Human Rights Violations and Violent Internal Conflict
Abstract
:1. Introduction
2. Defining and Measuring Human Rights
3. Three Types of Violent Internal Conflict
4. Theory
5. Hypotheses
5.1. More Respect for Physical Integrity Rights, More Peace
5.2. More Respect for Women’s Rights, More Peace
5.3. More Respect for Civil and Political Liberties, More Internal Political Violence
6. Inequality and Systematic Discrimination
7. Research Design
7.1. Dependent Variables
7.2. Independent Predictors of Interest
7.3. Control Variables
7.4. Empirical Strategy
8. Findings
8.1. Respect for Physical Integrity Rights and Violent Internal Conflict: Difference of Means
8.2. Respect for Physical Integrity Rights and Inequality: Zero-inflated Negative Binomial Model
8.3. Respect for Women’s Rights and Four Physical Integrity Rights: Zero-Inflated Negative Binomial Modelh
8.4. Respect for Civil and Political Rights—Zero-Inflated Negative Binomial Model
8.5. Other Findings of Interest
8.6. Summary of Findings
9. Discussion
Author Contributions
Funding
Conflicts of Interest
Appendix A
Dependent Variables | Indicator | Source |
Violent protests | Number of violent anti-government protests | Mass Mobilization dataset |
Terrorist attacks | Number of domestic terrorist attacks, the year 1993 is missing | Global Terrorism Database |
Civil war deaths | Number of civil war battle deaths | Uppsala Conflict Data Program—Battle Related Deaths |
Independent Variables | Indicator | Source |
Political Terror Scale (PTS) | Ordinal scale, 1 (terror has expanded to the whole population) 5 (secure rule of law, no political imprisonment, torture is rare, political murders are rare) | Political Terror Scale |
Physical Integrity rights (CIRI) | Ordinal scale, 0 (torture, political imprisonment, extrajudicial killings, and disappearances are widespread) 8 (full respect for physical integrity rights) | CI-RIGHTS data project |
Women’s rights | Women’s economic and political rights. Ordinal scale 0 (no respect) 6 (full respect) | CI-RIGHTS data project |
Freedom of Assembly and Association | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of Speech | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Right to Self-Determination | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of Religion | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Judicial Independence | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of domestic Movement | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of International Movement | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Protest repression | Number of protests where police responded with repression (crowd control + beatings + killings + shootings) | Mass Mobilization dataset |
Size of largest discriminated group | (Size of largest discriminated ethnic group)/(size of largest discriminated ethnic group + size of group(s) in power) | Buhaug et al. (2014) |
Horizontal inequality | (Country GDP per capita)/(mean per capita income for poorest group) | Buhaug et al. (2014) |
Vertical inequality | GINI index of net inequality | Standardized World Income Inequality Database |
Control Variables | Indicator | Source |
GDP per capita | Gross domestic product divided by country population | World Bank WDI |
GDP growth | Yearly change in gross domestic product as a percentage | World Bank WDI |
Democracy | Ranges from −10 (autocratic) to 10 (democratic) | Polity IV dataset |
Population Size | Country population, logged | World Bank WDI |
Dependent Variables | Indicator | Source |
Violent protests | Number of violent anti-government protests | Mass Mobilization dataset |
Terrorist attacks | Number of domestic terrorist attacks, the year 1993 is missing | Global Terrorism Database |
Civil war deaths | Number of civil war battle deaths | Uppsala Conflict Data Program—Battle Related Deaths |
Independent Variables | Indicator | Source |
Political Terror Scale (PTS) | Ordinal scale, 1 (terror has expanded to the whole population) 5 (secure rule of law, no political imprisonment, torture is rare, political murders are rare) | Political Terror Scale |
Physical Integrity rights (CIRI) | Ordinal scale, 0 (torture, political imprisonment, extrajudicial killings, and disappearances are widespread) 8 (full respect for physical integrity rights) | CI-RIGHTS data project |
Women’s rights | Women’s economic and political rights. Ordinal scale 0 (no respect) 6 (full respect) | CI-RIGHTS data project |
Freedom of Assembly and Association | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of Speech | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Right to Self-Determination | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of Religion | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Judicial Independence | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of domestic Movement | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Freedom of International Movement | Ordinal scale, 0 (no respect) 2 (full respect) | CI-RIGHTS data project |
Protest repression | Number of protests where police responded with repression (crowd control + beatings + killings + shootings) | Mass Mobilization dataset |
Size of largest discriminated group | (Size of largest discriminated ethnic group)/(size of largest discriminated ethnic group + size of group(s) in power) | Buhaug et al. (2014) |
Horizontal inequality | (Country GDP per capita)/(mean per capita income for poorest group) | Buhaug et al. (2014) |
Vertical inequality | GINI index of net inequality | Standardized World Income Inequality Database |
Control Variables | Indicator | Source |
GDP per capita | Gross domestic product divided by country population | World Bank WDI |
GDP growth | Yearly change in gross domestic product as a percentage | World Bank WDI |
Democracy | Ranges from −10 (autocratic) to 10 (democratic) | Polity IV dataset |
Population Size | Country population, logged | World Bank WDI |
Model 2 Fit Statistics | Protest | Terrorism | Civil War Deaths |
---|---|---|---|
CIRI model | |||
BIC (difference) | 20.29 | −7.31 | 1338.459 |
AIC (difference) | 83.80 | 44.205 | 1417.291 |
Vuong | 5.69 *** | 3.563 *** | 9.355 *** |
Evidence for ZINB | Very Strong | Strong | Very strong |
Model 1. Outcome Equation (Equation (2))—Zero-Inflated Negative Binomial—Number of Conflict Events—1990–2005 | ||||||
PTS | CIRI | PTS | CIRI | PTS | CIRI | |
Violent protest | Violent protest | Terrorist attacks | Terrorist attack | Civil war deaths | Civil war deaths | |
Protest repression | −0.0474 | −0.0469 | ||||
(0.0367) | (0.0351) | |||||
PTS | 0.0764 | −0.363 *** | −0.342 *** | |||
(0.0734) | (0.0872) | (0.125) | ||||
Physical integrity | 0.0173 | −0.165 *** | −0.183 ** | |||
(0.0314) | (0.0517) | (0.0711) | ||||
Size of largest discriminated group | 1.213 * | 1.109 * | −1.029 | −0.894 | 1.191 ** | 1.288 ** |
(0.664) | (0.618) | (0.879) | (1.009) | (0.592) | (0.612) | |
Negative Horizontal inequality | 0.0716 | −0.0533 | 0.163 ** | 0.193 *** | 0.270 | 0.321 |
(0.0985) | (0.0932) | (0.0746) | (0.0745) | (0.168) | (0.196) | |
Positive horizontal inequality | 0.223 | 0.0560 | −0.431 *** | −0.358 ** | −0.399 | −0.225 |
(0.217) | (0.126) | (0.166) | (0.164) | (0.510) | (0.588) | |
Vertical inequality | −0.00651 | −0.00608 | −0.00707 | 0.000858 | −0.00468 | 0.00404 |
(0.00787) | (0.00835) | (0.0106) | (0.00998) | (0.0188) | (0.0186) | |
GDP growth | 0.00647 | 0.00761 | −0.00720 | −0.00807 | −0.0319 ** | −0.0239 * |
(0.00864) | (0.00814) | (0.0184) | (0.0176) | (0.0127) | (0.0140) | |
Democracy | 0.00995 | 0.00613 | 0.0115 | 0.00681 | 0.0512 ** | 0.0334 |
(0.0132) | (0.0127) | (0.0204) | (0.0209) | (0.0259) | (0.0280) | |
GDP per capita, logged | −0.0561 | −0.0327 | 0.00830 | 0.0320 | −0.439 *** | −0.386 *** |
(0.0579) | (0.0616) | (0.0910) | (0.104) | (0.126) | (0.144) | |
Population, logged | 0.0812 | 0.0838 | 0.324 *** | 0.303 *** | 0.0682 | 0.0309 |
(0.0539) | (0.0551) | (0.0864) | (0.0867) | (0.126) | (0.131) | |
Non-violent protests | 0.0286 ** | 0.0310 *** | 0.00159 | 0.00162 | −0.0223 | −0.00834 |
(0.0117) | (0.0118) | (0.0219) | (0.0219) | (0.0226) | (0.0236) | |
Violent protests | 0.0755 * | 0.0806 * | −0.0985 * | −0.114 ** | ||
(0.0417) | (0.0414) | (0.0513) | (0.0531) | |||
Terrorist attacks | 0.000845 | 0.00144 | ||||
(0.000891) | (0.000920) | |||||
Lagged DV | 0.215 *** | 0.218 *** | 0.0157 *** | 0.0159 *** | 0.000515 *** | 0.000545 *** |
(0.0538) | (0.0534) | (0.00335) | (0.00305) | (9.93e−05) | (0.000102) | |
Constant | −1.555 | −1.254 | −1.991 | −2.753 * | 8.643 *** | 7.813 *** |
(1.101) | (1.172) | (1.650) | (1.621) | (2.693) | (2.715) | |
Observations | 1482 | 1470 | 1287 | 1276 | 1356 | 1344 |
Model 1. Risk Equation (Equation (1))—Zero-Inflated Negative Binomial—Baseline Risk of Conflict—1990−2005 | ||||||
PTS | CIRI | PTS | CIRI | PTS | CIRI | |
Violent protest | Violent protest | Terrorist attacks | Terrorist attack | Civil war onset | Civil war onset | |
Protest repression | −0.948 ** | −0.942 *** | ||||
(0.377) | (0.310) | |||||
PTS | 0.439 | −0.0507 | 1.395 *** | |||
(0.290) | (0.171) | (0.245) | ||||
Physical integrity | 0.0954 | 0.0278 | 0.700 *** | |||
(0.134) | (0.0968) | (0.107) | ||||
Size of largest discriminated group | 1.835 | 1.423 | −3.467 *** | −2.971 ** | −2.541 | −2.524 |
(1.530) | (1.500) | (1.230) | (1.186) | (1.882) | (1.710) | |
Negative Horizontal inequality | 0.620 *** | −1.434 | 0.428 | 0.440 | −0.657 *** | −0.739 *** |
(0.220) | (1.571) | (0.345) | (0.338) | (0.225) | (0.179) | |
Positive horizontal inequality | 1.194 ** | −0.735 | −1.480 | −1.235 | 1.021 * | 0.885 * |
(0.560) | (1.526) | (1.032) | (1.073) | (0.562) | (0.487) | |
Vertical inequality | −0.152 *** | −0.157 *** | −0.00231 | 0.00458 | 0.0109 | 0.00546 |
(0.0323) | (0.0283) | (0.0166) | (0.0162) | (0.0257) | (0.0250) | |
Democracy | −0.0615 | −0.0659 * | 0.0144 | 0.00441 | 0.000180 | −0.0187 |
(0.0389) | (0.0396) | (0.0265) | (0.0286) | (0.0349) | (0.0371) | |
GDP per capita, logged | 0.0352 | 0.106 | −0.0229 | −0.00665 | 0.546 ** | 0.592 ** |
(0.143) | (0.179) | (0.128) | (0.129) | (0.253) | (0.248) | |
Population, logged | −0.874 *** | −0.887 *** | −0.169 | −0.146 | −0.0304 | 0.0480 |
(0.200) | (0.242) | (0.124) | (0.133) | (0.171) | (0.186) | |
Non-violent protests | −0.0719 *** | −0.0613 *** | 0.0412 | 0.0410 | −0.0257 | −0.0235 |
(0.0255) | (0.0215) | (0.0253) | (0.0254) | (0.0628) | (0.0533) | |
Violent protests | −0.0583 | −0.0581 | 0.214 ** | 0.229 ** | ||
(0.0599) | (0.0628) | (0.109) | (0.103) | |||
Terrorist attacks | −0.0181 | −0.0198 ** | ||||
(0.015) | (0.009) | |||||
Lagged DV | 0.427 | 0.448 * | −1.518 *** | −1.523 *** | −1.980 *** | −1.646 *** |
(0.284) | (0.263) | (0.214) | (0.226) | (0.397) | (0.466) | |
Constant | 15.73 *** | 21.12 *** | 4.828 * | 3.487 | −5.898 * | −5.282 * |
(3.958) | (4.619) | (2.517) | (2.681) | (3.118) | (3.127) | |
Alpha | −0.456 ** | −0.415 *** | 0.375 *** | 0.377 *** | −0.0247 | −0.0252 |
(0.181) | (0.155) | (0.0746) | (0.0763) | (0.146) | (0.135) | |
Observations | 1482 | 1470 | 1287 | 1276 | 1356 | 1344 |
Model 2. Zero-Inflated Negative Binomial Regression—1990−2015 | ||||||
---|---|---|---|---|---|---|
Equation (2) | Equation (1) | Equation (2) | Equation (1) | Equation (2) | Equation (1) | |
No. of | Risk | No. of | Risk | No. of | Risk | |
VARIABLES | Violent protests | Violent protest | Terrorist attacks | Terrorism | Civil war deaths | Civil war |
Disappearances | 0.0817 | −0.396 | −0.361 *** | 0.477 *** | −0.164 | 0.732 *** |
(0.0639) | (0.263) | (0.0911) | (0.182) | (0.130) | (0.188) | |
Extrajudicial killings | −0.00365 | 0.839 *** | −0.0707 | 0.206 | −0.142 | 0.735 *** |
(0.0779) | (0.230) | (0.125) | (0.128) | (0.182) | (0.183) | |
Political imprisonment | 0.00829 | −0.0837 | −0.254 ** | 0.300 * | −0.0145 | 0.652 *** |
(0.0831) | (0.232) | (0.101) | (0.180) | (0.135) | (0.219) | |
Torture | 0.0208 | 0.180 | −0.218 * | −0.237 | −0.737 *** | −0.0840 |
(0.0814) | (0.237) | (0.117) | (0.169) | (0.233) | (0.227) | |
Women’s rights | −0.130 ** | 0.121 | −0.381 *** | −0.209 * | 0.164 | 0.129 |
(0.0506) | (0.159) | (0.0960) | (0.119) | (0.116) | (0.139) | |
Protest repression | 0.0205 | 0.757 *** | ||||
(0.0341) | (0.288) | |||||
GDP growth | 0.000300 | −0.0245 ** | −0.0113 | |||
(0.00334) | (0.00950) | (0.00963) | ||||
Democracy | 0.00275 | −0.0651 ** | 0.0663 *** | 0.0129 | 0.0146 | 0.00353 |
(0.00949) | (0.0261) | (0.0220) | (0.0283) | (0.0222) | (0.0293) | |
GDP per capita (log) | −0.0134 | 0.264 *** | 0.0696 | 0.0438 | −0.0448 | 0.433 *** |
(0.0357) | (0.0989) | (0.0755) | (0.0783) | (0.0664) | (0.128) | |
Population, logged | 0.195 *** | −0.00258 | 0.373 *** | −0.181 * | −0.0302 | −0.158 |
(0.0371) | (0.131) | (0.0818) | (0.0969) | (0.0964) | (0.134) | |
Non-violent protests | 0.0127 * | −0.780 *** | 0.0284 * | 0.0265 | −0.0356 * | 0.0130 |
(0.00731) | (0.252) | (0.0148) | (0.0241) | (0.0201) | (0.0435) | |
Violent protests | 0.0556 * | 0.0130 | −0.00241 | 0.220 *** | ||
(0.0327) | (0.0487) | (0.0360) | (0.0725) | |||
Terrorist attacks | 0.000776 *** | −0.0285 *** | ||||
(0.000199) | (0.00880) | |||||
Lagged DV | 0.138 *** | −2.274 *** | 0.00741 ** | −1.372 *** | 0.000308 *** | −1.407 *** |
(0.0418) | (0.655) | (0.00339) | (0.165) | (0.000109) | (0.272) | |
Constant | −3.009 *** | −2.327 | −2.847 ** | 2.228 | 6.916 *** | −0.973 |
(0.651) | (2.369) | (1.350) | (1.706) | (1.778) | (2.327) | |
Alpha | 0.0927 | 0.694 *** | 0.230 ** | |||
(0.127) | (0.0828) | (0.111) | ||||
Observations | 3397 | 3397 | 3156 | 3156 | 3228 | 3228 |
Model 3. Zero-Inflated Negative Binomial Regression—Civil and Political Rights 1990−2015 | ||||||
---|---|---|---|---|---|---|
Equation (2) | Equation (1) | Equation (2) | Equation (1) | Equation (2) | Equation (1) | |
No. of | Risk | No. of | Risk | No. of | Risk | |
VARIABLES | Violent protests | Violent protest | Terrorist attacks | Terrorist attacks | Civil war deaths | Civil war |
Protester repression | 0.00527 | 0.566 * | ||||
(0.0295) | (0.313) | |||||
Disappearances | 0.0689 | −0.399 | −0.341 *** | 0.425 ** | −0.141 | 0.701 *** |
(0.0646) | (0.269) | (0.0811) | (0.179) | (0.117) | (0.183) | |
Extrajudicial killings | 0.00146 | 0.890 *** | −0.133 | 0.189 | −0.0768 | 0.735 *** |
(0.0736) | (0.212) | (0.115) | (0.135) | (0.184) | (0.173) | |
Political imprisonment | 0.0496 | −0.0241 | −0.119 | 0.272 | 0.0188 | 0.587 *** |
(0.0976) | (0.250) | (0.0902) | (0.172) | (0.110) | (0.186) | |
Torture | 0.0407 | 0.196 | −0.259 ** | −0.228 | −0.635 *** | −0.0759 |
(0.0725) | (0.228) | (0.126) | (0.172) | (0.225) | (0.224) | |
Women’s rights | −0.112 ** | 0.147 | −0.343 *** | −0.208 * | 0.159 | 0.155 |
(0.0520) | (0.154) | (0.0982) | (0.117) | (0.116) | (0.139) | |
Freedom of association | −0.179 ** | −0.548 ** | −0.100 | −0.0731 | 0.0383 | 0.129 |
(0.0890) | (0.230) | (0.121) | (0.151) | (0.129) | (0.197) | |
Foreign movement | 0.0453 | −0.191 | 0.289 ** | 0.284 | 0.0438 | −0.186 |
(0.0699) | (0.212) | (0.114) | (0.182) | (0.134) | (0.164) | |
Domestic movement | 0.0858 | 0.125 | 0.172 | −0.000638 | −0.102 | 0.102 |
(0.0679) | (0.174) | (0.105) | (0.154) | (0.0974) | (0.125) | |
Free speech | 0.0177 | −0.0314 | 0.178 * | −0.0519 | −0.100 | 0.212 |
(0.0928) | (0.283) | (0.104) | (0.166) | (0.172) | (0.183) | |
GDP growth | 0.000896 | −0.0169 * | −0.0124 | |||
(0.00353) | (0.00867) | (0.00905) | ||||
GDP per capita (log) | −0.0150 | 0.197 ** | 0.0834 | 0.0487 | −0.0174 | 0.459 *** |
(0.0374) | (0.0958) | (0.0637) | (0.0768) | (0.0759) | (0.134) | |
Population (log) | 0.185 *** | −0.0699 | 0.423 *** | −0.147 | 0.00286 | −0.168 |
(0.0365) | (0.122) | (0.0756) | (0.0958) | (0.0727) | (0.142) | |
Non-violent protest | 0.0119 | −0.728 *** | 0.0281 ** | 0.0264 | −0.0308 | 0.0122 |
(0.00750) | (0.270) | (0.0122) | (0.0245) | (0.0208) | (0.0433) | |
Violent protests | 0.0450 | 0.00243 | −0.00348 | 0.224 *** | ||
(0.0340) | (0.0510) | (0.0328) | (0.0720) | |||
Terrorist attacks | 0.000747 *** | −0.0297 *** | ||||
(0.000192) | (0.00893) | |||||
Lagged DV | 0.153 *** | −1.926 *** | 0.00846 *** | −1.478 *** | 0.000354 *** | −1.378 *** |
(0.0380) | (0.693) | (0.00252) | (0.186) | (6.88e−05) | (0.258) | |
Constant | −2.915 *** | −0.388 | −4.499 *** | 1.563 | 6.154 *** | −1.116 |
(0.660) | (2.279) | (1.214) | (1.666) | (1.148) | (2.461) | |
/lnalpha | 0.056 | 0.713 *** | 0.238 ** | |||
0.127 | 0.078 | 0.122 | ||||
Observations | 3468 | 3468 | 3227 | 3227 | 3299 | 3299 |
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1 | It should be noted that for the remainder of the paper the terms “respect” and “protect” are used interchangeably to mean the absence of violations of human rights. By more respect, we mean fewer violations. We acknowledge that our usage of the terms respect and protect in this paper is inconsistent with the UN framework of human rights responsibilities. However, it conforms with common usage in political science. |
2 | Models including measures of inequality only cover the 1990–2005 period. |
3 | This decision is buttressed by a set of model fit statistics included in the Appendix A. |
4 | For civil war deaths we include a lagged measure of onset as the lagged number of deaths created problems with convergence. |
5 | We also tested for high levels of correlation between all of our independent variables and did not find multicollinearity to be a cause for concern as all independent variables were correlated below 0.7. |
Respect for Physical Integrity Rights | Average Number of Violent Protests | Average Number of Terrorist Attacks | Average Number of Civil War Deaths |
---|---|---|---|
Low | 1.05 | 48.85 | 440.37 |
High | 0.66 | 10.25 | 63.16 |
T value | 6.48 *** | 8.51 *** | 7.94 *** |
Number of observations | 4043 | 4017 | 5158 |
Model 1 outcome equation (Equation (2))—zero-inflated negative binomial—1990–2005 | ||||||
PTS | CIRI | PTS | CIRI | PTS | CIRI | |
No. of Violent protest | No. of Violent protest | No. of Terrorist attacks | No. of Terrorist attack | No. of Civil war deaths | No. of Civil war deaths | |
Protest repression | −0.0474 | −0.0469 | ||||
(0.0367) | (0.0351) | |||||
Political Terror Scale | 0.0764 | −0.363 *** | −0.342 *** | |||
(0.0734) | (0.0872) | (0.125) | ||||
Physical Integrity Index | 0.0173 | −0.165 *** | −0.183 ** | |||
(0.0314) | (0.0517) | (0.0711) | ||||
Largest discriminated group | 1.213 * | 1.109 * | −1.029 | −0.894 | 1.191 ** | 1.288 ** |
(0.664) | (0.618) | (0.879) | (1.009) | (0.592) | (0.612) | |
Negative Horizontal inequality | 0.0716 | −0.0533 | 0.163 ** | 0.193 *** | 0.270 | 0.321 |
(0.0985) | (0.0932) | (0.0746) | (0.0745) | (0.168) | (0.196) | |
Positive horizontal inequality | 0.223 | 0.0560 | −0.431 *** | −0.358 ** | −0.399 | −0.225 |
(0.217) | (0.126) | (0.166) | (0.164) | (0.510) | (0.588) | |
Vertical inequality | −0.00651 | −0.00608 | −0.00707 | 0.000858 | −0.00468 | 0.00404 |
(0.00787) | (0.00835) | (0.0106) | (0.00998) | (0.0188) | (0.0186) | |
Constant | −1.555 | −1.254 | −1.991 | −2.753 * | 8.643 *** | 7.813 *** |
(1.101) | (1.172) | (1.650) | (1.621) | (2.693) | (2.715) | |
Non-violent protest | YES | YES | YES | YES | YES | YES |
Violent protest | YES | YES | YES | YES | ||
Terrorist attacks | YES | YES | ||||
Lagged DV | YES | YES | YES | YES | YES | YES |
Controls | YES | YES | YES | YES | YES | YES |
Observations | 1482 | 1470 | 1287 | 1276 | 1356 | 1344 |
Model 1 inflation equation (Equation (1))—zero-inflated negative binomial—baseline risk of no conflict | ||||||
PTS | CIRI | PTS | CIRI | PTS | CIRI | |
Risk of Violent protest | Risk of Violent protest | Risk of Terrorist attacks | Risk of Terrorist attack | Risk of Civil war deaths | Risk of Civil war deaths | |
Protest repression | −0.948 ** | −0.942 *** | ||||
(0.377) | (0.310) | |||||
PTS | 0.439 | −0.0507 | 1.395 *** | |||
(0.290) | (0.171) | (0.245) | ||||
Physical Integrity Index | 0.0954 | 0.0278 | 0.700 *** | |||
(0.134) | (0.0968) | (0.107) | ||||
Size of largest discriminated group | 1.835 | 1.423 | −3.467 *** | −2.971 ** | −2.541 | −2.524 |
(1.530) | (1.500) | (1.230) | (1.186) | (1.882) | (1.710) | |
Negative Horizontal inequality | 0.620 *** | −1.434 | 0.428 | 0.440 | −0.657 *** | −0.739 *** |
(0.220) | (1.571) | (0.345) | (0.338) | (0.225) | (0.179) | |
Positive horizontal inequality | 1.194 ** | −0.735 | −1.480 | −1.235 | 1.021 * | 0.885 * |
(0.560) | (1.526) | (1.032) | (1.073) | (0.562) | (0.487) | |
Vertical inequality | −0.152 *** | −0.157 *** | −0.00231 | 0.00458 | 0.0109 | 0.00546 |
(0.0323) | (0.0283) | (0.0166) | (0.0162) | (0.0257) | (0.0250) | |
Constant | 15.73 *** | 21.12 *** | 4.828 * | 3.487 | −5.898 * | −5.282 * |
(3.958) | (4.619) | (2.517) | (2.681) | (3.118) | (3.127) | |
/lnalpha | −0.456 ** | −0.415 *** | 0.375 *** | 0.377 *** | −0.0247 | −0.0252 |
(0.181) | (0.155) | (0.0746) | (0.0763) | (0.146) | (0.135) | |
Non-violent protest | YES | YES | YES | YES | YES | YES |
Violent protest | YES | YES | YES | YES | ||
Terrorist attacks | YES | YES | ||||
Lagged DV | YES | YES | YES | YES | YES | YES |
Controls | YES | YES | YES | YES | YES | YES |
Observations | 1482 | 1470 | 1287 | 1276 | 1356 | 1344 |
Model 2. Zero-inflated negative binomial regression—1990–2015 | ||||||
---|---|---|---|---|---|---|
Equation (2) | Equation (1) | Equation (2) | Equation (1) | Equation (2) | Equation (1) | |
No. of | Risk | No. of | Risk | No. of | Risk | |
Violent protests | Violent protest | Terrorist attacks | Terrorism | Civil war deaths | Civil war | |
Disappearances | 0.0817 | −0.396 | −0.361 *** | 0.477 *** | −0.164 | 0.732 *** |
(0.0639) | (0.263) | (0.0911) | (0.182) | (0.130) | (0.188) | |
Extrajudicial killings | −0.00365 | 0.839 *** | −0.0707 | 0.206 | −0.142 | 0.735 *** |
(0.0779) | (0.230) | (0.125) | (0.128) | (0.182) | (0.183) | |
Political imprisonment | 0.00829 | −0.0837 | −0.254 ** | 0.300 * | −0.0145 | 0.652 *** |
(0.0831) | (0.232) | (0.101) | (0.180) | (0.135) | (0.219) | |
Torture | 0.0208 | 0.180 | −0.218 * | −0.237 | −0.737 *** | −0.0840 |
(0.0814) | (0.237) | (0.117) | (0.169) | (0.233) | (0.227) | |
Women’s rights | −0.130 ** | 0.121 | −0.381 *** | −0.209 * | 0.164 | 0.129 |
(0.0506) | (0.159) | (0.0960) | (0.119) | (0.116) | (0.139) | |
Constant | −3.009 *** | −2.327 | −2.847 ** | 2.228 | 6.916 *** | −0.973 |
(0.651) | (2.369) | (1.350) | (1.706) | (1.778) | (2.327) | |
/lnalpha | 0.0927 | 0.694 *** | 0.230 ** | |||
(0.127) | (0.0828) | (0.111) | ||||
Non-violent protest | YES | YES | YES | YES | YES | YES |
Violent protest | YES | YES | YES | YES | ||
Terrorist attacks | YES | YES | ||||
Lagged DV | YES | YES | YES | YES | YES | YES |
Controls | YES | YES | YES | YES | YES | YES |
Observations | 3397 | 3397 | 3156 | 3156 | 3228 | 3228 |
Model 3. Zero-inflated negative binomial regression—Civil and Political Liberties 1990−2015 | ||||||
---|---|---|---|---|---|---|
Equation (2) | Equation (1) | Equation (2) | Equation (1) | Equation (2) | Equation (1) | |
No. of | Risk | No. of | Risk | No. of | Risk | |
VARIABLES | Violent protests | Violent protest | Terrorist attacks | Terrorist attacks | Civil war deaths | Civil war |
Protester repression | 0.00527 | 0.566 * | ||||
(0.0295) | (0.313) | |||||
Disappearances | 0.0689 | −0.399 | −0.341 *** | 0.425 ** | −0.141 | 0.701 *** |
(0.0646) | (0.269) | (0.0811) | (0.179) | (0.117) | (0.183) | |
Extrajudicial killings | 0.00146 | 0.890 *** | −0.133 | 0.189 | −0.0768 | 0.735 *** |
(0.0736) | (0.212) | (0.115) | (0.135) | (0.184) | (0.173) | |
Political imprisonment | 0.0496 | −0.0241 | −0.119 | 0.272 | 0.0188 | 0.587 *** |
(0.0976) | (0.250) | (0.0902) | (0.172) | (0.110) | (0.186) | |
Torture | 0.0407 | 0.196 | −0.259 ** | −0.228 | −0.635 *** | −0.0759 |
(0.0725) | (0.228) | (0.126) | (0.172) | (0.225) | (0.224) | |
Women’s rights | −0.112 ** | 0.147 | −0.343 *** | −0.208 * | 0.159 | 0.155 |
(0.0520) | (0.154) | (0.0982) | (0.117) | (0.116) | (0.139) | |
Freedom of association | −0.179 ** | −0.548 ** | −0.100 | −0.0731 | 0.0383 | 0.129 |
(0.0890) | (0.230) | (0.121) | (0.151) | (0.129) | (0.197) | |
Foreign movement | 0.0453 | −0.191 | 0.289 ** | 0.284 | 0.0438 | −0.186 |
(0.0699) | (0.212) | (0.114) | (0.182) | (0.134) | (0.164) | |
Domestic movement | 0.0858 | 0.125 | 0.172 | −0.000638 | −0.102 | 0.102 |
(0.0679) | (0.174) | (0.105) | (0.154) | (0.0974) | (0.125) | |
Free speech | 0.0177 | −0.0314 | 0.178 * | −0.0519 | −0.100 | 0.212 |
(0.0928) | (0.283) | (0.104) | (0.166) | (0.172) | (0.183) | |
Constant | −2.915 *** | −0.388 | −4.499 *** | 1.563 | 6.154 *** | −1.116 |
(0.660) | (2.279) | (1.214) | (1.666) | (1.148) | (2.461) | |
/lnalpha | 0.056 | 0.713 *** | 0.238 ** | |||
0.127 | 0.078 | 0.122 | ||||
Non-violent protest | YES | YES | YES | YES | YES | YES |
Violent protests | YES | YES | YES | YES | ||
Terrorist attacks | YES | YES | ||||
Lagged DV | YES | YES | YES | YES | YES | YES |
Controls | YES | YES | YES | YES | YES | YES |
Observations | 3468 | 3468 | 3227 | 3227 | 3299 | 3299 |
Violent Protests | Acts of Terrorism | Civil War | |
---|---|---|---|
Lower Level of Respect for Physical Integrity Rights (Index) | No | Yes | Yes |
More Disappearances | No | Yes | Yes |
More Extrajudicial Killings | Yes | No | Yes |
More Political Imprisonment | No | Yes | Yes |
More Torture | No | Yes | Yes |
Worse Respect for Women’s Rights | Yes | ? | No |
More State Repression of Protesters | Yes | NA | NA |
Freedom of Association and Assembly | ? | No | No |
Freedom of Foreign Movement | No | Yes | No |
Freedom of Speech | No | Yes | No |
Higher Level of Negative Horizontal Inequality | No | Yes | Yes |
Higher Level of Positive Horizontal Inequality | No | No | No |
A Large Group of People Discriminated Against in Society | Yes | Yes | Yes |
Higher Level of Vertical Inequality | No | No | No |
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Cingranelli, D.; Mark, S.; Gibney, M.; Haschke, P.; Wood, R.; Arnon, D. Human Rights Violations and Violent Internal Conflict. Soc. Sci. 2019, 8, 41. https://doi.org/10.3390/socsci8020041
Cingranelli D, Mark S, Gibney M, Haschke P, Wood R, Arnon D. Human Rights Violations and Violent Internal Conflict. Social Sciences. 2019; 8(2):41. https://doi.org/10.3390/socsci8020041
Chicago/Turabian StyleCingranelli, David, Skip Mark, Mark Gibney, Peter Haschke, Reed Wood, and Daniel Arnon. 2019. "Human Rights Violations and Violent Internal Conflict" Social Sciences 8, no. 2: 41. https://doi.org/10.3390/socsci8020041
APA StyleCingranelli, D., Mark, S., Gibney, M., Haschke, P., Wood, R., & Arnon, D. (2019). Human Rights Violations and Violent Internal Conflict. Social Sciences, 8(2), 41. https://doi.org/10.3390/socsci8020041