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Political Risk in Internationally Diversified Portfolios
Giovanni Pagliardi
„
Stavros Zenios ‡
„
BI Norwegian Business School, Oslo
‡University of Cyprus
March 8, 2021
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 1 / 12
Research Framework
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
1 A global political risk factor (P-factor) is priced in int’l stock markets
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
1 A global political risk factor (P-factor) is priced in int’l stock markets
2 International diversification exposes to global political risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
1 A global political risk factor (P-factor) is priced in int’l stock markets
2 International diversification exposes to global political risk
3 The impact of political risk on intl porfolios has been neglected
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
1 A global political risk factor (P-factor) is priced in int’l stock markets
2 International diversification exposes to global political risk
3 The impact of political risk on intl porfolios has been neglected
Research questions
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
1 A global political risk factor (P-factor) is priced in int’l stock markets
2 International diversification exposes to global political risk
3 The impact of political risk on intl porfolios has been neglected
Research questions
1 Do international portfolios carry a political risk premium?
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
1 A global political risk factor (P-factor) is priced in int’l stock markets
2 International diversification exposes to global political risk
3 The impact of political risk on intl porfolios has been neglected
Research questions
1 Do international portfolios carry a political risk premium?
2 If yes, how to hedge it?
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
Research Framework
Motivation
1 A global political risk factor (P-factor) is priced in int’l stock markets
2 International diversification exposes to global political risk
3 The impact of political risk on intl porfolios has been neglected
Research questions
1 Do international portfolios carry a political risk premium?
2 If yes, how to hedge it?
3 Is int’l diversification still beneficial when hedging political risk?
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
This Paper
Contribution
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
This Paper
Contribution
1 Provide a model to hedge political risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
This Paper
Contribution
1 Provide a model to hedge political risk
2 Assess benefits of diversification in presence of political risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
This Paper
Contribution
1 Provide a model to hedge political risk
2 Assess benefits of diversification in presence of political risk
Main findings
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
This Paper
Contribution
1 Provide a model to hedge political risk
2 Assess benefits of diversification in presence of political risk
Main findings
1 International diversification beneficial even when hedging political risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
This Paper
Contribution
1 Provide a model to hedge political risk
2 Assess benefits of diversification in presence of political risk
Main findings
1 International diversification beneficial even when hedging political risk
2 Benefits persist when additionally hedging currency risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
This Paper
Contribution
1 Provide a model to hedge political risk
2 Assess benefits of diversification in presence of political risk
Main findings
1 International diversification beneficial even when hedging political risk
2 Benefits persist when additionally hedging currency risk
3 Hedging especially beneficial for long-term investors
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
Methodology
Determine country loadings (β) on the P-factor
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
Methodology
Determine country loadings (β) on the P-factor
Time-series regression of country excess returns on market and P-factor
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
Methodology
Determine country loadings (β) on the P-factor
Time-series regression of country excess returns on market and P-factor
Build efficient frontiers in the mean-to-CVaR space
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
Methodology
Determine country loadings (β) on the P-factor
Time-series regression of country excess returns on market and P-factor
Build efficient frontiers in the mean-to-CVaR space
Unhedged: Minimize CVaR for different levels of expected return
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
Methodology
Determine country loadings (β) on the P-factor
Time-series regression of country excess returns on market and P-factor
Build efficient frontiers in the mean-to-CVaR space
Unhedged: Minimize CVaR for different levels of expected return
Hedged: Add model constraint: portfolio β equal to zero
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
Methodology
Determine country loadings (β) on the P-factor
Time-series regression of country excess returns on market and P-factor
Build efficient frontiers in the mean-to-CVaR space
Unhedged: Minimize CVaR for different levels of expected return
Hedged: Add model constraint: portfolio β equal to zero
Compute the tangency portfolio
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
Methodology
Determine country loadings (β) on the P-factor
Time-series regression of country excess returns on market and P-factor
Build efficient frontiers in the mean-to-CVaR space
Unhedged: Minimize CVaR for different levels of expected return
Hedged: Add model constraint: portfolio β equal to zero
Compute the tangency portfolio
Maximize the mean-to-CVaR ratio
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
P-Factor Loadings and Average Returns
Countries more exposed to the P-factor earn higher average returns
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 5 / 12
MTC Efficient Frontiers: Unhedged vs Hedged
Unhedged and hedged frontiers very close at the tangency points
Difference increases at high risk levels
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 6 / 12
Maximization of Mean-to-CVaR Ratio: Results
Hedged ptf outperforms index and naive diversified ptf
No statistical difference between unhedged and hedged ptfs
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 7 / 12
CVaR for Different Holding Periods
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 8 / 12
MTC for Different Holding Periods
Hedged and unhedged ptfs outperform the index
Hedging even more beneficial in the long run
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 9 / 12
Mean-to-CVaR vs Mean-Variance
MTC model with short positions diversifies political risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 10 / 12
Further Tests
Hedging currency and political risk
Model-implied returns
Short positions in developed markets
Partial hedging in emerging markets
Alternative political risk factor
Subsample: crises period Q3 2007 - Q4 2012
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 11 / 12
Conclusions
Int’l portfolios are significantly exposed to global political risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
Conclusions
Int’l portfolios are significantly exposed to global political risk
We provide a model to hedge it
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
Conclusions
Int’l portfolios are significantly exposed to global political risk
We provide a model to hedge it
Diversification benefits persist when hedging political risk
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
Conclusions
Int’l portfolios are significantly exposed to global political risk
We provide a model to hedge it
Diversification benefits persist when hedging political risk
Hedging is especially beneficial for long-term investors
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
Hedging Currency and Political Risk
Back to presentation
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 1 / 6
Model-Implied Returns
Back to presentation
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 6
Short Positions in Developed Markets
Back to presentation
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 6
Partial Hedging: Diversification Only in Emerging Markets
Back to presentation
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 6
ICRG Political Risk Factor
Back to presentation
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 5 / 6
Subsample: Crises Period Q3 2007 - Q4 2012
Back to presentation
Pagliardi, Zenios Political risk in international portfolios March 8, 2021 6 / 6

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Political risk in internationally diversified portfolios

  • 1. Political Risk in Internationally Diversified Portfolios Giovanni Pagliardi „ Stavros Zenios ‡ „ BI Norwegian Business School, Oslo ‡University of Cyprus March 8, 2021 Pagliardi, Zenios Political risk in international portfolios March 8, 2021 1 / 12
  • 2. Research Framework Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 3. Research Framework Motivation Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 4. Research Framework Motivation 1 A global political risk factor (P-factor) is priced in int’l stock markets Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 5. Research Framework Motivation 1 A global political risk factor (P-factor) is priced in int’l stock markets 2 International diversification exposes to global political risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 6. Research Framework Motivation 1 A global political risk factor (P-factor) is priced in int’l stock markets 2 International diversification exposes to global political risk 3 The impact of political risk on intl porfolios has been neglected Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 7. Research Framework Motivation 1 A global political risk factor (P-factor) is priced in int’l stock markets 2 International diversification exposes to global political risk 3 The impact of political risk on intl porfolios has been neglected Research questions Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 8. Research Framework Motivation 1 A global political risk factor (P-factor) is priced in int’l stock markets 2 International diversification exposes to global political risk 3 The impact of political risk on intl porfolios has been neglected Research questions 1 Do international portfolios carry a political risk premium? Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 9. Research Framework Motivation 1 A global political risk factor (P-factor) is priced in int’l stock markets 2 International diversification exposes to global political risk 3 The impact of political risk on intl porfolios has been neglected Research questions 1 Do international portfolios carry a political risk premium? 2 If yes, how to hedge it? Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 10. Research Framework Motivation 1 A global political risk factor (P-factor) is priced in int’l stock markets 2 International diversification exposes to global political risk 3 The impact of political risk on intl porfolios has been neglected Research questions 1 Do international portfolios carry a political risk premium? 2 If yes, how to hedge it? 3 Is int’l diversification still beneficial when hedging political risk? Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 12
  • 11. This Paper Contribution Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
  • 12. This Paper Contribution 1 Provide a model to hedge political risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
  • 13. This Paper Contribution 1 Provide a model to hedge political risk 2 Assess benefits of diversification in presence of political risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
  • 14. This Paper Contribution 1 Provide a model to hedge political risk 2 Assess benefits of diversification in presence of political risk Main findings Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
  • 15. This Paper Contribution 1 Provide a model to hedge political risk 2 Assess benefits of diversification in presence of political risk Main findings 1 International diversification beneficial even when hedging political risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
  • 16. This Paper Contribution 1 Provide a model to hedge political risk 2 Assess benefits of diversification in presence of political risk Main findings 1 International diversification beneficial even when hedging political risk 2 Benefits persist when additionally hedging currency risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
  • 17. This Paper Contribution 1 Provide a model to hedge political risk 2 Assess benefits of diversification in presence of political risk Main findings 1 International diversification beneficial even when hedging political risk 2 Benefits persist when additionally hedging currency risk 3 Hedging especially beneficial for long-term investors Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 12
  • 18. Methodology Determine country loadings (β) on the P-factor Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
  • 19. Methodology Determine country loadings (β) on the P-factor Time-series regression of country excess returns on market and P-factor Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
  • 20. Methodology Determine country loadings (β) on the P-factor Time-series regression of country excess returns on market and P-factor Build efficient frontiers in the mean-to-CVaR space Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
  • 21. Methodology Determine country loadings (β) on the P-factor Time-series regression of country excess returns on market and P-factor Build efficient frontiers in the mean-to-CVaR space Unhedged: Minimize CVaR for different levels of expected return Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
  • 22. Methodology Determine country loadings (β) on the P-factor Time-series regression of country excess returns on market and P-factor Build efficient frontiers in the mean-to-CVaR space Unhedged: Minimize CVaR for different levels of expected return Hedged: Add model constraint: portfolio β equal to zero Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
  • 23. Methodology Determine country loadings (β) on the P-factor Time-series regression of country excess returns on market and P-factor Build efficient frontiers in the mean-to-CVaR space Unhedged: Minimize CVaR for different levels of expected return Hedged: Add model constraint: portfolio β equal to zero Compute the tangency portfolio Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
  • 24. Methodology Determine country loadings (β) on the P-factor Time-series regression of country excess returns on market and P-factor Build efficient frontiers in the mean-to-CVaR space Unhedged: Minimize CVaR for different levels of expected return Hedged: Add model constraint: portfolio β equal to zero Compute the tangency portfolio Maximize the mean-to-CVaR ratio Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 12
  • 25. P-Factor Loadings and Average Returns Countries more exposed to the P-factor earn higher average returns Pagliardi, Zenios Political risk in international portfolios March 8, 2021 5 / 12
  • 26. MTC Efficient Frontiers: Unhedged vs Hedged Unhedged and hedged frontiers very close at the tangency points Difference increases at high risk levels Pagliardi, Zenios Political risk in international portfolios March 8, 2021 6 / 12
  • 27. Maximization of Mean-to-CVaR Ratio: Results Hedged ptf outperforms index and naive diversified ptf No statistical difference between unhedged and hedged ptfs Pagliardi, Zenios Political risk in international portfolios March 8, 2021 7 / 12
  • 28. CVaR for Different Holding Periods Pagliardi, Zenios Political risk in international portfolios March 8, 2021 8 / 12
  • 29. MTC for Different Holding Periods Hedged and unhedged ptfs outperform the index Hedging even more beneficial in the long run Pagliardi, Zenios Political risk in international portfolios March 8, 2021 9 / 12
  • 30. Mean-to-CVaR vs Mean-Variance MTC model with short positions diversifies political risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 10 / 12
  • 31. Further Tests Hedging currency and political risk Model-implied returns Short positions in developed markets Partial hedging in emerging markets Alternative political risk factor Subsample: crises period Q3 2007 - Q4 2012 Pagliardi, Zenios Political risk in international portfolios March 8, 2021 11 / 12
  • 32. Conclusions Int’l portfolios are significantly exposed to global political risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
  • 33. Conclusions Int’l portfolios are significantly exposed to global political risk We provide a model to hedge it Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
  • 34. Conclusions Int’l portfolios are significantly exposed to global political risk We provide a model to hedge it Diversification benefits persist when hedging political risk Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
  • 35. Conclusions Int’l portfolios are significantly exposed to global political risk We provide a model to hedge it Diversification benefits persist when hedging political risk Hedging is especially beneficial for long-term investors Pagliardi, Zenios Political risk in international portfolios March 8, 2021 12 / 12
  • 36. Hedging Currency and Political Risk Back to presentation Pagliardi, Zenios Political risk in international portfolios March 8, 2021 1 / 6
  • 37. Model-Implied Returns Back to presentation Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 6
  • 38. Short Positions in Developed Markets Back to presentation Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 6
  • 39. Partial Hedging: Diversification Only in Emerging Markets Back to presentation Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 6
  • 40. ICRG Political Risk Factor Back to presentation Pagliardi, Zenios Political risk in international portfolios March 8, 2021 5 / 6
  • 41. Subsample: Crises Period Q3 2007 - Q4 2012 Back to presentation Pagliardi, Zenios Political risk in international portfolios March 8, 2021 6 / 6