IDEAS home Printed from https://ideas.repec.org/p/cdl/econwp/qt2dq6v0ch.html
   My bibliography  Save this paper

Non-economic factors in violence: Evidence from organized crime, suicides and climate in Mexico

Author

Listed:
  • Baysan, Ceren
  • Burke, Marshall
  • González, Felipe
  • Hsiang, Solomon
  • Miguel, Edward

Abstract

Organized intergroup violence is almost universally modeled as a calculated act motivated by economic factors. In contrast, it is generally assumed that non-economic factors, such as an individual's emotional state, play a role in many types of interpersonal violence, such as “crimes of passion.” We ask whether non-economic factors can also explain the well-established relationship between temperature and violence in a unique context where intergroup killings by drug-trafficking organizations (DTOs) and other interpersonal homicides are separately documented. A constellation of evidence, including the limited influence of a cash transfer program as well as comparisons with both other DTO crime and suicides, indicate that economic factors only partially mitigate the relationship between temperature and violence that we estimate in Mexico. We argue that non-economic psychological and physiological factors that are affected by temperature, modeled here as a “taste for violence,” likely play an important role in causing both interpersonal and intergroup violence.

Suggested Citation

  • Baysan, Ceren & Burke, Marshall & González, Felipe & Hsiang, Solomon & Miguel, Edward, 2019. "Non-economic factors in violence: Evidence from organized crime, suicides and climate in Mexico," Department of Economics, Working Paper Series qt2dq6v0ch, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
  • Handle: RePEc:cdl:econwp:qt2dq6v0ch
    as

    Download full text from publisher

    File URL: https://www.escholarship.org/uc/item/2dq6v0ch.pdf;origin=repeccitec
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. David Card & Gordon B. Dahl, 2011. "Family Violence and Football: The Effect of Unexpected Emotional Cues on Violent Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 103-143.
    2. Akbulut-Yuksel, Mevlude & Khamis, Melanie & Yuksel, Mutlu, 2013. "For Better or for Worse: The Long-Term Effects of Postwar Reconstruction on Family Formation," IZA Discussion Papers 7239, Institute of Labor Economics (IZA).
    3. Jensen, Nathan M. & Rosas, Guillermo, 2007. "Foreign Direct Investment and Income Inequality in Mexico, 1990–2000," International Organization, Cambridge University Press, vol. 61(3), pages 467-487, July.
    4. Ariaster B. Chimeli & Rodrigo R. Soares, 2017. "The Use of Violence in Illegal Markets: Evidence from Mahogany Trade in the Brazilian Amazon," American Economic Journal: Applied Economics, American Economic Association, vol. 9(4), pages 30-57, October.
    5. Amy Farmer & Jill Tiefenthaler, 1997. "An Economic Analysis of Domestic Violence," Review of Social Economy, Taylor & Francis Journals, vol. 55(3), pages 337-358.
    6. Ranson, Matthew, 2014. "Crime, weather, and climate change," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 274-302.
    7. Baez, Javier E., 2011. "Civil wars beyond their borders: The human capital and health consequences of hosting refugees," Journal of Development Economics, Elsevier, vol. 96(2), pages 391-408, November.
    8. Collier, Paul & Hoeffler, Anke, 1998. "On Economic Causes of Civil War," Oxford Economic Papers, Oxford University Press, vol. 50(4), pages 563-573, October.
    9. Mevlude Akbulut-Yuksel, 2014. "Children of War: The Long-Run Effects of Large-Scale Physical Destruction and Warfare on Children," Journal of Human Resources, University of Wisconsin Press, vol. 49(3), pages 634-662.
    10. Manuel Fern�ndez & Ana Mar�a Ib��ez & Ximena Pe�a, 2014. "Adjusting the Labour Supply to Mitigate Violent Shocks: Evidence from Rural Colombia," Journal of Development Studies, Taylor & Francis Journals, vol. 50(8), pages 1135-1155, August.
    11. Christopher Blattman & Julian C. Jamison & Margaret Sheridan, 2017. "Reducing Crime and Violence: Experimental Evidence from Cognitive Behavioral Therapy in Liberia," American Economic Review, American Economic Association, vol. 107(4), pages 1165-1206, April.
    12. Thiemo Fetzer, 2020. "Can Workfare Programs Moderate Conflict? Evidence from India," Journal of the European Economic Association, European Economic Association, vol. 18(6), pages 3337-3375.
    13. Joshua D. Angrist & Adriana D. Kugler, 2008. "Rural Windfall or a New Resource Curse? Coca, Income, and Civil Conflict in Colombia," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 191-215, May.
    14. Gary S. Becker, 1974. "Crime and Punishment: An Economic Approach," NBER Chapters, in: Essays in the Economics of Crime and Punishment, pages 1-54, National Bureau of Economic Research, Inc.
    15. Eli Berman & Jacob N. Shapiro & Joseph H. Felter, 2011. "Can Hearts and Minds Be Bought? The Economics of Counterinsurgency in Iraq," Journal of Political Economy, University of Chicago Press, vol. 119(4), pages 766-819.
    16. Juan Camilo Castillo & Daniel Mejía & Pascual Restrepo, 2020. "Scarcity without Leviathan: The Violent Effects of Cocaine Supply Shortages in the Mexican Drug War," The Review of Economics and Statistics, MIT Press, vol. 102(2), pages 269-286, May.
    17. Ajdacic-Gross, Vladeta & Bopp, Matthias & Ring, Mariann & Gutzwiller, Felix & Rossler, Wulf, 2010. "Seasonality in suicide - A review and search of new concepts for explaining the heterogeneous phenomena," Social Science & Medicine, Elsevier, vol. 71(4), pages 657-666, August.
    18. Emmanuel Skoufias, 2012. "The Poverty and Welfare Impacts of Climate Change Quantifying the Effects, Identifying the Adaptation Strategies," World Bank Publications - Books, The World Bank Group, number 9384.
    19. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    20. Timothy Besley & Torsten Persson, 2011. "The Logic of Political Violence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(3), pages 1411-1445.
    21. Audra J. Bowlus & Shannon Seitz, 2006. "Domestic Violence, Employment, And Divorce," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(4), pages 1113-1149, November.
    22. Ryan Brown, 2018. "The Mexican Drug War and Early-Life Health: The Impact of Violent Crime on Birth Outcomes," Demography, Springer;Population Association of America (PAA), vol. 55(1), pages 319-340, February.
    23. Oeindrila Dube & Omar García-Ponce & Kevin Thom, 2016. "From Maize to Haze: Agricultural Shocks and the Growth of the Mexican Drug Sector," Journal of the European Economic Association, European Economic Association, vol. 14(5), pages 1181-1224.
    24. Shemyakina, Olga, 2011. "The effect of armed conflict on accumulation of schooling: Results from Tajikistan," Journal of Development Economics, Elsevier, vol. 95(2), pages 186-200, July.
    25. Milanovic, Branko, 1994. "The Gini-Type Functions: An Alternative Derivation," Bulletin of Economic Research, Wiley Blackwell, vol. 46(1), pages 81-90, January.
    26. Fetzer, Thiemo, 2019. "Can Workfare Programs Moderate Conflict? Evidence from India," The Warwick Economics Research Paper Series (TWERPS) 1220, University of Warwick, Department of Economics.
    27. Brian Jacob & Lars Lefgren & Enrico Moretti, 2007. "The Dynamics of Criminal Behavior: Evidence from Weather Shocks," Journal of Human Resources, University of Wisconsin Press, vol. 42(3).
    28. Melissa Dell, 2015. "Trafficking Networks and the Mexican Drug War," American Economic Review, American Economic Association, vol. 105(6), pages 1738-1779, June.
    29. Tom Bundervoet & Philip Verwimp & Richard Akresh, 2009. "Health and Civil War in Rural Burundi," Journal of Human Resources, University of Wisconsin Press, vol. 44(2).
    30. Akresh, Richard & Lucchetti, Leonardo & Thirumurthy, Harsha, 2012. "Wars and child health: Evidence from the Eritrean–Ethiopian conflict," Journal of Development Economics, Elsevier, vol. 99(2), pages 330-340.
    31. Mariaflavia Harari & Eliana La Ferrara, 2018. "Conflict, Climate, and Cells: A Disaggregated Analysis," The Review of Economics and Statistics, MIT Press, vol. 100(4), pages 594-608, October.
    32. Oeindrila Dube & Juan F. Vargas, 2013. "Commodity Price Shocks and Civil Conflict: Evidence from Colombia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1384-1421.
    33. Maarten J Voors & Erwin H Bulte, 2014. "Conflict and the evolution of institutions: Unbundling institutions at the local level in Burundi," Journal of Peace Research, Peace Research Institute Oslo, vol. 51(4), pages 455-469, July.
    34. Melissa Dell & Benjamin Feigenberg & Kensuke Teshima, 2019. "The Violent Consequences of Trade-Induced Worker Displacement in Mexico," American Economic Review: Insights, American Economic Association, vol. 1(1), pages 43-58, June.
    35. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    36. Dube, Arindrajit & Dube, Oeindrila & García-Ponce, Omar, 2013. "Cross-Border Spillover: U.S. Gun Laws and Violence in Mexico," American Political Science Review, Cambridge University Press, vol. 107(3), pages 397-417, August.
    37. Kondylis, Florence, 2010. "Conflict displacement and labor market outcomes in post-war Bosnia and Herzegovina," Journal of Development Economics, Elsevier, vol. 93(2), pages 235-248, November.
    38. Donohue, John J, III & Levitt, Steven D, 1998. "Guns, Violence, and the Efficiency of Illegal Markets," American Economic Review, American Economic Association, vol. 88(2), pages 463-467, May.
    39. Hsiang, Solomon M & Burke, Marshall & Miguel, Edward, 2013. "Quantifying the Influence of Climate on Human Conflict," Department of Economics, Working Paper Series qt28c3c631, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    40. Chamarbagwala, Rubiana & Morán, Hilcías E., 2011. "The human capital consequences of civil war: Evidence from Guatemala," Journal of Development Economics, Elsevier, vol. 94(1), pages 41-61, January.
    41. Alan Barreca & Karen Clay & Olivier Deschenes & Michael Greenstone & Joseph S. Shapiro, 2016. "Adapting to Climate Change: The Remarkable Decline in the US Temperature-Mortality Relationship over the Twentieth Century," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 105-159.
    42. Maximilian Auffhammer & Solomon M. Hsiang & Wolfram Schlenker & Adam Sobel, 2013. "Using Weather Data and Climate Model Output in Economic Analyses of Climate Change," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(2), pages 181-198, July.
    43. Miguel, Edward & Roland, Gérard, 2011. "The long-run impact of bombing Vietnam," Journal of Development Economics, Elsevier, vol. 96(1), pages 1-15, September.
    44. Olivier Deschênes & Michael Greenstone, 2007. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," American Economic Review, American Economic Association, vol. 97(1), pages 354-385, March.
    45. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Climate and Conflict," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 577-617, August.
    46. Christopher Blattman & Jeannie Annan, 2010. "The Consequences of Child Soldiering," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 882-898, November.
    47. Oeindrila Dube & Omar García-Ponce & Kevin Thom, 2016. "From Maize To Haze: Agricultural Shocks And The Growth Of The Mexican Drug Sector," Journal of the European Economic Association, European Economic Association, vol. 14(5), pages 1181-1224, October.
    48. Edward Miguel & Shanker Satyanath & Ernest Sergenti, 2004. "Economic Shocks and Civil Conflict: An Instrumental Variables Approach," Journal of Political Economy, University of Chicago Press, vol. 112(4), pages 725-753, August.
    49. Anna Aizer, 2010. "The Gender Wage Gap and Domestic Violence," American Economic Review, American Economic Association, vol. 100(4), pages 1847-1859, September.
    50. Tauchen, Helen V & Witte, Ann Dryden & Long, Sharon K, 1991. "Domestic Violence: A Nonrandom Affair," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 32(2), pages 491-511, May.
    51. Gabriela Calderón & Gustavo Robles & Alberto Díaz-Cayeros & Beatriz Magaloni, 2015. "The Beheading of Criminal Organizations and the Dynamics of Violence in Mexico," Journal of Conflict Resolution, Peace Science Society (International), vol. 59(8), pages 1455-1485, December.
    52. Skoufias, Emmanuel & Davis, Benjamin & de la Vega, Sergio, 2001. "Targeting the Poor in Mexico: An Evaluation of the Selection of Households into PROGRESA," World Development, Elsevier, vol. 29(10), pages 1769-1784, October.
    53. Solomon M. Hsiang & Kyle C. Meng & Mark A. Cane, 2011. "Civil conflicts are associated with the global climate," Nature, Nature, vol. 476(7361), pages 438-441, August.
    54. Marshall Burke & Felipe González & Patrick Baylis & Sam Heft-Neal & Ceren Baysan & Sanjay Basu & Solomon Hsiang, 2018. "Higher temperatures increase suicide rates in the United States and Mexico," Nature Climate Change, Nature, vol. 8(8), pages 723-729, August.
    55. Esmaiel Abounoori & Patrick McCloughan, 2003. "A simple way to calculate the Gini Coefficient for grouped as well as ungrouped data," Applied Economics Letters, Taylor & Francis Journals, vol. 10(8), pages 505-509.
    56. Thiemo Fetzer, 0. "Can Workfare Programs Moderate Conflict? Evidence from India," Journal of the European Economic Association, European Economic Association, vol. 18(6), pages 3337-3375.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ingvild Almås & Maximilian Auffhammer & Tessa Bold & Ian Bolliger & Aluma Dembo & Solomon M. Hsiang & Shuhei Kitamura & Edward Miguel & Robert Pickmans, 2019. "Destructive Behavior, Judgment, and Economic Decision-making under Thermal Stress," NBER Working Papers 25785, National Bureau of Economic Research, Inc.
    2. Basiglio, Stefania & Foresta, Alessandra & Turati, Gilberto, 2024. "Impatience and crime. Evidence from the NLSY97," Journal of Economic Psychology, Elsevier, vol. 101(C).
    3. de Blasio, Guido & D'Ignazio, Alessio & Letta, Marco, 2022. "Gotham city. Predicting ‘corrupted’ municipalities with machine learning," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    4. Kahori Ishibashi & Ryo Takahashi, 2024. "Too“hot”to recognize her rights: The impact of climate change on attitude toward gender equality," Working Papers 2310, Waseda University, Faculty of Political Science and Economics.
    5. Gabriel Aboyadana & Marco Alfano, 2021. "Perceived Temperature, Trust and Civil Unrest in Africa," HiCN Working Papers 344, Households in Conflict Network.
    6. Cattaneo, Cristina & Foreman, Timothy, 2023. "Climate change, international migration, and interstate conflicts," Ecological Economics, Elsevier, vol. 211(C).
    7. Mohanty, Aatishya & Powdthavee, Nattavudh & Tang, CK & Oswald, Adrew J., 2024. "Temperature Variability and Natural Disasters," The Warwick Economics Research Paper Series (TWERPS) 1519, University of Warwick, Department of Economics.
    8. Díaz, Juan-José & Saldarriaga, Victor, 2023. "A drop of love? Rainfall shocks and spousal abuse: Evidence from rural Peru," Journal of Health Economics, Elsevier, vol. 89(C).
    9. Jelnov, Pavel, 2021. "Sunset Long Shadows: Time, Crime, and Perception of Change," IZA Discussion Papers 14770, Institute of Labor Economics (IZA).
    10. Ankel-Peters, Jörg & Bruederle, Anna & Roberts, Gareth, 2022. "Weather and Crime—Cautious evidence from South Africa," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 3(1), pages 1-22.
    11. Chen, Fanglin & Zhang, Xin & Chen, Zhongfei, 2023. "Behind climate change: Extreme heat and health cost," Structural Change and Economic Dynamics, Elsevier, vol. 64(C), pages 101-110.
    12. Suchita Srinivasan, 2023. "Social Policies and Adaptation to Extreme Weather: Evidence from South Africa," CER-ETH Economics working paper series 23/381, CER-ETH - Center of Economic Research (CER-ETH) at ETH Zurich.
    13. Batkeyev, Birzhan & DeRemer, David R., 2023. "Mountains of evidence: The effects of abnormal air pollution on crime," Journal of Economic Behavior & Organization, Elsevier, vol. 210(C), pages 288-319.
    14. Ayesh, Abubakr, 2023. "Burned agricultural biomass, air pollution and crime," Journal of Environmental Economics and Management, Elsevier, vol. 122(C).
    15. Blakeslee, David & Chaurey, Ritam & Fishman, Ram & Malghan, Deepak & Malik, Samreen, 2021. "In the heat of the moment: Economic and non-economic drivers of the weather-crime relationship," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 832-856.
    16. Mišák, Vojtěch, 2024. "Does heat cause homicides? A meta-analysis," International Review of Law and Economics, Elsevier, vol. 78(C).
    17. Nikolai Cook, Taylor Wright, 2024. "Don’t Lose Your Cool: Temperature and Gun-Violence in North America," LCERPA Working Papers jc0146, Laurier Centre for Economic Research and Policy Analysis, revised 2024.
    18. Krause, Jan S. & Brandt, Gerrit & Schmidt, Ulrich & Schunk, Daniel, 2023. "Don’t sweat it: Ambient temperature does not affect social behavior and perception," Journal of Economic Psychology, Elsevier, vol. 99(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ceren Baysan & Marshall Burke & Felipe González & Solomon Hsiang & Edward Miguel, 2018. "Economic and Non-Economic Factors in Violence: Evidence from Organized Crime, Suicides and Climate in Mexico," NBER Working Papers 24897, National Bureau of Economic Research, Inc.
    2. Richard Akresh, 2016. "Climate Change, Conflict, and Children," HiCN Working Papers 221, Households in Conflict Network.
    3. Dominic Rohner, 2022. "Conflict, Civil Wars and Human Development," Cahiers de Recherches Economiques du Département d'économie 22.08, Université de Lausanne, Faculté des HEC, Département d’économie.
    4. Ishak, Phoebe W., 2022. "Murder nature: Weather and violent crime in rural Brazil," World Development, Elsevier, vol. 157(C).
    5. Dominic Rohner & Mathias Thoenig, 2021. "The Elusive Peace Dividend of Development Policy: From War Traps to Macro Complementarities," Annual Review of Economics, Annual Reviews, vol. 13(1), pages 111-131, August.
    6. Ishak, Phoebe W., 2021. "Murder nature weather and violent crime in Brazil," Discussion Papers 2021/2, Free University Berlin, School of Business & Economics.
    7. Minoiu, Camelia & Shemyakina, Olga N., 2014. "Armed conflict, household victimization, and child health in Côte d'Ivoire," Journal of Development Economics, Elsevier, vol. 108(C), pages 237-255.
    8. Akresh, Richard & Lucchetti, Leonardo & Thirumurthy, Harsha, 2012. "Wars and child health: Evidence from the Eritrean–Ethiopian conflict," Journal of Development Economics, Elsevier, vol. 99(2), pages 330-340.
    9. Hönig, Tillman, 2017. "The Impact of Peace: Evidence from Nigeria," MPRA Paper 83302, University Library of Munich, Germany.
    10. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Climate and Conflict," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 577-617, August.
    11. Christopher Blattman & Edward Miguel, 2010. "Civil War," Journal of Economic Literature, American Economic Association, vol. 48(1), pages 3-57, March.
    12. Daniele, Gianmarco & Le Moglie, Marco & Masera, Federico, 2023. "Pains, guns and moves: The effect of the U.S. opioid epidemic on Mexican migration," Journal of Development Economics, Elsevier, vol. 160(C).
    13. Juan Camilo Castillo & Daniel Mejía & Pascual Restrepo, 2020. "Scarcity without Leviathan: The Violent Effects of Cocaine Supply Shortages in the Mexican Drug War," The Review of Economics and Statistics, MIT Press, vol. 102(2), pages 269-286, May.
    14. Akresh, Richard & Caruso, German Daniel & Thirumurthy, Harsha, 2022. "Detailed geographic information, conflict exposure, and health impacts," World Development, Elsevier, vol. 155(C).
    15. Martin-Shields, Charles P. & Stojetz, Wolfgang, 2019. "Food security and conflict: Empirical challenges and future opportunities for research and policy making on food security and conflict," World Development, Elsevier, vol. 119(C), pages 150-164.
    16. Stoop, Nik & Verpoorten, Marijke & van der Windt, Peter, 2019. "Artisanal or industrial conflict minerals? Evidence from Eastern Congo," World Development, Elsevier, vol. 122(C), pages 660-674.
    17. Tillman Hönig, 2019. "The Impact of Peace: Evidence from Nigeria," HiCN Working Papers 293, Households in Conflict Network.
    18. Martínez, Luis R., 2017. "Transnational insurgents: Evidence from Colombia's FARC at the border with Chávez's Venezuela," Journal of Development Economics, Elsevier, vol. 126(C), pages 138-153.
    19. repec:nva:unnvaa:wp04-2012 is not listed on IDEAS
    20. Damette, Olivier & Goutte, Stéphane, 2023. "Beyond climate and conflict relationships: New evidence from a Copula-based analysis on an historical perspective," Journal of Comparative Economics, Elsevier, vol. 51(1), pages 295-323.
    21. Ankel-Peters, Jörg & Bruederle, Anna & Roberts, Gareth, 2022. "Weather and Crime—Cautious evidence from South Africa," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 3(1), pages 1-22.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:cdl:econwp:qt2dq6v0ch. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Lisa Schiff (email available below). General contact details of provider: https://edirc.repec.org/data/ibbrkus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.