메뉴 건너뛰기




Volumn 40, Issue 3, 2008, Pages 399-421

Eradication efforts, the state, displacement and poverty: Explaining coca cultivation in Colombia during plan Colombia

Author keywords

Aerial eradication; Coca cultivation; Colombia; Market access; Plan Colombia; Poverty; Public infrastructure

Indexed keywords

AGRICULTURAL MARKET; AGRICULTURAL PRODUCTION; CULTIVATION; INFRASTRUCTURAL DEVELOPMENT; INVESTMENT; POVERTY; POVERTY ALLEVIATION; SHRUB;

EID: 48249106234     PISSN: 0022216X     EISSN: 1469767X     Source Type: Journal    
DOI: 10.1017/S0022216X08004380     Document Type: Article
Times cited : (64)

References (95)
  • 1
    • 0037307193 scopus 로고    scopus 로고
    • An Econometric Analysis of Coca Eradication Policy in Colombia
    • Rocio Moreno-Sanchez, et al., 'An Econometric Analysis of Coca Eradication Policy in Colombia', World Development, vol. 31. no. 2 (2003), pp. 375-83.
    • (2003) World Development , vol.31 , Issue.2 , pp. 375-383
    • Moreno-Sanchez, R.1
  • 2
    • 48249157792 scopus 로고    scopus 로고
    • United Nations Office on Drugs and Crime UNODC, New York
    • United Nations Office on Drugs and Crime (UNODC), Colombia Coca Survey (New York 2005).
    • (2005) Colombia Coca Survey
  • 4
    • 0036249930 scopus 로고    scopus 로고
    • The Anti-Drug Policy, Aerial Spraying of Illicit Crops and Their Social, Environmental and Political Impacts in Colombia
    • Ricardo Vargas 'The Anti-Drug Policy, Aerial Spraying of Illicit Crops and Their Social, Environmental and Political Impacts in Colombia', The Journal of Drug Issues, vol. 22, no. 4 (2002), pp. 11-60
    • (2002) The Journal of Drug Issues , vol.22 , Issue.4 , pp. 11-60
    • Vargas, R.1
  • 5
    • 54549112773 scopus 로고    scopus 로고
    • Colombia: A Vicious Circle of Drugs and War
    • Coletta A. Youngers and Eileen Rosin eds, London
    • María Clemencia Ramírez Lemus, et al, 'Colombia: A Vicious Circle of Drugs and War', in Coletta A. Youngers and Eileen Rosin (eds.), Drugs and Democracy in Latin America: The Impact of US Policy (London 2005), pp. 61-97.
    • (2005) Drugs and Democracy in Latin America: The Impact of US Policy , pp. 61-97
    • Clemencia, M.1    Lemus, R.2
  • 6
    • 48249126119 scopus 로고    scopus 로고
    • The US "War on Drugs": Its Impact in Latin America and the Caribbean
    • Coletta A. Youngers and Eileen Rosin eds, London
    • Coletta A. Youngers and Eileen Rosin, 'The US "War on Drugs": Its Impact in Latin America and the Caribbean', in Coletta A. Youngers and Eileen Rosin (eds), Drugs and Democracy in Latin America: The Impact of US Policy, (London 2005), pp. 1-13.
    • (2005) Drugs and Democracy in Latin America: The Impact of US Policy , pp. 1-13
    • Youngers, C.A.1    Rosin, E.2
  • 7
    • 48249120263 scopus 로고    scopus 로고
    • 'Battles won, a war still lost; Drugs in Latin America', The Economist, 374 (200), pp. 35-6.
    • 'Battles won, a war still lost; Drugs in Latin America', The Economist, Vol. 374 (200), pp. 35-6.
  • 10
    • 48249093311 scopus 로고    scopus 로고
    • United Nations Office on Drugs and Crime UNODC, New York
    • United Nations Office on Drugs and Crime (UNODC), Colombia Coca Survey (New York 2006).
    • (2006) Colombia Coca Survey
  • 11
    • 48249123342 scopus 로고    scopus 로고
    • Exceptions are Moreno-Sanchez, et al., 'An Econometric Analysis of Coca Eradication Policy in Colombia', and Ana María Díaz and Fábio Sánchez, 'A Geography of Illicit Crops (Coca Leaf) and Armed Conflict in Colombia', Crisis States Programme Working Paper no. 47, (London July 2004). The former is a time-series analysis of national cultivation rates, and the latter looks at diffusion of cultivation to nearby departments. Neither study includes the wide range of control variables included here. UNODC reports use bivariate analyses.
    • Exceptions are Moreno-Sanchez, et al., 'An Econometric Analysis of Coca Eradication Policy in Colombia', and Ana María Díaz and Fábio Sánchez, 'A Geography of Illicit Crops (Coca Leaf) and Armed Conflict in Colombia', Crisis States Programme Working Paper no. 47, (London July 2004). The former is a time-series analysis of national cultivation rates, and the latter looks at diffusion of cultivation to nearby departments. Neither study includes the wide range of control variables included here. UNODC reports use bivariate analyses.
  • 12
  • 13
    • 84906015220 scopus 로고    scopus 로고
    • The US Millitary in the War on Drugs
    • Colletta A. Youngers and Eileen Rosin eds, London
    • Adam Isacson, 'The US Millitary in the War on Drugs', in Colletta A. Youngers and Eileen Rosin (eds.), Drugs and Democracy in Latin America: The impact of US Policy, (London 2005), pp. 15-60
    • (2005) Drugs and Democracy in Latin America: The impact of US Policy , pp. 15-60
    • Isacson, A.1
  • 14
    • 48249123044 scopus 로고    scopus 로고
    • Rosin and Youngers, 'The US War on Drugs: Its Impact in Latin America and the Caribbean'; Vargas, 'The Anti-Drug Policy, Aerial Spraying of Illicit Crops and Their Social, Environmental and Political Impacts in Colombia'; Ramírez Lemus, et al., 'Colombia: A Vicious Circle of Drugs and War'.
    • Rosin and Youngers, 'The US "War on Drugs": Its Impact in Latin America and the Caribbean'; Vargas, 'The Anti-Drug Policy, Aerial Spraying of Illicit Crops and Their Social, Environmental and Political Impacts in Colombia'; Ramírez Lemus, et al., 'Colombia: A Vicious Circle of Drugs and War'.
  • 17
    • 48249135013 scopus 로고    scopus 로고
    • United States State Department, Bureau for International Narcotics Control and Law Enforcement, International Narcotics Control Strategy Report, 1 March
    • United States State Department, Bureau for International Narcotics Control and Law Enforcement, 'Policy and Program Developments', International Narcotics Control Strategy Report, 1 March 2004, http://www.state.gov/p/inl/rls/nrcrpt/2003/vol1/html/29829.htm
    • (2004) Policy and Program Developments
  • 21
    • 48249110840 scopus 로고    scopus 로고
    • Isacson, 'The US Military in the War on Drugs'; Ramírez Lemus, et al., 'Colombia: A Vicious Circle of Drugs and War'; Vargas, 'The Anti-Drug Policy, Aerial Spraying of Illicit Crops and Their Social, Environmental and Political Impacts in Colombia.'
    • Isacson, 'The US Military in the War on Drugs'; Ramírez Lemus, et al., 'Colombia: A Vicious Circle of Drugs and War'; Vargas, 'The Anti-Drug Policy, Aerial Spraying of Illicit Crops and Their Social, Environmental and Political Impacts in Colombia.'
  • 22
    • 48249126714 scopus 로고    scopus 로고
    • Estimates of displacement from, Ministerio de la Protección Social, 'Consolidado de Programas.' (2005), http://mps.minproteccionsocial.gov.co/consolidado/buscar.php.
    • Estimates of displacement from, Ministerio de la Protección Social, 'Consolidado de Programas.' (2005), http://mps.minproteccionsocial.gov.co/consolidado/buscar.php.
  • 23
    • 48249146477 scopus 로고    scopus 로고
    • Civil Conflict and Forced Migration: The Micro Determinates and the Welfare Losses of Displacement in Colombia
    • On violence of guerrilla and paramilitary groups contributing to displacement, see, Universidad de los Andes Bogotá, June
    • On violence of guerrilla and paramilitary groups contributing to displacement, see Ana Maria Ibáñez and Carlos Eduardo Velez, 'Civil Conflict and Forced Migration: The Micro Determinates and the Welfare Losses of Displacement in Colombia', Documento CEDE 2005-35, Universidad de los Andes (Bogotá, June 2005)
    • (2005) Documento CEDE 2005-35
    • Maria Ibáñez, A.1    Eduardo Velez, C.2
  • 24
    • 33846339790 scopus 로고    scopus 로고
    • Displacement Due to Violence in Colombia: A Household-Level Analysis
    • and Stefanie Engel and Ana María Ibáñez, 'Displacement Due to Violence in Colombia: A Household-Level Analysis', Economic Development and Cultural Change, vol. 55, no. 2 (2007), 335-66.
    • (2007) Economic Development and Cultural Change , vol.55 , Issue.2 , pp. 335-366
    • Engel, S.1    María Ibáñez, A.2
  • 29
    • 33748882907 scopus 로고    scopus 로고
    • Jennifeer S. Holmes et al. find that coca eradication, and not coca cultivation, appears to contribute to leftist guerrilla violence. Jennifer S. Holmes et al., 'Drugs, Violence, and Development in Colombia: A Department-Level Analysis', Latin American Politics and Society 48-3 (2006): Pp. 157-84.
    • Jennifeer S. Holmes et al. find that coca eradication, and not coca cultivation, appears to contribute to leftist guerrilla violence. Jennifer S. Holmes et al., 'Drugs, Violence, and Development in Colombia: A Department-Level Analysis', Latin American Politics and Society Vol. 48-3 (2006): Pp. 157-84.
  • 33
    • 48249112076 scopus 로고    scopus 로고
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability.
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability.
  • 34
    • 48249140952 scopus 로고    scopus 로고
    • Kevin J. Riley, 'Snow Job? The Efficacy of Source Country Cocaine Policies', Graduate School Dissertation Senes RGSD-102, National Defense Research Institute, 1993.
    • Kevin J. Riley, 'Snow Job? The Efficacy of Source Country Cocaine Policies', Graduate School Dissertation Senes RGSD-102, National Defense Research Institute, 1993.
  • 37
    • 33847198754 scopus 로고    scopus 로고
    • Combating Coca in Bolivia and Colombia: A New Perspective on the Forces that Drive Peasant Coca Farming
    • Washington, D.C
    • Nancy McGuire, 'Combating Coca in Bolivia and Colombia: A New Perspective on the Forces that Drive Peasant Coca Farming', Report for Council For Emerging National Security Affairs, Washington, D.C.
    • Report for Council For Emerging National Security Affairs
    • McGuire, N.1
  • 41
    • 0039109405 scopus 로고    scopus 로고
    • David Mansfield, 'Alternative development: The modern thrust of supply side policy', Bulletin on Narcotics - Occasional Papers, LI, nos. I & 2 (1999) pp. 19-44.
    • David Mansfield, 'Alternative development: The modern thrust of supply side policy', Bulletin on Narcotics - Occasional Papers, vol. LI, nos. I & 2 (1999) pp. 19-44.
  • 43
    • 33847238028 scopus 로고    scopus 로고
    • A Subnational Study of Insurgency: FARC Violence in the 1990s
    • Jennifer S. Holmes, et al., 'A Subnational Study of Insurgency: FARC Violence in the 1990s', Studies in Conflict and Terrorism, vol. 30, no. 1 (2007), pp. 249-65.
    • (2007) Studies in Conflict and Terrorism , vol.30 , Issue.1 , pp. 249-265
    • Holmes, J.S.1
  • 45
    • 48249121441 scopus 로고    scopus 로고
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability.
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability.
  • 48
    • 48249102568 scopus 로고    scopus 로고
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability
  • 50
    • 48249123045 scopus 로고    scopus 로고
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability
    • Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability
  • 53
    • 48249104208 scopus 로고    scopus 로고
    • Díaz and Sánchez, 'A Geography of Illicit Crops Coca Leaf and Armed Conflict in Colombia'.
    • Díaz and Sánchez, 'A Geography of Illicit Crops (Coca Leaf and Armed Conflict in Colombia'.
  • 60
    • 85050169089 scopus 로고
    • Why the Illegal Psychoactive Drugs Industry Grew in Colombia
    • Francisco E. Thoumi, 'Why the Illegal Psychoactive Drugs Industry Grew in Colombia', Journal of Interamerican Studies and World Affairs, vol. 34, no. 3 (1992), pp. 37-63
    • (1992) Journal of Interamerican Studies and World Affairs , vol.34 , Issue.3 , pp. 37-63
    • Thoumi, F.E.1
  • 63
    • 48249141701 scopus 로고    scopus 로고
    • Mansfield, 'Alternative development: The modern thrust of supply-side policy'.
    • Mansfield, 'Alternative development: The modern thrust of supply-side policy'.
  • 64
    • 48249133893 scopus 로고    scopus 로고
    • Díaz and Sánchez, 'A Geography of Illicit Crops Coca Leaf and Armed Confict in Colombia'.
    • Díaz and Sánchez, 'A Geography of Illicit Crops (Coca Leaf and Armed Confict in Colombia'.
  • 68
    • 48249157792 scopus 로고    scopus 로고
    • See UNODC, for data and a discussion of measurement issues
    • See UNODC, Colombia Coca Survey (2005) for data and a discussion of measurement issues.
    • (2005) Colombia Coca Survey
  • 69
    • 48249116269 scopus 로고    scopus 로고
    • Colombia's departments range from 24.1% to 93.7% urban. Joshua D. Angrist and Adriana D. Kugler, 'Rural Windfall or a New Resource Curse? Coca, Income and Civil Conflict in Colombia', National Bureau of Economics Research Working Paper No. 11219, Cambridge, MA, March 2005. Population data come from the Colombian Government's statistical database, the Departamento Administrativo Nacional de Estadistica (DANE), http://www.dane.gov.co. Unless otherwise stated, all data used in this study are retrieved from DANE.
    • Colombia's departments range from 24.1% to 93.7% urban. Joshua D. Angrist and Adriana D. Kugler, 'Rural Windfall or a New Resource Curse? Coca, Income and Civil Conflict in Colombia', National Bureau of Economics Research Working Paper No. 11219, Cambridge, MA, March 2005. Population data come from the Colombian Government's statistical database, the Departamento Administrativo Nacional de Estadistica (DANE), http://www.dane.gov.co. Unless otherwise stated, all data used in this study are retrieved from DANE.
  • 70
    • 48249105372 scopus 로고    scopus 로고
    • Accumulated sprayed area is the sum of areas sprayed during a given time period, calculated by multiplying the length of fight lines by their width. It does not take into account effective sprayed area, which disregards the overlap between adjacent sprayed bands and areas sprayed several times in the same calendar year. UNODC, Colombia Coca Survey (2005).
    • Accumulated sprayed area is the sum of areas sprayed during a given time period, calculated by multiplying the length of fight lines by their width. It does not take into account effective sprayed area, which disregards the overlap between adjacent sprayed bands and areas sprayed several times in the same calendar year. UNODC, Colombia Coca Survey (2005).
  • 71
    • 48249127491 scopus 로고    scopus 로고
    • Aerial eradication data from UNODC, Colombia Coca Survey (2006).
    • Aerial eradication data from UNODC, Colombia Coca Survey (2006).
  • 72
    • 48249089955 scopus 로고    scopus 로고
    • Though weak state presence may facilitate coca cultivation by enabling illegal armed groups to protect or promote cultivation, it is difficult to directly measure the magnitude of armed group presence without conflating this with violence. Typically, human rights violations or other estimates of violence are used to measure armed group presence. However, these measures should actually be associated with less cultivation due to the displacement and disruptions of cultivation associated with such violence
    • Though weak state presence may facilitate coca cultivation by enabling illegal armed groups to protect or promote cultivation, it is difficult to directly measure the magnitude of armed group presence without conflating this with violence. Typically, human rights violations or other estimates of violence are used to measure armed group presence. However, these measures should actually be associated with less cultivation due to the displacement and disruptions of cultivation associated with such violence.
  • 73
    • 48249123724 scopus 로고    scopus 로고
    • DANE
    • DANE, http://www.dane.gov.co/files/investigaciones/pib/departamentales/
  • 74
    • 48249126120 scopus 로고    scopus 로고
    • Presidencia República de Colombia
    • Presidencia República de Colombia, 'Registro Único de la Población Desplazada', http://www.red.gov.co/programas/ apoyo_integral_desplazados/estadisticas.htm
    • Registro Único de la Población Desplazada
  • 75
    • 48249142673 scopus 로고    scopus 로고
    • See Ramírez Lemus, et al., 'Colombia: A Vicious Circle of Drugs and War'; UNODC Colombia Coca Survey (2005)
    • See Ramírez Lemus, et al., 'Colombia: A Vicious Circle of Drugs and War'; UNODC Colombia Coca Survey (2005)
  • 77
    • 48249130725 scopus 로고    scopus 로고
    • and Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability.
    • and Rabasa and Chalk, Colombian Labyrinth: The Synergy of Drugs and Insurgency and Its Implications for Regional Stability.
  • 78
    • 48249145070 scopus 로고    scopus 로고
    • The SUR database probably underestimates the true number of displaced, in part because the government uses a more restrictive definition of displacement than that of NGOs. On the other hand, the government's SUR database has the advantage of tracking, in addition to the department in which the displaced settle, the department from which people are displaced. This allows us to disaggregate the effects of displacement in both sending and receiving departments. CODHES, a Colombian NGO, only publishes data on the departments that receive the displaced. Using the government figures reflects the more conservative approach because any effects we find would be more pronounced were more accurate data available. See Internal Displacement Monitoring Centre, Colombia: government 'peace process' cements injustices for IDPs, Norwegian Refugee Council, Geneva, Switzerland, 30 June 2006
    • The SUR database probably underestimates the true number of displaced, in part because the government uses a more restrictive definition of displacement than that of NGOs. On the other hand, the government's SUR database has the advantage of tracking, in addition to the department in which the displaced settle, the department from which people are displaced. This allows us to disaggregate the effects of displacement in both sending and receiving departments. CODHES, a Colombian NGO, only publishes data on the departments that receive the displaced. Using the government figures reflects the more conservative approach because any effects we find would be more pronounced were more accurate data available. See Internal Displacement Monitoring Centre, 'Colombia: government 'peace process' cements injustices for IDPs', Norwegian Refugee Council, Geneva, Switzerland, 30 June 2006.
  • 80
    • 48249136455 scopus 로고    scopus 로고
    • For department level GDP and population statistics, see DANE
    • For department level GDP and population statistics, see DANE, http://www.dane.gov.co/
  • 81
    • 48249137992 scopus 로고    scopus 로고
    • Ministerio de Transporte
    • Ministerio de Transporte, 'Transporte en cifras', http://www.mintransporte.gov.co/Servicios/Estadisticas/ TABLASYGRAFICOS2004.htm.
    • Transporte en cifras
  • 82
    • 48249135380 scopus 로고    scopus 로고
    • For a discussion of these data issues, see, Data to test hypotheses that focus on factors of inequality, including the potential association between coca cultivation and land ownership, prove similarly elusive
    • For a discussion of these data issues, see Holmes et al., 'Drugs, Violence, and Development in Colombia: A Department-Level Analysis'. Data to test hypotheses that focus on factors of inequality, including the potential association between coca cultivation and land ownership, prove similarly elusive.
    • Drugs, Violence, and Development in Colombia: A Department-Level Analysis
    • Holmes1
  • 83
    • 48249089165 scopus 로고    scopus 로고
    • The Colombian government is in the process of adopting a new measure of poverty based on data projections. The UPN and this new measure, the System for Selecting Beneficiaries of Social Services SISBEN, are highly correlated
    • The Colombian government is in the process of adopting a new measure of poverty based on data projections. The UPN and this new measure, the System for Selecting Beneficiaries of Social Services (SISBEN), are highly correlated.
  • 85
    • 84974183585 scopus 로고
    • What to do (and not to do) with Time-Series Cross-Section Data
    • Nathaniel Beck and Jonathan N. Katz, 'What to do (and not to do) with Time-Series Cross-Section Data', American Political Science Review vol. 89, no. 3 (1995), pp. 634-47.
    • (1995) American Political Science Review , vol.89 , Issue.3 , pp. 634-647
    • Beck, N.1    Katz, J.N.2
  • 86
    • 48249107839 scopus 로고    scopus 로고
    • Beck and Katz's panel corrected standard errors (PCSEs) typically perform better when the number of time points exceed the number of cross-sections, Limited data and a large number of parameters preclude estimation of accurate generalized least squares models with complex corrections for assumed error structures
    • Beck and Katz's panel corrected standard errors (PCSEs) typically perform better when the number of time points exceed the number of cross-sections. In this instance, the PCSEs are nearly identical to uncorrected standard errors using OLS. Limited data and a large number of parameters preclude estimation of accurate generalized least squares models with complex corrections for assumed error structures.
    • In this instance, the PCSEs are nearly identical to uncorrected standard errors using OLS
  • 87
    • 48249136018 scopus 로고    scopus 로고
    • The other modelling alternative to deal with autocorrelation would entail estimating the model using OLS and including a lagged dependent variable. In this case, the lagged dependent variable approach would be problematic or unnecessary. The lagged dependent variable approach would use up scarce degrees of freedom and convert the analysis into one of short-term change, despite our theoretical interest in cross-department variation. Further, the estimates of the autocorrelation parameter (rho) in the Prais Winsten models suggests that autocorrelation within panels is not severe. Further, a lagged dependent variable is problematic with the inclusion of fixed effects, creating additional bias beyond that normally expected in such models
    • The other modelling alternative to deal with autocorrelation would entail estimating the model using OLS and including a lagged dependent variable. In this case, the lagged dependent variable approach would be problematic or unnecessary. The lagged dependent variable approach would use up scarce degrees of freedom and convert the analysis into one of short-term change, despite our theoretical interest in cross-department variation. Further, the estimates of the autocorrelation parameter (rho) in the Prais Winsten models suggests that autocorrelation within panels is not severe. Further, a lagged dependent variable is problematic with the inclusion of fixed effects, creating additional bias beyond that normally expected in such models.
  • 88
    • 0035650346 scopus 로고    scopus 로고
    • Two tests were used to determine whether fixed effects were appropriate, and both indicated that estimating the model with fixed effects is necessary. First, a Chow or F test of the joint significance of the coefficients for the fixed effects generated statistically significant Chow scores see Table 2, In addition, the modified jack-knife procedure recommended to measure the mean absolute prediction error for each department, also confirmed the utility of estimating the model with fixed effects. The jack-knife procedure estimates a separate prediction model for each department by leaving out one department at a time and using the model to predict coca cultivation in the omitted department. The mean absolute error is the difference between the predicted and observed coca cultivation for each department. The results of the test are presented in the Appendix. See Nathaniel Beck, Time-Series-Cross-Section Data: What Have We Learned in the Past Few Years, Annual Review of Political
    • Two tests were used to determine whether fixed effects were appropriate, and both indicated that estimating the model with fixed effects is necessary. First, a Chow or F test of the joint significance of the coefficients for the fixed effects generated statistically significant Chow scores (see Table 2). In addition, the modified jack-knife procedure recommended to measure the mean absolute prediction error for each department, also confirmed the utility of estimating the model with fixed effects. The jack-knife procedure estimates a separate prediction model for each department by leaving out one department at a time and using the model to predict coca cultivation in the omitted department. The mean absolute error is the difference between the predicted and observed coca cultivation for each department. The results of the test are presented in the Appendix. See Nathaniel Beck. 'Time-Series-Cross-Section Data: What Have We Learned in the Past Few Years?', Annual Review of Political Science, vol. 4 (2001): Pp. 271-93. Fixed effects are also preferable to random effects because it is unlikely that the intercept shifts are due to random error uncorrelated with the independent variables, an assumption required of random effects models. Instead, the intercepts shifts are likely to reflect systematic differences in the average level of coca cultivation across departments rather than random error. We performed a Hausman test, which indicated that the random effects were not more efficient than fixed effects. The estimates of the random effects models were inconsistent. We accept the loss of efficiency in the fixed effects models in favour of greater consistency.
  • 89
    • 48249094499 scopus 로고    scopus 로고
    • Studies of the effect of displacement on welfare suggest that it reduces by a third the consumption of the displaced. Ana Maria Ibaáñez and Carlos Eduardo Velez, Civil Conflict and Forced Migration: The Micro Determinates and the Welfare Losses of Displacement in Colombia
    • Studies of the effect of displacement on welfare suggest that it reduces by a third the consumption of the displaced. Ana Maria Ibaáñez and Carlos Eduardo Velez, 'Civil Conflict and Forced Migration: The Micro Determinates and the Welfare Losses of Displacement in Colombia'.
  • 90
    • 48249156859 scopus 로고    scopus 로고
    • Though we do not model the presence of illegal groups directly for reasons discussed above, the direct effect of state presence on cultivation is consistent with studies arguing that illegal armed group presence is associated with coca cultivation
    • Though we do not model the presence of illegal groups directly for reasons discussed above, the direct effect of state presence on cultivation is consistent with studies arguing that illegal armed group presence is associated with coca cultivation.
  • 91
    • 48249102204 scopus 로고    scopus 로고
    • We also estimated the models using the CODHES data for departments receiving the displaced. The results for all of the variables, except incoming displaced and aerial eradication, were nearly identical in terms of substantive and statistical significance to the models reported in Table 2. In the case of incoming displaced, the effect on coca cultivation remained positive but was smaller and even less statistically significant, which suggests that the displaced do not engage in significant coca cultivation. The coefficient for aerial eradication became larger but remained insignificant. That substituting the CODHES data for that of SUR only affected the coefficients of these two variables and even then they remained statistically insignificant, suggests that the SUR figures do indeed under count those that are displaced by aerial eradication. Therefore, our results are conservative
    • We also estimated the models using the CODHES data for departments receiving the displaced. The results for all of the variables, except incoming displaced and aerial eradication, were nearly identical in terms of substantive and statistical significance to the models reported in Table 2. In the case of incoming displaced, the effect on coca cultivation remained positive but was smaller and even less statistically significant, which suggests that the displaced do not engage in significant coca cultivation. The coefficient for aerial eradication became larger but remained insignificant. That substituting the CODHES data for that of SUR only affected the coefficients of these two variables (and even then they remained statistically insignificant), suggests that the SUR figures do indeed under count those that are displaced by aerial eradication. Therefore, our results are conservative.
  • 92
    • 48249140524 scopus 로고    scopus 로고
    • Though the linear effect of poverty in Model 1 is statistically significant, the coefficient in Model 1 is much smaller than its counterpart in the quadratic model. The quadratic term in Model 2 is statistically significant. The results are consistent with an interpretation that the coefficient of the linear parameter in Model 1 is biased downward because of omitted variable bias. The jack-knife procedure confirms that the curvilinear model of poverty better predicts actual coca cultivation than poverty as a simple, linear predictor. See the Appendix
    • Though the linear effect of poverty in Model 1 is statistically significant, the coefficient in Model 1 is much smaller than its counterpart in the quadratic model. The quadratic term in Model 2 is statistically significant. The results are consistent with an interpretation that the coefficient of the linear parameter in Model 1 is biased downward because of omitted variable bias. The jack-knife procedure confirms that the curvilinear model of poverty better predicts actual coca cultivation than poverty as a simple, linear predictor. See the Appendix.
  • 93
    • 48249146478 scopus 로고    scopus 로고
    • Michael Tomz, Jason Wittenberg and Gary King, CLARIFY: Software for Interpreting and Presenting Statistical Results, Version 2.0, Cambridge, MA: Harvard University, 1 June 2001
    • Michael Tomz, Jason Wittenberg and Gary King, 'CLARIFY: Software for Interpreting and Presenting Statistical Results', Version 2.0, Cambridge, MA: Harvard University, 1 June 2001.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.