Filippo Gori Economics Department, OECD Policy Challenges in the Global Economy NERO Meeting, Paris, 19 June 2017

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1 ECONOMIC RESILIENCE: TRADE-OFFS BETWEEN GROWTH AND ECONOMIC FRAGILITY Filippo Gori Economics Department, OECD Policy Challenges in the Global Economy NERO Meeting, Paris, 19 June 2017

2 Financial crises and deep recessions have been frequent Number of OECD countries affected during each episode Banking, currency or sovereign debt crises 120 episodes of financial crisis and over 100 cases of severe recessions Severe recessions Note: The chart refers to crisis and severe recession episodes for 35 OECD countries over the period 1970Q1-2010Q4. Crisis episodes are from Babecky et al. (2012). Source: OECD calculations based on Babecky et al. (2012) data and Hermansen and Röhn (2015) for severe recessions. 2

3 Percent Crises might have long-lasting effects 12 Unemployment rate Pre-crisis Levels Japan United States European Union (28 countries) Source: OECD.stat 3

4 Risk mitigation is key, but. Measures should be taken to reduce economic fragility. GDP growth Economic fragility Economic fragility However we should be aware of the growth consequences of risk reducing policies 4

5 Benefits and costs of risk mitigating policies should be considered Risk-mitigation needs to be balanced against potential cost of economic growth Paper I GDP Growth Paper II extreme negative GDP growth rates vs mean GDP growth Tail Risk Fragility Crisis Risk Banking crisis Currency crisis Twin crisis vs GDP growth 5

6 Approach I: growth and GDP tail risk Tail risk = the risk of an extreme negative growth shock Extreme negative growth i.e. max GDP loss with 95% prob. 0 GDP-at-Risk = quantile of the GDP growth distribution GDP growth 6

7 Extreme negative growth events not uncommon... Extreme positive growth rates Extreme negative growth rates Theoretical quantiles of normal distribution United Kingdom United States Netherlands 7

8 Approach I: growth and GDP tail risk Conditional quantile regression Q τ y t X t = X t β(τ) β τ : effect on the τ th quantile of y due to a marginal change in X (e.g. for τ = 0.05 => the impact on the 5-percent GDP-at-risk). y: quarterly GDP growth. X: factors that can influence the GDP growth distribution: 1) country characteristics (size, stage of development, trade openness) 2) macro policies (size of automatic stabiliser, real short-term interest rate) 3) structural policies Unbalanced panel with a maximum of 42 countries, mostly OECD, over the period

9 GDP growth Approach I: growth and GDP tail risk Conditional quantile regression an illustration Positive effect on growth Increase in tail risk x 1 x 2 Policy variable 9

10 Approach I: growth and GDP tail risk Conditional quantile regression an illustration The relationship between government effectiveness, mean growth and GDP tail risk The diamonds depict the point estimates and the thick bars a confidence interval of +/- 1 standard deviation. The horizontal blue line depicts the OLS estimate. Source: Authors calculation based on Caldera Sánchez and Röhn (2016). 10

11 Approach I: growth and GDP tail risk Conditional quantile regression an illustration The relationship between active labour market policies, mean growth and GDP tail risk The diamonds depict the point estimates and the thick bars a confidence interval of +/- 1 standard deviation. The horizontal blue line depicts the OLS estimate. Source: Authors calculation based on Caldera Sánchez and Röhn (2016). 11

12 Approach II: growth and crisis risk Growth Channel (efficiency channel) Growth Policies Product Market Regulation (PMR) Tax settings Capital account openness Exchange rate regime Financial liberalisation Trade openness Possible fragility channel Crisis Risk 12

13 Approach II: growth and crisis risk Growth Channel Growth A growth regression Growth iτ = policy it + controls it + ε iτ Possible fragility channel Nested with a probability model: Crisis Risk Pr(Crisis iτ )= policy it + controls it + μ iτ 2 SLS estimation Growth iτ = policy it + controls it + Pr (Crisis iτ )+ ε iτ (Similar to Ranciere Tornell Westermann (2006) a treatment effect model (Maddala 1983) Sample: panel of 100 countries, ) Crisis Risk Systemic banking crisis Currency crisis Twin crisis 13

14 Growth (percentage points) Approach II: growth and crisis risk Growth and crisis risk, an illustration Efficiency and fragility channel Financial markets openness Capital account openness (Less) Reg. in 7 nonmanufacturing network-ind. Adjusted statutory corporate income tax rate Crisis risk (red line) percent Direct growth effect (efficiency channel) Crisis risk (fragility channel) - right axis 14

15 RESULTS 15

16 Growth (Y axis) A growth-fragility space Higher growth and lower fragility 0.50 Higher growth and fragility Lower growth and lower fragility Fragility (X axis) Lower growth and higher fragility Note: The X axis plots the effect on fragility, defined as a higher likelihood of financial crises (currency, banking or twin crises) or a higher GDP (negative) tail risk., where tail risk is defined as the effect on the bottom 10% of the distribution of quarterly GDP growth. The Y axis plots the effect of a policy variable on growth. Source: OECD calculations in Caldera Sanchez and Gori (2016) Can Reforms promoting growth increase financial fragility? An empirical assessment and Caldera Sanchez and Roehn (2016) How do policies influence tail risks?

17 Policy areas outside the financial sector do not involve growth-fragility trade-offs Pro-growth product and labour market policies have little or no impact on fragility Better-quality institutions associated with higher growth and lower fragility The X axis plots the effect on fragility; Fragility is defined as higher likelihood of financial crises (polices with red outline) or a higher GDP (negative) tail risk. Three types of financial crises are considered: Currency, banking and twin crises. Tail risk is defined as the effect on the bottom 10% of the distribution for quarterly GDP growth. For each policy, the Y axis plots the average (overall) growth effect. Source: Authors calculation based on Caldera Sánchez and Gori (2016) and by Caldera Sánchez and Röhn (2016). 17

18 More trade-offs are found in the area of financial market policies Macro-prudential policies can reduce fragility, but may also lower growth Growth benefits from financial market liberalisation offset by higher crisis risk The X axis plots the effect on fragility; Fragility is defined as higher likelihood of financial crises (polices with red outline) or a higher GDP (negative) tail risk. Three types of financial crises are considered: Currency, banking and twin crises. Tail risk is defined as the effect on the bottom 10% of the distribution for quarterly GDP growth. For each policy, the Y axis plots the average (overall) growth effect. Source: Authors calculation based on Caldera Sánchez and Gori (2016) and by Caldera Sánchez and Röhn (2016). 18

19 Capital account openness increases both growth and economic fragility.. Composition of capital flows matters Fragility linked to portfolio debt inflows Growth benefits from capital account openness outweigh crises risks The X axis plots the effect on fragility; Fragility is defined as higher likelihood of financial crises (polices with red outline) or a higher GDP (negative) tail risk. Three types of financial crises are considered: Currency, banking and twin crises. Tail risk is defined as the effect on the bottom 10% of the distribution for quarterly GDP growth. For each policy, the Y axis plots the average (overall) growth effect. Source: Authors calculation based on Caldera Sánchez and Gori (2016) 19

20 Concluding remarks Product and labour market policies Enhance growth, little impact on crisis risk. However a growth-fragility trade- off exists in other policy areas: Financial market liberalisation Pro-growth impact of reduced by crisis risks, which are driven by => Excess private credit growth Misalignments in real estate markets Capital account openness Pro-growth effects of greater outweigh crisis risk => Risk mainly associated with portfolio debt flows. Macro prudential necessary but may entail some costs. 20

21 Growth (Y axis) Sum-up: evidence on growth-fragility Higher growth and lower fragility 0.50 Product Markets Higher growth and fragility 0.30 Quality of institutions Labour Markets Financial Markets Macro prudential policies OECD Resilience website Lower growth and lower fragility Fragility (X axis) onomy/growth/economi Lower and higher fragility c-resilience.htm Note: The X axis plots the effect on fragility, defined as a higher likelihood of financial crises (currency, banking or twin crises) or a higher GDP (negative) tail risk., where tail risk is defined as the effect on the bottom 10% of the distribution of quarterly GDP growth. The Y axis plots the effect of a policy variable on growth. Source: OECD calculations in Caldera Sanchez and Gori (2016) Can Reforms promoting growth increase financial fragility? An empirical assessment and Caldera Sanchez and Roehn (2016) How do policies influence tail risks?

22 BACK UP 22

23 Growth (percentage points) Approach II: growth and crisis risk Growth and crisis risk, an illustration Effect of capital flow on growth and crisis risk 0.6 Capital flows composition Crisis risk (red line) percent -0.2 Capital account openness FDI Portfolio equity Portfolio debt Other flows Efficiency channel Fragility channel Overall growth Crisis risk 23

24 Approach I: growth and GDP tail risk Conditional quantile regression an illustration The relationship between active labour market policies, mean growth and GDP tail risk The diamonds depict the point estimates and the thick bars a confidence interval of +/- 1 standard deviation. The horizontal blue line depicts the OLS estimate. Source: Authors calculation based on Caldera Sánchez and Röhn (2016). 24

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