We show that internationally diversified portfolios carry sizeable political risk premia. We propose a mean to conditional Value-at-Risk (MTC) optimization model for skewed frontiers to hedge global political risk, develop an inference test, and establish that diversification benefits persist with political risk hedging. The hedged international portfolio of US investors with no short sales outperforms the index in both MTC and Sharpe ratios. Gains persist when also hedging currency risk, diversifying in emerging markets only, and during the crisis period, and increase for long-horizon investors and with short sales.
The results have implications for the home equity puzzle.
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
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
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
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
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Pagliardi, Zenios Political risk in international portfolios March 8, 2021 1 / 6
37. Model-Implied Returns
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Pagliardi, Zenios Political risk in international portfolios March 8, 2021 2 / 6
38. Short Positions in Developed Markets
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Pagliardi, Zenios Political risk in international portfolios March 8, 2021 3 / 6
39. Partial Hedging: Diversification Only in Emerging Markets
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Pagliardi, Zenios Political risk in international portfolios March 8, 2021 4 / 6
40. ICRG Political Risk Factor
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Pagliardi, Zenios Political risk in international portfolios March 8, 2021 5 / 6
41. Subsample: Crises Period Q3 2007 - Q4 2012
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Pagliardi, Zenios Political risk in international portfolios March 8, 2021 6 / 6