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Bayesian Methods

Bayesian Methods
Cluster: Research Methods
Research design and estimation techniques.
Tagged articles: 6
Aliases
bayesianbayesian approachbayesian estimationbayesian item response theorybayesian learningbayesian measurement modelbayesian modelbayesian model averagingbayesian modelingbayesian predictionbayesian regressionbayesian scalingcauchy priordynamic priorsinlajeffreys prior
Related in Research Methods
Articles Tagged "Bayesian Methods"
African Politics
Bayesian spatial risk mapping of subnational conflict in Nigeria
Article summary

This study asks how economic and geospatial factors shape different types of conflict within Nigeria and presents a high-resolution risk methodology that combines spatial econometrics with the greed–grievance framework. Using a Bayesian spatial approach, the authors model how socio-economic development, natural resources, energy infrastructure and multiple spatial predictors relate to four conflict typologies over 1997–2023, producing predictive risk maps intended to inform planning and stabilization.

Comparative Politics
Existing Norm Measurement Falls Short of Theoretical Advances—New Approach Proposed
Article summary

Current methods for measuring international norms often rely on single indicators or case studies, limiting cross-national analysis.

Comparative Politics
New Measure Reveals Flawed Understanding of Media Freedom
Article summary

Media freedom's role in democracy is well-established but often oversimplified with single indicators. This article analyzes ten existing measures to capture its complexity.

International Relations
Beyond Clauses: New Measure Reveals What Makes Peace Deals Stickier
Article summary

Peace agreements are notoriously fragile in the post-conflict period, but measuring their inherent strength has been elusive. Existing approaches either lack nuance or rely on subjective weighting.

Voting and Elections
Longer Tenures Reduce Economic Voting: A Counterintuitive Look at Incumbency
Article summary

Governments often gain responsibility for ongoing economic issues with time in office, potentially increasing voter accountability. However, if voters are Bayesian learners and accumulate information about government competence over tenure, this accumulated knowledge might crowd out the influence of current economic conditions on voting decisions.

Methodology
When Networks Are Wrong, Spatial Models Mislead — BMA Fixes It
Article summary

Spatial econometric models are increasingly popular across political science but require specifying a dependence network (W) before estimation. The true structure of W is rarely known, and theories often provide little guidance, producing a form of model uncertainty labeled here as network uncertainty.