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Poverty, Party Alignment, and Reducing Corruption through Modernization: Evidence from Guatemala Mike Denly (UT) & Akshat Gautam (KC Fed) Academia Against Corruption in the Americas Conference May 18, 2020 Mike Denly (UT) & Akshat


  1. Poverty, Party Alignment, and Reducing Corruption through Modernization: Evidence from Guatemala Mike Denly (UT) & Akshat Gautam (KC Fed) Academia Against Corruption in the Americas Conference May 18, 2020 Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 1 / 14

  2. Research Question & Motivation Economics + Politics/Institutions ⇒ ↓ Corruption Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 2 / 14

  3. Literature ⇒ Theory ↓ Poverty ⇒ ↑ discount clientelism (e.g., Stokes et al. 2013) Alignment ⇒ ↑ resources (Greene 2010; Brollo & Nannicini 2012) Alignment ⇒ clarity of responsibility (Schwindt-Bayer & Tavits 2016) Elections ⇒ ↑ control of politicians (Barro 1973; Ferejohn 1986) Alignment + ↓ Poverty + Close Election ⇒ ↓ Corruption Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 3 / 14

  4. Theory (Graphic Presentation) [1] Alignment + ↓ Poverty + Close Election ⇒ ↓ Corruption Link to working paper with formal model: www.mikedenly.com/files/dg-corruption.pdf Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 4 / 14

  5. Theory (Graphic Presentation) [2] Link to working paper with formal model: www.mikedenly.com/files/dg-corruption.pdf Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 5 / 14

  6. Why Guatemala? (Data) Poverty rate: 59% (World Bank 2017) Governors of departments (provinces/states) appointed by the President Supreme Audit Institution ( Contralor´ ıa General de Cuentas ) Independence protected by the Constitution Publish audit data online Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 6 / 14

  7. Research Design Method Close-Election Regression Discontinuity Design Dependent Variables Number of municipal audit infractions in each municipality-year Amounts (log) associated with those infractions Treatment Alignment: Mayor party matches President’s party Running Variable Margin of victory for mayor Key Subgroups/Results Poverty reduced since last census ( � ) Poverty increased since last census ( ✗ ) Whole sample ( ✗ ) Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 7 / 14

  8. Results: Infractions Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 8 / 14

  9. Results: Amounts (Log) Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 9 / 14

  10. Additional Material in the Paper Same tests for extreme poverty Separate models by year and electoral term Testing the poverty, alignment, close election mechanisms individually McCrary (2008) density tests of running variable Tests for potential endogeneity between poverty and corruption AND MUCH MORE: Link to working paper: www.mikedenly.com/files/dg-corruption.pdf Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 10 / 14

  11. Conclusion 1 Economic growth �⇒ democracy (Acemoglu et al. 2019) BUT ↓ Poverty + Alignment + Close Election ⇒ ↓ Corruption AND ↓ Corruption ⇒ ↑ Democracy (Lagunes 2012) 2 Limitation: subgroup analyses Different paths (external validity) 3 Scope condition: party system stability Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 11 / 14

  12. Questions? Thank you! Comments/feedback welcome: mdenly@utexas.edu Link to working paper: www.mikedenly.com/files/dg-corruption.pdf Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 12 / 14

  13. Party Alignment Patterns by Electoral Term Years Municipalities Infractions Amount Log Amount Term Coded Aligned Mean Mean Mean 2004-2007 2007 22% 4.86 181,967.5 Q 10.51 2008-2011 2008-2011 31% 20.77 442,884.8 Q 12.38 2012-2015 2012-2015 36% 26.10 449,274.2 Q 12.56 2016-2019 2016-2018 0 31.74 568,759.2 Q 12.60 Note: all amounts deflated to account for inflation. Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 13 / 14

  14. Additional Material in the Paper Same tests for extreme poverty Placebo tests at varying cutoffs Separate models by year and Re-estimation of results with electoral term only the last two years and final Different orders of polynomial fit year before the election Testing the poverty, alignment, Outlier tests close election mechanisms individually Results with covariates using Calonico et al. ’s (2019) McCrary (2008) density tests of algorithm running variable Tests for potential endogeneity Tests for political bias in audit between poverty and corruption distributions Link to working paper: www.mikedenly.com/files/dg-corruption.pdf Mike Denly (UT) & Akshat Gautam (KC Fed) Poverty, Party Alignment, and Reducing Corruption through Modernization 14 / 14

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