Emerging Market Corporate Leverage and Global Financial Conditions

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Emerging Market Corporate Leverage and Global Financial Conditions CRM Montreal September 26, 2017 Adrian Alter (joint work with Selim Elekdag) Disclaimer: The views expressed in this Working Paper and presentation are those of the author(s) and do not necessarily represent those of the IMF or IMF policy.

EM Corporate Debt on the Rise EM Total Corporate Debt (billion U.S. dollars) 2

EM Corporate Debt on the Rise EM Total Corporate Debt (In percent of GDP) 3

Market-based Financing Gaining Traction Major EM Corporate Debt Composition (Percent of total debt) 24 21 18 15 12 9 6 Bonds Foreign banks lending Domestic banks lending (right axis) 85 84 83 82 81 80 79 78 77 76 3 75 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 4

EM Corporate Bond Currency Composition 4,000 3,500 3,000 2,500 2,000 1,500 1,000 500 0 Major EM Corporate Bond Currency Composition (Billion of U.S. dollars) Bonds in local currency Bonds in foreign currency 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 5

Firm-level Data Affirm the Recent Uptrend Aggregate- and Firm-Level Measures of Emerging Market Economies Corporate Leverage (Index; 2007 = 100 ; balanced sample) 180 155 Aggregate debt-to-gdp ratio Total liabilities to EBT Total liabilities to total equity 180 130 130 105 100 80 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 6

180 160 140 120 100 80 60 Higher Leverage in China and Construction Sector Firms Emerging Market Economies Corporate Leverage (Percent, ratio of total liabilities to total equity) 2007 2013 Asia China EMEA Latin America Construction Manufacturing Mining Oil and gas 7

Interest Coverage Ratios have declined substantially 25 (EBITDA to interest expense, multiples) 20 2010 2016 15 10 5 0 8

Global Financial Conditions Were Exceptionally Accommodative in Recent Years Global Shadow Rates (Percent) 9

Key Questions 1. Are more accommodative global financial conditions associated with higher corporate leverage growth? 2. What is the role of specific country characteristics such as financial openness or the exchange rate regime? 3. Through which channels do global financial conditions influence EM corporate leverage growth?

Selected Literature Review Corporate Structure: Frank and Goyal (2009), Rajan and Zingales (1998), Lemmon, Roberts, and Zender (2008), Kalemli-Ozcan, Sorensen, and Yesiltas (2012) Capital Flows: Calvo, Leiderman, Reinhart (1993; 1996), Forbes and Warnock (2012), Cerutti, Claessens, and Ratnovski (2014), Sapriza et al. (2016) Global Financial Conditions: Bruno and Shin (2015), Miranda-Agrippino and Rey (2015), Feyen et al. (2015), Gozzi et al. (2015)

Potential Transmission Channels Monetary Policy: Domestic monetary policy in EMs reacts to lowering policy rates in AEs, to alleviate currency appreciation Balance Sheet: Looser monetary policy -> firm assets appreciate which in turn allows for higher firm valuations and relaxed borrowing constraints Cross-border Lending: AE banks search for higher yields abroad, and thus lend to riskier projects/firms in EMs

Main Findings Compelling evidence that US monetary conditions are positively associated with faster EM corporate leverage growth: A 1 pp decline in US policy rate is associated with ¼ of average leverage increase Effects are more pronounced for firms with relatively high external financing dependence, SMEs, and firms with less collateral Impact is greater for firms in more financially open EMs with more rigid exchange rate regimes

Overview: Data & Methodology Panel analysis where firm, country, and global factors are jointly combined -> firm leverage growth Use more than 400,000 firms (with more than ½ SMEs) from 24 major EMEs (Orbis database) over the 2004-2013 period Cleaned and winsorized firm-level data in order to account for outliers and misreporting Robustness: Different leverage measures (e.g., TL/TA, NTL/TA, TA/TE, NTA/TE), different proxies for global financing conditions (e.g., global policy rates, monetary policy shocks), different types of FE and clustering

Overview: Data & Methodology LLLLLLLLLLLLLLLL ii,ss,cc,tt = αα MMMMMMMMMMMMMMMM CCCCCCCCCCCCCCCCCCCC tt + δδ CCCCCCCCCCCCCCCC ii,ss,cc,tt 1 +ββ MMMMMMMMMMMMMMMM CCCCCCCCCCCCCCCCCCCC tt FFFFFFFFFFFFFFFFFF CCCCCCCCCCCCCCCCCCCCCC ss +FFFF + εε ii,ss,cc,tt where: Controls are lagged firm profitability, size, and tangibility Monetary Conditions are proxied by the inverted US shadow interest rate (thus α, β are expected to be > 0) Financial Constraints are measured by sector s dependence on external finance (Rajan and Zingales 1998) or collateral availability Regressions include firm and time-related fixed effects (FE)

Baseline: Leverage and Financial Conditions

Baseline: Leverage and Financial Conditions

Baseline: Leverage and Financial Conditions

Leverage, Financial Openness, and Exchange Rate Regimes

Leverage, Financial Openness, and Exchange Rate Regimes

Robustness exercises show relative higher effects for financially constrained firms such as SMEs and firms with less collateral. Results: Summary Global financial conditions are found to be a reliable determinant of firm-level leverage dynamics in EMs. This effect is more pronounced for sectors that depend more on external financing and for firms in more financially open EMs with less flexible exchange rate regimes. These findings suggest that U.S. monetary conditions affect EM firms leverage growth in part by influencing domestic interest rates and by relaxing corporate borrowing constraints.

Policy Implications What about the tightening cycle? Are EM firms prepared for it? How can policymakers better react? Macroprudential policies could limit excessive increases in corporate sector leverage intermediated by banks (e.g., capital requirements, risk weights, limits on sectoral exposures). EMs should better prepare for corporate distress and sporadic failures; e.g., should reform insolvency regimes.

Thank you Adrian Alter (joint work with Selim Elekdag)