ground and the net recruitment rate coefficient of the coalition has been positive in many instances. The insurgent attacks also steadily increased (Figure 5) which suggests that the insurgents have responded to the coalition’s presence and the net recruitment rate coefficient of the insurgents was positive prior to the surge.
Figure 5. Size of Coalition and Number of
Insurgent Attacks
Attacks |
200 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
600000 |
150 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
500000 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
400000 |
||
Insurgent |
100 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
300000 |
50 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
200000 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
100000 |
||
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
||
0 |
July-03 |
October |
Jan-04 |
|
July |
October |
Jan-05 |
April July |
October |
Jan-06 |
|
July |
October |
Jan-07 |
0 |
|
|
April |
April |
April |
|||||||||||||
|
|
|
|
|
|
|
|
|
Date |
|
|
|
|
|
|
|
|
|
Insurgent Attacks |
|
Coalition Size |
|
|
|
||
|
|
|
||
|
|
|
|
|
The "surge" of 30,000 U.S. troops into Iraq which began in early 2007, has been reported to have been successful. The number of U.S.-troop fatalities decreased from 84 in January 2007 to 35 in November 2007 (Iraq Index: Tracking Variables of Reconstruction & Security in Post-Saddam Iraq, November 29, 2007, pg.16). The estimated number of Iraqi civilian fatalities decreased from 2,800 in January 2007 to 800 in October 2007 (Iraq Index, pg. 4).
6. Summary and Conclusions
In this paper, a system of differential equations was used to model the insurgency in Iraq. What differentiated this model from other models of conflict was that the presence of U.S.-led forces was allowed to have two competing effects on the number of insurgent attacks: (1) it could lead to more attacks by insurgents and
(2) it could lead to fewer attacks. Similarly, the model allowed for the number of attacks by insurgents to increase or decrease the size of the coalition.
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Blank et al.: A Dynamic Model of Insurgency
There are several policy implications that are derived from the model of insurgency. In particular, movement toward the conditions for coalition victory require (a) increasing the combat effectiveness of the coalition, (b) lowering the recruitment rate of the insurgents, (c) reducing the combat effectiveness of the insurgents, and/or (d) increasing the recruitment rate of the coalition. Different strategies and tactics have been deployed by the U.S.-led coalition throughout the conflict. The recent success of the "surge" for example, is not only due to an increase in the recruitment rate of the coalition but also due to tactics used there. As stated by Time Magazine:
But the most significant change that Petraeus brought to Iraq has to do with how troops are deployed. Previously, most U.S. troops had been sequestered in five huge military bases. They would patrol the collapsing cities, usually in motorcades, and then return to their fortresses. Petraeus established a network of joint security stations in the neighborhoods of Baghdad and its environs where U.S. troops and Iraqi forces live and work together. That created a constant military presence in the streets. This heavily armed version of community policing was a central tenet of the counterinsurgency doctrine that Petraeus helped develop during his time at Fort Levenworth (December 31, 2007, pg.110).
This tactic served to reduce the recruitment rate of the insurgents and increase the combat effectiveness of the coalition.
There is evidence that the surge has worked. Multiple fatality bombings have decreased along with the number of Iraqi civilian deaths. Furthermore, Iraqi citizens who fled Iraq are now starting to return. There are, however, problems that remain. The Iraqi government has not been able or willing to fully integrate the Sunnis into the dominant Shi'ite-led parliament and armed forces. Without a political reconciliation between the groups, little may be accomplished by the government.
The drop in violence that has occurred in Iraq since the "surge" may be temporary. As stated by Time Magazine:
The U.S. military has recruited thousands of Sunni insurgents to join the fight against jihadist groups like al-Qaeda, but the Shi'ite militias mainly responsible for last year's sectarian carnage remain largely untouched. In August, Muqtada al-Sadr, leader of the Mahdi Army, ordered it not to attack American troops. But U.S. commanders on the ground know there was no goodwill behind the decision. "It wasn’t because Sadr saw Jesus--let's put it that way,"
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Peace Economics, Peace Science and Public Policy, Vol. 14 [2008], Iss. 2, Art. 1
says Major Christopher Coglianese, a staff officer in Baghdad. More likely, the Mahdi Army is waiting for the Americans to begin their drawdown from Baghdad next year. Sunnis worry that when the U.S. troops leave, the Shi'ite militias will resume their programs (December 24, 2007, pp. 59-61).
Some type of limited U.S. presence in Iraq may need to be maintained to keep the violence from returning. This is consistent with the model of insurgency in that the equilibrium in which C = 0 and I = 0 (there is no coalition presence in Iraq and insurgent attacks are zero), is unstable.
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