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G ONE WITH THE H EADWINDS : GLOBAL PRODUCTIVITY R OMAIN D UVAL ( IMF RESEARCH DEPARTMENT )* B ROOKINGS I NSTITUTION , M AY 15 TH 2017 * THIS PRESENTATION OF IMF STAFF DISCUSSION NOTE 17/04 AND RELATED PAPERS REFLECTS JOINT WORK WITH GUSTAVO ADLER ,


  1. G ONE WITH THE H EADWINDS : GLOBAL PRODUCTIVITY R OMAIN D UVAL ( IMF RESEARCH DEPARTMENT )* B ROOKINGS I NSTITUTION , M AY 15 TH 2017 * THIS PRESENTATION OF IMF STAFF DISCUSSION NOTE 17/04 AND RELATED PAPERS REFLECTS JOINT WORK WITH GUSTAVO ADLER , J AEBIN AHN , SINEM K ILIC CELIK , DAVIDE F URCERI , GEE HEE HONG , K SENIA K OLOSKOVA , MARCOS P OPLAWSKI -R IBEIRO AND Y ANNICK TIMMER

  2. The productivity slowdown debate • Productivity slowdown in advanced economies: o Started around late 1960s o Small transitory reversal during 1990s followed by renewed slowdown since early 2000s o Further slowdown following the global financial crisis (GFC) • Productivity slowdown debate in a nutshell: o Has innovation slowed? Temporary or permanent? (techno-pessimists vs. techno-optimists) o Has diffusion slowed? (Haltiwanger and co-authors, OECD) o If so why? Role of market structure (winner-takes-all dynamics), skills deficiencies and mismatches (Bloom, Sadun, and Van Reenen 2016) , insufficient labor and product market reforms (Cette, Mojon, Fernald 2016) …in presence of disruptive ICT -related technological change • What we bring to the debate: o Role of GFC itself: post-GFC slowdown too abrupt, large and persistent to reflect only slow- moving forces dragging on innovation or diffusion o Role of other secular forces slowing innovation and/or diffusion: aging, trade, human capital 2

  3. The productivity slowdown: The short, medium and long-term views 3

  4. TFP loss has been major contributor to post- GFC output loss… 4 Sources: Sources: PWT 9.0; and IMF staff estimates and projections. Note: PPP-GDP weighted average by group, based on IMF WEO country classification.

  5. …and the post - GFC TFP slowdown has been sharp and persistent… TFP Growth 2000-21 (PPP-GDP weighted) 5 Global 4 Financial EMEs pre-crisis 2.8% Crisis 3 EMEs proj. 1.9% EMEs 2 post-crisis 1.3% 1 AEs pre-crisis 1.0% 0 AEs proj. 0.7% AEs post-crisis 0.3% -1 -2 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 Sources: Penn World Table 9.0; World Economic Outlook, and IMF staff calculations. 5 Weighted averages (using PPP-GDP as weights) are reported for each income group. For AE (EMEs), 20 (18) largest economies are reported .

  6. …amplifying a slowdown that was under way before the GFC… Sources: Sources: PWT 9.0; and IMF staff estimates and projections. 6 Note: HP filter trends computed up to 2007 and up to 2016. PPP-GDP weighted average by group, based on WEO country classification.

  7. The two-stage slowdown in AEs since the early 2000s is substantial, although far less dramatic than in the 1970s TFP Growth, 1950-2014 (percent, 10-year backward-looking moving average) 6 6 Emerging Market Economies Advanced Economies Labor 5 5 productivity 4 4 Labor productivity 3 3 2 2 1 1 0 0 Total factor -1 -1 productivity Total factor Excluding -2 productivity -2 China -3 -3 -4 -4 1960 1970 1980 1990 2000 2010 1960 1970 1980 1990 2000 2010 7 Sources: PWT 9.0; and IMF staff estimates and projections. Note: PPP-GDP weighted average by group, based on IMF WEO country classification

  8. The post-GFC TFP slowdown: the role of GFC legacies • “TFP hysteresis” from deep recessions • At least three causes of hysteresis this time around: - Balance sheet vulnerabilities - Protracted weak demand and capital-embodied technological change - Elevated economic and policy uncertainty • Common feature: conducive to lower and low risk/low return investment (# intangibles, ICT… etc) 8

  9. Past deep recessions have created “TFP hysteresis” and the GFC was no different 9

  10. Past deep recessions have created “TFP hysteresis” and the GFC was no different Average response of cyclically-adjusted TFP Average response of cyclically-adjusted TFP to past deep recessions to past regular recessions 3 3 2 2 1 1 0 0 -1 -1 -2 -2 -3 -3 -4 -4 -5 -5 -6 -6 -7 -7 -1 0 1 2 3 4 -1 0 1 2 3 4 Sources: KLEMS; Blanchard, Cerutti, Summers (2015); IMF staff calculations. Note: The cyclically-adjusted measure of TFP based on Basu, Fernald and Kimball (2006) is used. Major recessions are the biggest 10% falls in GDP in the first two years of a recession episode across 17 advanced economies over 1970-2007. The response of cyclically- adjusted TFP to major past recessions is estimated using a local projections method (Jorda 2005), see Adler, Duval, Furceri, Koloskova and Poplawski-Ribeiro (2017) for details. 10

  11. Crisis legacy No. 1. Balance sheet vulnerabilities Observed TFP level path for low- and high-rollover risk firms (index, 2005=100) High rollover risk Low rollover risk 100 98 96 94 92 90 88 86 84 82 80 2005 2006 2007 2008 2009 2010 2011 2012 2013 Sources: Duval, Timmer and Hong 2017, using Orbis data. Note: High/low rollover risk correspond to the 75 th and 25 th percentiles of the cross-country 11 cross-firm distribution of rollover risk in the sample. Rollover risk is measured as debt maturing within a year in 2007, in percent of total sales.

  12. Crisis legacy No. 1. Balance sheet vulnerabilities 12

  13. Crisis legacy No. 1. Balance sheet vulnerabilities Estimated Drop in TFP growth after the financial Estimated Drop in intangible asset investment crisis (percentage points) rate after the financial crisis (percentage points) Δ( Low Debt Maturing 2008 - High Debt Maturing Δ( Low Debt Maturing 2008 - High Debt Δ( Low Leverage - High Leverage) 2008) Δ( Low Leverage - High Leverage) Maturing 2008) 0 0 0.1 0.5 0.2 1 0.3 1.5 0.4 2 0.5 2.5 In median country 0.6 3 In country where credit conditions deteriorated more 0.7 3.5 In median country 0.8 4 In country where credit conditions deteriorated more Source: Duval, Timmer and Hong 2017, using Orbis data. Note: High/low rollover risk and high/low leverage correspond to the 75 th and 25 th percentiles of 13 the cross-country cross-firm distribution of rollover risk and leverage, respectively, in the sample.

  14. Crisis legacy No. 1. Balance sheet vulnerabilities Misallocation of capital in AEs , 2000-14 Misallocation of labor in AEs , 2000-14 (standard deviation of log marginal product of capital across (standard deviation of log marginal product of labor across firms, median country-sector) firms, median country-sector) 1.2 1.8 1.1 1.7 1 1.6 0.9 0.8 1.5 0.7 1.4 0.6 1.3 0.5 1.2 0.4 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 Sources: Orbis; and IMF staff calculations. Note: The calculation of standard deviations of log marginal products of capital and labor across firms in each country- 14 industry follows the approach proposed by Hsieh and Klenow (2009).

  15. Crisis legacy No. 2. Protracted weak demand and investment Gross Fixed Capital Formation, 2000-14 (Share of stock of physical capital) Advanced Economies 0.08 0.11 EmergingMarket Economies 0.07 0.10 0.06 0.09 0.08 0.05 Exc. China 0.07 0.04 2000 2004 2008 2012 2000 2004 2008 2012 Sources: Penn World Table 9.0; IMF World Economic Outlook, and IMF staff calculations. 15 Weighted averages (using PPP-GDP as weights) are reported for each income group. For AE (EMEs), 20 (18) largest economies are reported .

  16. Crisis legacy No. 2. Protracted weak demand and investment 16

  17. Crisis legacy No. 2. Protracted weak demand and investment Estimated impact of change in investment rate on TFP growth around the GFC (percent) Post-GFC Pre-GFC 2003-07 vs 2008-14 vs 2013-14 vs 2000-02 2003-07 2003-07 0.6 0.6 0.6 0.4 0.4 0.4 0.2 0.2 0.2 0.0 0.0 0.0 -0.2 -0.2 -0.2 -0.4 -0.4 -0.4 -0.6 -0.6 -0.6 AEs EMEs AEs EMEs AEs EMEs Sources: PWT 9.0, WEO and IMF Staff estimates. PPP-GDP weighted average of 20 largest economies in each income group. Estimated contribution of capital 17 accumulation to the change in TFP growth between stated periods. PPP-GDP weighted average by group. 90 percent confidence bands are reported.

  18. Crisis legacy No. 3. Elevated economic and policy uncertainty • Higher uncertainty can induce firms to adopt a “wait and see attitude” (Bloom et al., 2014) and tilt investment decisions toward more liquid, lower risk-return projects (Aghion et al., 2010) • Likely to be even more prevalent in industries that face tighter credit constraints (Choi, Furceri and Loungani 2016)  Use this as identification strategy to estimate differential impact of economy-wide uncertainty on industry-level TFP depending on industry dependence on external finance (Rajan and Zingales 1998)  Panel of 18 countries, 25 industries, 1985-2010 (EU and World KLEMS), controls for interactions between dependence on external finance and financial development, counter- cyclical fiscal policy… etc 18

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