econstor A Service of zbw Make Your Publications Visible. Leibniz-Informationszentrum Wirtschaft Leibniz Information Centre for Economics Jaeger, David A.; Paserman, Marco Daniele Working Paper The cycle of violence? An empirical analysis of fatalities in the Palestinian-Israeli conflict IZA Discussion Papers, No. 1808 Provided in Cooperation with: Institute for the Study of Labor (IZA) Suggested Citation: Jaeger, David A.; Paserman, Marco Daniele (2005) : The cycle of violence? An empirical analysis of fatalities in the Palestinian-Israeli conflict, IZA Discussion Papers, No. 1808 This Version is available at: http://hdl.handle.net/10419/33236 Standard-Nutzungsbedingungen: Terms of use: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Zwecken und zum Privatgebrauch gespeichert und kopiert werden. Documents in EconStor may be saved and copied for your personal and scholarly purposes. 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Daniele Paserman October 2005 Forschungsinstitut zur Zukunft der Arbeit Institute for the Study of Labor The Cycle of Violence? An Empirical Analysis of Fatalities in the Palestinian-Israeli Conflict David A. Jaeger College of William and Mary and IZA Bonn M. Daniele Paserman Hebrew University, CEPR and IZA Bonn Discussion Paper No. 1808 October 2005 IZA P.O. Box 7240 53072 Bonn Germany Phone: +49-228-3894-0 Fax: +49-228-3894-180 Email: [email protected] Any opinions expressed here are those of the author(s) and not those of the institute. Research disseminated by IZA may include views on policy, but the institute itself takes no institutional policy positions. The Institute for the Study of Labor (IZA) in Bonn is a local and virtual international research center and a place of communication between science, politics and business. IZA is an independent nonprofit company supported by Deutsche Post World Net. The center is associated with the University of Bonn and offers a stimulating research environment through its research networks, research support, and visitors and doctoral programs. IZA engages in (i) original and internationally competitive research in all fields of labor economics, (ii) development of policy concepts, and (iii) dissemination of research results and concepts to the interested public. IZA Discussion Papers often represent preliminary work and are circulated to encourage discussion. Citation of such a paper should account for its provisional character. A revised version may be available directly from the author. IZA Discussion Paper No. 1808 October 2005 ABSTRACT The Cycle of Violence? An Empirical Analysis of Fatalities in the Palestinian-Israeli Conflict* This paper studies the dynamics of violence in the Palestinian-Israeli conflict since the outbreak of the Second (or “Al-Aqsa”) Intifada in September 2000, during which more than 3,300 Palestinians and more than 1,000 Israelis have been killed. The conflict has followed an uneven pattern, with periods of high levels of violence and periods of relative calm. Using data on the number of deaths occurring each day between September 2000 and January 2005, we estimate reaction functions for both Israelis and Palestinians and find evidence of unidirectional Granger causality from Palestinian violence to Israeli violence, but not vice versa. This finding is consistent whether we look only at the incidence of fatalities or whether we look at the level of fatalities, and is robust to the specification of the lag structure and the level of time aggregation. We find little evidence that violence on either side has a direct deterrent or incapacitation effect. We do find, however, that successful assassination attempts do reduce the number of subsequent Israeli fatalities. We conclude that, despite the popular perception that Palestinians and Israelis are engaged in “tit-for-tat” violence, there is no evidence to support that notion. JEL Classification: Keywords: C32, D71, D74, H56 Intifada, terrorism, Granger causality Corresponding author: David A. Jaeger Department of Economics College of William and Mary Williamsburg, VA 23187-8795 USA E-mail: [email protected] * We thank Tatiana Slobodnitsky, Tamar Roth, Yaron Aronshtam, Eran Ben-Ari, and Lisa Andruyszyn for outstanding research assistance, Suhair Abdi and Yael Handelsman of B’Tselem for discussions about data as well as providing data on suicide bombings, Maj. Gen. (ret.) Netzach Mashiach for providing us the data on the separation barrier, and Noam Zussman for helpful comments and for providing us the data on assassination attempts. We also thank Joshua Angrist, Daniel Hamermesh, Stephen Cecchetti, Esteban Klor and seminar participants at IZA, CERGE-EI, the Max Planck Institute for Human Development, RWI-Essen, the Tinbergen Institute, Hebrew University, the ENS program at the Samuel Neaman Institute, Tel-Aviv University, the NBER Summer Institute, and the University of Wisconsin for comments on preliminary results. David Jaeger acknowledges financial support from the Alexander von Humboldt Stiftung and IZA. Daniele Paserman acknowledges financial support from the Samuel Neaman Institute at the Technion. C8*! 0<6;! ,*9*2;! <1;=1,6;! <N! ;8*! 5#4*6;%2%#2KX6,#*4%! 9<2N4%9;F! 9<00<24E! B2</2! #6! ;8*! D*9<2&F!<,!['4K'\6#]F!X2;%N#&#F_!8#6!94#%0*&!;8*!4%$*6!<N!0<,*!;8#2!^F^??!5#4*6;%2%#26!#2&!0<,*! ;8#2! _F???! X6,#*4%6! 6%29*! %;6! <1;=,*#B! %2! 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Table 1 Demographic Distribution of Fatalities for Israelis and Palestinians Israelis N Palestinians N Share Share All 994 Total Number of Fatalities 3,244 Females 310 .312 157 .048 Age Children (0-17) Young Adults (18-23) Young Adults (24-29) Adults (30-59) Elderly (60 or older) Age unknown 109 303 117 356 102 7 .110 .305 .118 .358 .103 .007 636 1,019 747 689 50 103 .196 .314 .230 .212 .015 .032 Civilians 690 Total Number of Fatalities 2,949 Females 277 .401 157 .053 Age Children (0-17) Young Adults (18-23) Young Adults (24-29) Adults (30-59) Elderly (60 or older) Age unknown 109 78 76 318 102 7 .158 .113 .110 .461 .148 .010 635 925 642 619 47 81 .215 .314 .218 .210 .016 .027 Note: The Israeli count includes all civilians and members of the security forces killed during this period, either in Israel (within the 1948 borders) or in the Territories, as well as foreign civilians killed by Palestinians. The Palestinian count includes all civilians and members of the security forces, as well as foreign civilians killed by Israeli security forces and civilians. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 2 Number and Daily Rate of Fatalities, Israelis and Palestinians, by Period Barak Sharon Gov't Government pre-9/11/2001 9/12/2001ODS ODSRoadmap RoadmapCeasefire Ceasefire PostCeasefire TOTAL 29.9.20006.2.2001 7.02.200111.09.2001 12.09.200128.03.2002 29.03.200224.06.2002 25.06.2002 28.06.2003 29.06.200321.08.2003 22.08.200315.01.2005 29.09.200015.01.2005 (131 days) (217 days) (198 days) (88 days) (369 days) (51 days) (516 days) (1570 days) Israelis Fatalities 51 116 218 160 241 7 201 994 Fatalities/Day Daily Incidence of Fatalities .389 .237 .535 .212 1.101 .318 1.818 .341 .653 .187 .137 .098 .390 .107 .633 .190 Share by Gunfire Share by Suicide Attacks .764 .000 .379 .422 .423 .440 .275 .613 .432 .461 .286 .571 .289 .587 .407 .479 Palestinians Fatalities 308 206 568 374 730 10 1,048 3,244 2.351 .664 .949 .479 2.869 .672 4.250 .830 1.978 .650 .196 .137 2.031 .609 2.066 .610 Share by Gunfire Share by Helicopter, Aircraft or Tank Shelling .929 .052 .680 .277 .754 .151 .850 .099 .699 .221 .600 .200 .676 .306 .739 .210 Targeted Killings .046 .151 .049 .048 .129 .000 .100 .089 Fatalities/Day Daily Incidence of Fatalities Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 3 Daily Israeli Reaction Function, Incidence and Number of Fatalities Israeli Fatalities t-1 t-2 t-3 t-4 t-5 t-6 t-7 t-8 t-9 t-10 t-11 t-12 t-13 t-14 Palestinian Fatalities t-1 t-2 t-3 t-4 t-5 t-6 t-7 t-8 t-9 t-10 t-11 t-12 t-13 t-14 Incidence of Palestinian Fatalities Coef. S.E. Coef. S.E. Number of Palestinian Fatalities Coef. S.E. Coef. S.E. .076 -.008 .040 .055 .068 -.024 .012 .044 .056 .041 .017 -.023 -.012 -.006 .030 .031 .030 .030 .030 .031 .031 .031 .030 .030 .031 .031 .031 .031 .050 .026 .065 .026 -.017 .026 .062 .026 .064 .026 .046 .026 .001 .026 .009 .026 .047 .026 .040 .026 .015 .026 .052 .026 .012 .026 .002 .026 0.33973 0.03353 Periods Barak-Sharon Sharon-9/11 9/12-ODS ODS-Roadmap Roadmap-Ceasefire Ceasefire Post-Ceasefire 2 ! for joint sig. of Israeli fatalities (p-value) R2 .030 .031 .030 .030 .030 .031 .031 .031 .030 .030 .031 .031 .031 .031 0.134 0.063 0.080 0.042 0.213 0.038 0.048 0.134 -0.034 0.029 -0.086 -0.011 0.013 -0.000 0.067 0.050 0.044 0.071 0.129 0.043 0.045 0.137 0.049 0.036 0.043 0.042 0.038 0.035 0.128 0.066 0.096 0.051 0.223 0.050 0.054 0.138 -0.023 0.049 -0.070 0.002 0.024 0.008 0.066 0.051 0.046 0.069 0.128 0.045 0.046 0.134 0.047 0.037 0.043 0.042 0.037 0.035 .026 .045 -.041 .039 .045 .026 -.022 -.007 .034 .022 -.004 .038 -.006 -.020 .026 .026 .026 .026 .026 .027 .026 .026 .026 .026 .026 .026 .026 .026 0.178 0.105 0.146 0.024 0.047 0.006 0.025 -0.017 -0.051 -0.017 0.037 0.013 -0.016 0.021 0.051 0.032 0.111 0.049 0.035 0.036 0.035 0.033 0.030 0.027 0.023 0.030 0.024 0.026 0.164 0.100 0.140 0.020 0.043 -0.005 0.009 -0.024 -0.050 -0.019 0.035 0.011 -0.027 0.001 0.049 0.031 0.110 0.048 0.034 0.036 0.036 0.033 0.030 0.026 0.023 0.030 0.024 0.026 ref. Length of Separation Barrier (10 km) Constant .071 -.001 .044 .060 .078 -.010 .014 .047 .072 .054 .031 -.004 .008 .006 .274 .038 -.151 -.034 .066 -.001 -.437 -.063 .055 .052 .059 .048 .104 .149 .042 .082 .397 .070 ref. -0.964 0.288 -0.162 0.355 -0.156 0.570 -0.586 0.298 -2.406 0.569 -2.741 0.941 0.617 0.193 1.500 0.544 0.587 0.361 39.30 (<.001) 43.50 (<.001) 23.93 (.047) 24.30 (.042) .075 .102 .217 .233 Note: Dependent variable is an indicator for any Palestinian fatalities in columns 1 and 2 and number of Palestinian fatalities in columns 3 and 4. The right hand side variables are indicators for whether there were any Palestinian/Israeli fatalities in days t-1 to t-14 (columns 1 and 2), and counts of Palestinian/Israeli fatalities in columns 3 and 4. Columns 2 and 4 also include day-of-week indicator variables. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 4 Daily Palestinian Reaction Function, Incidence and Number of Fatalities Incidence of Israeli Fatalities Coef. S.E. Coef. S.E. Number of Israeli Fatalities Coef. S.E. Coef. S.E. Palestinian Fatalities t-1 t-2 t-3 t-4 t-5 t-6 t-7 t-8 t-9 t-10 t-11 t-12 t-13 t-14 -.011 .020 .007 -.022 .030 -.022 -.016 .010 -.010 .007 .012 -.014 .013 .023 .020 .020 .021 .021 .021 .021 .021 .021 .021 .020 .021 .021 .020 .020 -.009 .022 .006 -.023 .031 -.027 -.020 .012 -.009 .004 .008 -.014 .006 .016 .020 .020 .021 .021 .021 .021 .021 .021 .021 .021 .021 .021 .020 .021 0.023 0.023 -0.003 -0.016 0.014 -0.008 -0.029 0.062 0.003 0.006 0.008 -0.024 -0.014 0.030 0.019 0.024 0.016 0.018 0.030 0.020 0.016 0.024 0.022 0.021 0.018 0.013 0.018 0.024 0.026 0.027 0.000 -0.009 0.014 -0.011 -0.029 0.064 0.005 0.009 0.012 -0.026 -0.020 0.027 0.020 0.024 0.016 0.017 0.029 0.021 0.016 0.023 0.022 0.021 0.018 0.013 0.018 0.024 Israeli Fatalities t-1 t-2 t-3 t-4 t-5 t-6 t-7 t-8 t-9 t-10 t-11 t-12 t-13 t-14 .068 .058 .025 .021 .058 .038 .051 .024 -.005 .068 .027 .029 .009 .046 .027 .027 .027 .026 .028 .027 .027 .026 .026 .028 .026 .026 .026 .027 .055 .046 .014 .009 .047 .026 .030 .015 -.015 .058 .019 .022 -.000 .025 .027 .027 .026 .026 .028 .028 .028 .026 .026 .028 .026 .027 .026 .027 0.086 0.004 0.024 0.042 0.003 -0.005 0.011 -0.010 0.011 0.023 0.013 0.009 0.059 0.025 0.034 0.020 0.021 0.045 0.016 0.025 0.028 0.017 0.023 0.026 0.023 0.015 0.047 0.027 0.072 -0.012 0.008 0.026 -0.013 -0.021 -0.013 -0.024 -0.006 0.010 -0.001 -0.007 0.046 0.002 0.033 0.021 0.021 0.044 0.017 0.027 0.029 0.016 0.023 0.025 0.023 0.016 0.044 0.028 Periods Barak-Sharon Sharon-9/11 9/12-ODS ODS-Roadmap Roadmap-Ceasefire Ceasefire Post-Ceasefire ref. Length of Separation Barrier (10 km) Constant 2 ! for joint sig. of Palestinian fatalities (p-value) R2 .076 .032 -.021 .053 .053 -.042 -.155 -.187 .048 .049 .064 .043 .088 .112 .058 .062 .092 .059 ref. 0.256 0.173 0.617 0.211 1.168 0.437 0.333 0.170 0.619 0.518 1.390 1.054 0.293 0.091 -0.803 0.583 -0.082 0.162 7.89 (.895) 7.80 (.899) 15.73 (.330) 17.50 (.230) .051 .074 .041 .064 Note: Dependent variable is an indicator for any Israeli fatalities in columns 1 and 2 and number of Israli fatalities in columns 3 and 4. The right hand side variables are indicators for whether there were any Palestinian/Israeli fatalities in days t-1 to t-14 (columns 1 and 2), and counts of Palestinian/Israeli fatalities in columns 3 and 4. Columns 2 and 4 also include day-of-week indicator variables. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 5 Granger Causality Tests for Different Lag Structures (!2 statistics, p-values in parentheses) Lag Structure (own, opposite) Israeli Reaction Function Incidence Levels Palestinian Reaction Function Incidence Levels (4,4) 19.69 (.001) 9.95 (.041) 2.77 (.598) 3.04 (.552) (7,4) 29.34 (<.001) 15.32 (.032) 7.62 (.367) 3.67 (.817) (14,4) 53.15 (<.001) 23.22 (.057) 9.77 (.779) 17.54 (.229) (21,4) 73.58 (<.001) 27.92 (.142) 16.58 (.680) 20.40 (.496) (7,7) 27.21 (<.001) 15.32 (.032) 6.54 (.478) 4.91 (.670) (14,7) 47.21 (<.001) 23.62 (.051) 8.54 (.859) 18.29 (.194) (21,7) 66.07 (<.001) 27.57 (.153) 15.68 (.736) 21.01 (.459) (14,14) 43.50 (<.001) 24.30 (.042) 7.80 (.899) 17.50 (.230) (21,14) 58.72 (<.001) 27.69 (.149) 14.43 (.808) 20.98 (.460) (21,21) 57.38 (<.001) 26.16 (.200) 14.48 (.805) 20.56 (.486) Note: The entries in the table are the test statistics and p-values for the joint hypothesis that all lags of own fatalities are equal to zero. All models include period and day-of-week indicators as well as the length of separation barrier as regressors. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 6 Effect of Time Aggregation on Granger Causality Tests: Levels (!2 statistics, p-values in parentheses) Israeli Reaction Func. Palestinian Reaction Func. 2 Lags 4.58 (.101) 2.48 (.289) 4 Lags 9.19 (.056) 2.74 (.602) 1 Lag 0.04 (.838) 1.42 (.492) 2 Lags 1.96 (.162) 3.10 (.212) 3.83 (.050) 1.04 (.309) Frequency of Data Weekly Bi-Weekly Monthly 1 Lag Note: The entries in the table are the test statistics and p-values for the joint hypothesis that all lags of own fatalities are equal to zero. All models include period and day-of-week indicators as well as the length of separation barrier as regressors. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 7 Smoothed Reaction Functions In days prior to day t: Number of days with own fatalities (incidence) or Number of own fatalities (levels) Incidence Coef. S.E. Levels Coef. S.E. Israeli Reaction Function (Palestinian Fatalities) t-1 to t-7 t-8 to t-14 .038 .031 !2 for sig. of own fatalities (p-value) R2 .010 .011 0.113 0.009 0.033 0.017 29.96 (<.001) 11.43 (.003) .085 .190 Palestinian Reaction Function (Israeli Fatalities) t-1 to t-7 t-8 to t-14 !2 for sig. of own fatalities (p-value) R2 -.003 .003 .007 .007 0.004 0.006 0.005 0.005 0.25 (.881) 2.56 (.278) .064 .041 Note: Dependent variables are daily incidence of fatalities on opposite side or daily number of fatalities on opposite side. All models estimated with ordinary least squares and include lagged own smoothed lags, period and day-of-week indicators as well as the length of the separation barrier as regressors. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 8 Smoothed Reaction Functions: Before, During, and After Operation Defensive Shield In days prior to day t: Number of days with own fatalities (incidence) or Number of own fatalities (levels) Israeli Reaction Function (Palestinian Fatalities) Incidence Levels Coef. S.E. Coef. S.E. Palestinian Reaction Function (Israeli Fatalities) Incidence Levels Coef. S.E. Coef. S.E. Before Operation Defensive Shield t-1 to t-7 t-8 to t-14 .042 .032 .014 .017 0.082 0.035 0.036 0.026 -.009 .004 .014 .012 0.000 0.017 0.011 0.009 During Operation Defensive Shield t-1 to t-7 t-8 to t-14 .026 .039 .020 .028 0.274 0.115 0.115 0.081 -.024 -.001 .042 .041 -0.014 -0.010 0.016 0.012 After Operation Defensive Shield t-1 to t-7 t-8 to t-14 .031 .025 .017 .017 0.050 -0.013 0.020 0.013 .002 .001 .008 .008 -0.004 0.001 0.004 0.005 2 16.02 9.41 5.53 (<.001) (.009) (.063) 7.52 5.97 7.38 (.023) (.051) (.025) 0.53 0.37 0.07 (.769) (.829) (.964) 4.46 0.98 1.00 (.108) (.612) (.606) 2 0.67 (.955) 6.91 (.141) 0.87 (.929) 4.92 (.295) ! for sig. of own fatalities: Pre-ODS (p-value) 2 ! for sig. of own fatalities: ODS (p-value) 2 ! for sig. of own fatalities: Post-ODS (p-value) ! for test of equality of coefficients in all periods R2 .644 .401 .249 Note: Dependent variables are daily incidence of fatalities on opposite side or daily number of fatalities on opposite side. All models estimated with ordinary least squares and include lagged own smoothed lags, period and day-of-week indicators as well as the length of the separation barrier as regressors. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. .125 Table 9 Smoothed Israeli Reaction Functions: Reaction to Successful and Unsuccessful Suicide Attempts Palestinian Fatalities Incidence Levels Coef. S.E. Coef. S.E. Number of days with successful suicide attempts: t-1 to t-7 t-8 to t-14 Number of days with failed suicide attempts: t-1 to t-7 t-8 to t-14 Number of days with other Israeli fatalities: t-1 to t-7 t-8 to t-14 !2 for sig. of successful attempts (p-value) !2 for sig. of failed attempts (p-value) !2 for sig. of other fatalities (p-value) R2 .001 .049 .022 .021 0.608 0.299 0.263 0.210 -.007 .024 .027 .026 0.137 0.511 0.162 0.269 .045 .017 .011 .012 0.526 -0.018 0.112 0.097 5.37 0.89 22.38 (.068) (.640) (<.001) 5.54 3.84 22.46 (.063) (.147) (<.001) .088 .198 Note: Dependent variable is daily incidence or the daily number of Palestinian fatalities. All models estimated with ordinary least squares and include "smoothed" lags of Palestinian fatalities, period and day-of-week indicators as well as the length of the separation barrier as regressors. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem from 29 September 2000 to 15 January 2005. Table 10 Smoothed Palestinian Reaction Functions: Reaction to Successful and Unsuccessful Assassination Attempts Israeli Fatalities Incidence Levels Coef. S.E. Coef. S.E. Number of days with successful assassination attempts: t-1 to t-7 t-8 to t-14 Number of days with failed assassination attempts: t-1 to t-7 t-8 to t-14 Number of days with other Palestinian fatalities: t-1 to t-7 t-8 to t-14 !2 for sig. of successful attempts (p-value) !2 for sig. of failed attempts (p-value) !2 for sig. of other fatalities (p-value) R2 -.022 .003 .013 .014 -0.218 0.099 .069 .093 .090 -.022 .036 .029 0.120 -0.263 .205 .157 -.002 -.001 .008 .008 -0.022 0.093 .042 .052 3.06 7.14 0.08 (.217) (.028) (.959) 10.09 4.66 3.48 (.006) (.097) (.176) .073 .048 Note: Dependent variable is daily incidence or the daily number of Israeli fatalities. All models are estimated with ordinary least squares and include "smoothed" lags of Israeli fatalities, period and day-of-week indicators as well as the length of the separation barrier as regressors. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem and Zussman and Zussman (2005) from 29 September 2000 to 30 April 2004. Table 11 Smoothed Palestinian Reaction Functions: Suicide Attacks and Other Actions as Reaction to Successful and Unsuccessful Assassination Attempts Israeli Fatalities Number of days with successful assassination attempts t-1 to t-7 t-8 to t-14 Number of days with failed assassination attempts t-1 to t-7 t-8 to t-14 Number of days with other Palestinian fatalities t-1 to t-7 t-8 to t-14 !2 for sig. of successful attempts (p-value) !2 for sig. of failed attempts (p-value) !2 for sig. of other fatalities (p-value) R2 From Suicide Attacks Incidence Levels Coef. S.E. Coef. S.E. From All Other Actions Incidence Levels Coef. S.E. Coef. S.E. -.020 .014 .006 .007 -0.188 0.126 0.063 0.085 -.006 -.009 .012 .013 -0.031 -0.027 0.029 0.037 -.022 -.001 .013 .016 0.015 -0.095 0.181 0.146 .117 -.038 .036 .026 0.105 -0.167 0.092 0.064 -.002 -.002 .004 .004 -0.025 0.071 0.037 0.048 .001 .000 .007 .007 0.002 0.022 0.020 0.020 11.61 2.84 0.67 (.003) (.241) (.714) 8.91 0.62 2.53 (.012) (.733) (.282) 0.70 13.75 0.02 (.706) (.001) (.988) 1.44 9.15 1.17 (.486) (.010) (.557) .042 .029 .082 .060 Note: Dependent variable is daily incidence or daily number of Israeli fatalities by suicide bombings or all other actions. All models estimated with ordinary least squares and include "smoothed" lags of Israeli fatalities, period and day-of-week indicators as well as the length of the separation barrier as regressors. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem and Zussman and Zussman (2005) from 29 September 2000 to 30 April 2004. Table 12 The Effect of Border Closings, Checkpoints and Restrictions to Movement on the Palestinian Reaction Function (1) (2) Fraction checkpoints closed Coef. S.E. Number of days with Palestinian fatalities in days: t-1 to t-7 t-8 to t-14 Number of days with Israeli fatalities in days: t-1 to t-7 t-8 to t-14 (3) Dependent Variable: Incidence: Incidence: Any Israeli Any Israeli fatalities fatalities Coef. S.E. Coef. S.E. .012 .015 .011 .012 .010 .014 .011 .012 .008 -.043 .018 .021 .005 -.047 .018 .021 (4) (5) Levels: Num. of Israeli fatalities Coef. S.E. Levels: Num. of Israeli fatalities Coef. S.E. Number of Palestinian fatalities in days: t-1 to t-7 t-8 to t-14 .00045 .00088 .00015 .00018 0.001 -0.002 0.004 0.003 -0.001 -0.005 0.004 0.003 Number of Israeli fatalities in days: t-1 to t-7 t-8 to t-14 .00385 .00417 .00068 .00070 -0.032 -0.030 0.015 0.011 -0.043 -0.042 0.017 0.013 2.946 1.097 3.08 10.72 (.214) (.005) Fraction checkpoints closed !2 for joint sig. of Palestinian fatalities (p-value) !2 for joint sig. of Israeli fatalities (p-value) R2 39.07 57.65 (<.001) (<.001) .251 2.78 5.16 (.249) (.076) .025 .374 .281 2.25 5.71 (.325) (.057) .029 0.68 7.00 (.713) (.030) .021 Note: All models estimated with ordinary least squares and include day-of-week indicators as well as the length of the separation barrier as regressors. Heteroskedasticity-consistent standard errors. Source: Authors' tabulations of data from B'Tselem from 1 October 2003 to 15 January 2005. .029 .EEC=BDRP$,MGC7D9$%<BC5$N<7$%;C9IE<D=6$2686M5$ ! 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