Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

The perils of policy by p-value

Predicting civil conflicts

Bibliographic Data

ID3916428
AuthorsMichael D Ward (0000-0002-6561-6186, Duke University, corresponding author), Brian D Greenhill (Department of Political Science, University of Washington), Brian Greenhill (0000-0002-8281-028X, University of Washington), Kristin M Bakke (0000-0002-5115-0151, Department of Political Science, University College London)
Year2010
Volume47
Issue4
Pages363-375
Publication date2010-07-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueJournal of Peace Research (JOURNAL)
Journal identifiersISSN: 0022-3433 • E-ISSN: 1460-3578
PublisherSAGE Publications Inc (PUBLISHER)
DOI10.1177/0022343309356491
OpenAlexW2076602957
LanguageEN
Citations received231
References cited35

Large-n studies of conflict have produced a large number of statistically significant results but little accurate guidance in terms of anticipating the onset of conflict. The authors argue that too much attention has been paid to finding statistically significant relationships, while too little attention has been paid to finding variables that improve our ability to predict civil wars. The result can be a distorted view of what matters most to the onset of conflict. Although these models may not be intended to be predictive models, prescriptions based on these models are generally based on statistical significance, and the predictive attributes of the underlying models are generally ignored. These predictions should not be ignored, but rather need to be heuristically evaluated because they may shed light on the veracity of the models. In this study, the authors conduct a side-by-side comparison of the statistical significance and predictive power of the different variables used in two of the most influential models of civil war. The results provide a clear demonstration of how potentially misleading the traditional focus on statistical significance can be. Until out-of-sample heuristics - especially including predictions - are part of the normal evaluative tools in conflict research, we are unlikely to make sufficient theoretical progress beyond broad statements that point to GDP per capita and population as the major causal factors accounting for civil war onset

Civil Conflict · Econometrics · Economics · Epistemology · Heuristics · Operations research · Per capita · Political science · Population · Positive economics · Predictive power · Sociology · Spanish Civil War · Computer Science · Demography · Engineering · Law · Political Conflict and Governance · Politics and Conflicts in Afghanistan, Pakistan, and Middle East · Psychology · Social Psychology · Terrorism, Counterterrorism, and Political Violence

  • Advances in Data on Conflict and Dissent

    Open Access•Kristian Skrede Gleditsch•Computational Conflict Research•2020

  • Echoes of conflict

    Open Access•Thomas Schincariol, Thomas Chadefaux•Political Science Research and…•2026

  • Moving Beyond the State

    Open Access•Hollie Nyseth Brehm•Genocide Studies and Prevention•2019

  • Crisis Early Warning and Decision Support

    Open Access•Sean O’brien, Sean P O’Brien•International Studies Review•2010

  • Will it happen again? On the possibility of forecasting the risk of genocide

    Nicolas Rost•Journal of Genocide Research•2013

  • Forecasting Civil Conflict with Zero-Inflated Count Models

    Benjamin E Bagozzi•Civil Wars•2015

  • Neural Networks and Political Science

    Open Access•Łukasz Wordliczek•Empiria Revista de metodología de…•2023

  • Unpacking ethnicity

    Hilde Anderssen Bakkan, Tor G Jakobsen et al.•Peace and Conflict Journal of…•2016

  • Promises and Pitfalls in the Spatial Prediction of Ethnic Violence

    Open Access•Nils B Weidmann, Monica Duffy Toft•Conflict Management and Peace…•2010

  • Democracies at risk? A forecasting analysis of regime type and the risk of terrorist attack

    Open Access•Christopher Gelpi, Nazli Avdan•Conflict Management and Peace…•2015

  • Politics or prejudice? Explaining individual-level hostilities in India’s Hindu–Muslim conflict

    Open Access•Sebastian Schutte•International Interactions•2019

  • Economic Development and Gender Equality

    Open Access•Joshua Eastin, Aseem Prakash•World Politics•2013

  • Evaluating the Conflict-Reducing Effect of UN Peacekeeping Operations

    Håvard Hegre, Lisa Hultman et al.•The Journal of Politics•2019

  • Prediksjon i Internasjonal politikk

    Open Access•Håvard Mokleiv Nygård•Internasjonal politikk•2015

  • Persistent Policy Pathways

    Open Access•Bruce A Desmarais, Bruce Desmarais et al.•American Political Science Review•2015

  • Internal Conflicts and Shocks. A Narrative Meta-Analysis

    Open Access•Camille Laville, Pierre Mandon•2023

  • Nils Petter Gleditsch

    Open Access•Nils Petter Gleditsch•Nils Petter Gleditsch•2015

  • Is climate change a driver of armed conflict?

    Open Access•Ole Magnus Theisen, Nils Petter Gleditsch et al.•Climatic Change•2013

  • Insurgency and Inaccessibility

    Open Access•Andreas Forø Tollefsen, Halvard Buhaug•International Studies Review•2015

  • Prediction

    Open Access•Benjamin D Liengaard, Pratyush Nidhi Sharma et al.•Decision Sciences•2021

  • Integrating explanation and prediction in computational social science

    Open Access•Jake M Hofman, Duncan J Watts et al.•Nature•2021

  • Climate variability and conflict risk in East Africa, 1990–2009

    Open Access•John Ο’loughlin, John O’loughlin et al.•Proceedings of the National…•2012

  • From Ideology to Goals

    Open Access•Leonardo Gentil-Fernandes•International Studies Quarterly•2026

  • Forecasting in International Relations

    Nils W Metternich, Kristian Skrede Gleditsch et al.•International Relations•2016

  • The “New” Normal

    LT Chris C Bosley•International Studies Review•2016

  • Foreign Sponsorship of Armed Groups and Civil War

    Open Access•Michael A Rubin, Iris Malone•International Studies Quarterly•2024

  • Tipping Points

    Open Access•Chong Chen, Jordan Roberts et al.•International Studies Review•2022

  • Climate variability, food production shocks, and violent conflict in Sub-Saharan Africa

    Open Access•Halvard Buhaug, Tor A Benjaminsen et al.•Environmental Research Letters•2015

  • Drought impacts on armed conflict primarily explained by pre-existing conflict risk

    Open Access•Sidney Michelini•Environmental Research Letters•2025

  • The security implications of transnational population movements

    Open Access•Tobias Böhmelt, Marius Mehrl•Migration Studies•2022

  • The Changing Face of Nuclear Proliferation

    Open Access•Jeffrey M Kaplow•International Studies Quarterly•2024

  • Conflict Environments and Civil War Onset

    Open Access•Lindsay Reid, Roger Myrick et al.•Journal of Global Security Studies•2019

  • Elite Competition, Local Extraction, and Social Unrest

    Open Access•Howard Liu•Journal of Global Security Studies•2020

  • Natural Resource Exploitation and Military Spending

    Open Access•Jon M Conrad, Justin Conrad•International Studies Quarterly•2023

  • Public opinion and environmental policy output

    Open Access•Brilé Anderson, Tobias Böhmelt et al.•Environmental Research Letters•2017

  • A New Case for the Study of Individual Events in Political Science

    Open Access•Joseph Torigian•Global Studies Quarterly•2021

  • Can economic interests trump ethnic hostility? Trading ties versus outgroup hostility in Australian perceptions of China as a security threat

    Charles Miller, Charles E Miller et al.•International Relations of the…•2016

  • Academic freedom and peace

    Open Access•Liisa Laakso, Hajer Kratou•International Journal of…•2026

  • Reversals of fortune

    Open Access•T L Thurston•Frontiers in Political Science•2022

  • Unveiling the complex tapestry of China’s carbon policy

    Open Access•Mingyang Zhang, Zhiqiang Xia•Humanities and Social Sciences…•2026

  • When Forecasts Fail

    Open Access•C Kurzman, Aseem Hasnain•Sociological Science•2014

  • The Joint Effect of International and Domestic-Level State Capacity on Civil War Risk

    Open Access•Zorzeta Bakaki•Social Sciences•2020

  • Predicting the duration of the Syrian insurgency

    Open Access•Ulrich Pilster, Tobias Böhmelt•Research & Politics•2014

  • Uncovering patterns among latent variables

    Open Access•Charles Crabtree, Christopher J Fari•Research & Politics•2015

  • Forecasting military expenditure

    Open Access•Tobias Böhmelt, Vincenzo Bove•Research & Politics•2014

  • Ensemble forecasting of irregular leadership change

    Open Access•Andreas Beger, Cassy Dorff et al.•Research & Politics•2014

  • Who Wants Peace? Predicting Civilian Preferences in Conflict Negotiations

    Open Access•Ana María Montoya, Juan Fernando Tellez•Journal of Politics in Latin…•2020

  • Occupy this

    Victor Asal, Alexander Testa et al.•Dynamics of Asymmetric Conflict•2017

  • The New Barbary Wars

    Open Access•Ursula Daxecker, Baukje Prins•Foreign Policy Analysis•2013

  • Immigration Crackdown in the American Workplace

    Open Access•Benjamin J Newman, Christian D Johnston et al.•State Politics & Policy Quarterly•2012

  • Basins at Risk

    Thomas Bernauer, Tobias Böhmelt•Global Environmental Politics•2014

  • Employing the shared socioeconomic pathways to predict CO 2 emissions

    Open Access•Tobias Böhmelt•Environmental Science & Policy•2017

  • State Capacity, Inequality and Inter-Group Violence in Sub-Saharan Africa

    Ida Rudolfsen•Civil Wars•2017

  • Did Radio RTLM Really Contribute Meaningfully to the Rwandan Genocide

    Gordon Danning•Civil Wars•2018

  • Conflict Studies and Causality

    Michiel van Ingen•Civil Wars•2016

  • The Queens’ gambit

    Open Access•Mariya Y Omelicheva, Brittnee Carter•The British Journal of Politics…•2024

  • Do child soldiers influence UN Peacekeeping

    Zorzeta Bakaki, Kaisa Hinkkainen Elliott et al.•International Peacekeeping•2016

  • Demand, supply, and restraint

    Open Access•Tobias Böhmelt, Thomas Bernauer et al.•Global Environmental Change•2013

  • An urbanization bomb? Population growth and social disorder in cities

    Open Access•Halvard Buhaug, Henrik Urdal•Global Environmental Change•2012

  • An empirical and comparative analysis of E-government performance measurement models

    Open Access•Pratyush Nidhi Sharma, Forrest V Morgeson et al.•Government Information Quarterly•2018

  • Democratization as an impetus for peace talks in civil wars

    Open Access•Barış Arı•Conflict Management and Peace…•2022

  • Will we see helping hands? Predicting civil war mediation and likely success

    Open Access•G Clayton, Kristian Skrede Gleditsch•Conflict Management and Peace…•2013

  • Simplified complexity

    Open Access•Eelco Van Der Maat•Conflict Management and Peace…•2018

  • Means to an end

    Open Access•Ore Koren•Conflict Management and Peace…•2015

  • Why do poor countries suffer costly conflict? Unpacking per capita income and the onset of civil war

    Open Access•Tor G Jakobsen, Indra De Soysa et al.•Conflict Management and Peace…•2013

  • Enforcing order

    Open Access•Ursula Daxecker, Baukje Prins et al.•Conflict Management and Peace…•2015

  • Text as data for crisis-early warning

    Open Access•Julian Walterskirchen•Conflict Management and Peace…•2026

  • External threats and political survival

    Open Access•Cemal Eren Arbatli, Ekim Arbatli•Conflict Management and Peace…•2014

  • Sequencing United Nations peacemaking

    Open Access•Han Dorussen, Tobias Böhmelt et al.•Conflict Management and Peace…•2021

  • Forecasting in International Relations

    Open Access•Gerald Schneider, Nils Petter Gleditsch et al.•Conflict Management and Peace…•2011

  • Examining repressive and oppressive state violence using the Ill-Treatment and Torture data

    Open Access•Andreas Beger, Daniel W Hill•Conflict Management and Peace…•2019

  • Improving Governance for the Post-2015 Sustainable Development Goals

    Open Access•Devin K Joshi, Barry B Hughes et al.•World Development•2015

  • Why do some poor countries see armed conflict while others do not? A dual sector approach

    Open Access•Jonas Vestby, Halvard Buhaug et al.•World Development•2020

  • Conflict forecasting with event data and spatio-temporal graph convolutional networks

    Open Access•Patrick T Brandt, Vito D’orazio et al.•International Interactions•2022

  • United Nations peacekeeping and terrorism

    Hans E Hansen, Holley E Hansen et al.•International Interactions•2020

  • From Media Attention to Negotiated Peace

    Brian Burgoon, Andrea Ruggeri et al.•International Interactions•2015

  • Religion and Conflict

    Süveyda Karakaya•International Interactions•2015

  • Corrupting the Battlefield

    Leonardo Gentil-Fernandes, Jacob Otto•International Interactions•2024

  • Nowhere to go? Why do some civil wars generate more refugees than others

    Oguzhan Turkoglu, Thomas Chadefaux•International Interactions•2018

  • When the levee breaks

    Open Access•Jonathan Pinckney, Babak Rezaeedaryakenari•International Interactions•2022

  • Forecasting change in conflict fatalities with dynamic elastic net

    Fulvio Attinà, Marcello Carammia et al.•International Interactions•2022

  • Delegating Terror

    Judy M Berkowitz, Jeremy M Berkowitz•International Interactions•2017

  • The Political Determinants of Foreign Direct Investment

    Vincent Arel-Bundock•International Interactions•2016

  • The colonial roots of structural coup-proofing

    Marius Mehrl, Ioannis Choulis•International Interactions•2021

  • Forecasting conflict in Africa with automated machine learning systems

    Open Access•Vito D’orazio, Yu Lin•International Interactions•2022

  • Forecasting conflict using a diverse machine-learning ensemble

    Felix Ettensperger•International Interactions•2021

  • United Nations peace initiatives 1946-2015

    G Clayton, Han Dorussen et al.•International Interactions•2020

  • Click, click boom

    C Oswald, Daniel Ohrenhofer•International Interactions•2022

  • Lessons from an escalation prediction competition

    Open Access•Håvard Hegre, Paola Vesco et al.•International Interactions•2022

  • Shifting sands

    Zhen Wang, Huimin Cheng et al.•International Interactions•2024

  • Elite Co-optation, Repression, and Coups in Autocracies

    Vincenzo Bove, M Rivera•International Interactions•2015

  • Globalization and Political Violence, 1970–2008

    Ranveig Drolsum Flaten, Indra De Soysa•International Interactions•2012

  • Could rebel child soldiers prolong civil wars

    Open Access•Roos Haer, Tobias Böhmelt•Cooperation and Conflict•2017

  • Health, Need and Politics

    Constantine Boussalis, Caryn Peiffer•The Journal of Development Studies•2011

  • Michael D. Ward (1948–2021) and the road to space, networks and geography

    Open Access•Kristian Skrede Gleditsch, John O''Loughlin et al.•Political Geography•2023

  • Routledge Handbook of Civil Wars

    Jr Karl Derouen, Karl Derouen et al.•Routledge Handbook of Civil Wars•2014

  • International conflict and cooperation over freshwater resources

    Open Access•Thomas Bernauer, Tobias Böhmelt•Nature Sustainability•2020

  • Another Misadventure of Economists in the Tropics? Social Diversity, Cohesion, and Economic Development

    Open Access•Indra De Soysa•International Area Studies Review•2011

  • Square Pegs in Round Holes

    Open Access•Halvard Buhaug, Lars-Erik Cederman et al.•International Studies Quarterly•2013

  • Exploring the Past, Anticipating the Future

    Open Access•Gerald Schneider, Nils Petter Gleditsch et al.•International Studies Review•2010

  • Modern Hatreds

    Stuart J Kaufman•Modern Hatreds•2001

  • Nationalist Mobilization and the Collapse of the Soviet State

    Open Access•Mark R Beissinger•Nationalist Mobilization and the…•2002

  • An introduction to ROC analysis

    Open Access•Tom Fawcett•Pattern Recognition Letters•2006

  • The Predictive Sample Reuse Method with Applications

    Seymour Geisser•Journal of the American…•1975

  • Breaking the Conflict Trap: Civil War and Development Policy

    Paul Collier, V L Elliot et al.•PsycEXTRA Dataset•2003

  • Fantasmas balcánicos

    Robert D Kaplan, Robert Kaplan•Fantasmas balcánicos•1998

  • The Geography of Ethnic Violence

    Monica Duffy Toft•Geography of Ethnic Violence•2010

  • All International Politics Is Local

    Kristian Skrede Gleditsch•All International Politics Is Local•2002

  • Greed and grievance in civil war

    Paul Collier•Oxford Economic Papers•2004

  • Understanding Ethnic Violence

    Open Access•Roger D Petersen•Understanding Ethnic Violence•2002

  • The Logic of Violence in Civil War

    Open Access•Stathis N Kalyva, Stathis N Kalyvas•Logic of Violence in Civil War•2006

  • Monitoring Trends in Global Combat

    Open Access•Bethany Lacina, Nils Petter Gleditsch•European Journal of Population /…•2005

  • Containing Fear

    David A Lake, Donald Rothchild•International Security•1996

  • Ethnic Nationalism and International Conflict

    V P Gagnon•International Security•1994

  • The security dilemma and ethnic conflict

    Barry R Posen•Survival•1993

  • Balkan ghosts

    Open Access•Paul Dickler, Paul D Dickler•Orbis•1993

  • Journal of Peace Research

    Open Access•Nils Petter Gleditsch•Journal of Peace Research•1989

  • Ethnic groups in conflict

    Donald L Horowitz•Ethnic groups in conflict•2000

  • The Insignificance of Null Hypothesis Significance Testing

    Open Access•Jeff Gill•Political Research Quarterly•1999

  • Location, Location, Location

    Open Access•Michael D Ward, Kristian Skrede Gleditsch•Political Analysis•2002

  • Sensitivity Analysis of Empirical Results on Civil War Onset

    Open Access•Håvard Hegre, Nicholas Sambanis•Journal of Conflict Resolution•2006

  • Anticipating the Good, the Bad, and the Ugly

    Open Access•Sean P O''Brien, Sean O’brien et al.•Journal of Conflict Resolution•2002

  • When Can History Be Our Guide? The Pitfalls of Counterfactual Inference

    Open Access•Gary King, Langche Zeng•International Studies Quarterly•2007

  • Refugees and the Spread of Civil War

    Idean Salehyan, Kristian Skrede Gleditsch•International Organization•2006

  • Forecasting Internal Conflict

    Open Access•Ted Robert Gurr, Mark Lichbach et al.•Comparative Political Studies•1986

  • Local determinants of African civil wars, 1970-2001

    Open Access•Halvard Buhaug, Jan Ketil Rød•Political Geography•2006

  • Post-Conflict Risks

    Open Access•Paul Collier, Anke Hoeffler et al.•Journal of Peace Research•2008

  • Improving Quantitative Studies of International Conflict

    Open Access•Niels Beck, Nathaniel Beck et al.•American Political Science Review•2000

  • Cluster-Based Early Warning Indicators for Political Change in the Contemporary Levant

    Open Access•Philip A Schrodt, Deborah J Gerner•American Political Science Review•2000

  • Ethnicity, Insurgency, and Civil War

    James D Fearon, David D Laitin•American Political Science Review•2003

Unique citing works231
Citations per year14,44
Citation span2010 - 2026 (17)
Citation velocitycurrent
Highly citedYes
Citation typesNeutral: 216

Tools

Open DOISci-Hub
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae