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ZOMBIES, EXIT POLICIES AND
PRODUCTIVITY
Dan Andrews and Giuseppe Nicoletti
Structural Policy Analysis Division
Economics Department
Bruegel | 6 December 2017
Results from the project on:
Exit Policies and Productivity Growth
Based on research by:
Müge Adalet McGowan, Dan Andrews, Valentine Millot, Filippos
Petroulakis, Alessando Saia
MOTIVATION
WHY EXIT POLICIES AND
PRODUCTIVITY?
A revival of OECD productivity is
badly needed
Contributions to potential per capita output growth (% pa)
Source: OECD EO live December 2017
Pre-crisis: MFP story Post-crisis: K story
Average of multifactor productivity across sectors (log, 2001=0)
Looking beyond averages, the
slowdown comes from laggards
Source: Andrews, D. C. Criscuolo and P. Gal (2016), “The Best versus the Rest: The Global Productivity
Slowdown, Divergence across Firms and the Role of Public Policy”, OECD Productivity Working Papers, No. 5.
Frontier
Frontier
Laggards Laggards
 Three stylised facts emerge:
– Rising productivity dispersion
– Declining efficiency of reallocation
– Declining business dynamism (less entry and more
zombie firms)
Weak firms are an increasing
burden: what can policy do?
-0.30
-0.25
-0.20
-0.15
-0.10
-0.05
0.00
0
1
2
3
4
5
6
2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
Share of zombie firms (LHS) Labour productivity relative to non-zombie firms (RHS)
% log points
The Walking Dead:
zombie firms on the rise
Firms aged ≥10 years with an interest coverage ratio<1 over 3 consecutive years
Unweighted average across selected OECD countries
Source: Adalet McGowan, M., D. Andrews and V. Millot (2017), “The Walking Dead? Zombie Firms and Productivity Performance in OECD
countries”, OECD Economics Department Working Paper No. 1372.
Conclusions are robust to alternate measures of zombie firms (see slide A1)
 Three stylised facts emerge:
– Rising productivity dispersion
– Declining efficiency of reallocation
– Declining business dynamism (less entry and more
zombie firms)
 This points to policies that affect the exit or
restructuring of weak firms
 But most data and evidence is about entry!
Weak firms are an increasing
burden: what can policy do?
Relevance of insolvency regimes for aggregate productivity:
channels and mechanisms
Cross-country comparison of effectiveness of insolvency
regimes: stigma, barriers to restructuring
Scope for exit policy reform to revive productivity growth: a
granular and complementary approach
 Much scope to revive productivity growth by promoting
easier exit or restructuring
 Complementarity across insolvency, financial and other
reforms is large
 The social costs can be contained via labour market
policies
The OECD contribution
THE PROBLEM
WEAK FIRMS ARE STIFLING
PRODUCTIVITY GROWTH
Zombies absorb an increasing
share of labour and capital
Firms aged ≥10 years and with an interest coverage ratio<1
over three consecutive years
Source: Adalet McGowan, M., D. Andrews and V. Millot (2017), “The Walking Dead? Zombie Firms and Productivity
Performance in OECD countries”, OECD Economics Department Working Paper No 1372.
0
5
10
15
20
25
2007
2010
2013
2007
2010
2013
2007
2010
2013
2007
2010
2013
2007
2010
2013
2007
2010
2013
2007
2010
2013
2007
2010
2013
2007
2010
2013
BEL ESP FIN FRA GBR ITA KOR SWE SVN
Number of firms Employment Capital Stock%
Delaying their exit or restructuring:
1. Drags down average (unweighted) productivity
2. Stifles reallocation: by consuming scarce resources they
congest markets, undermining growth opportunities for
healthier firms
3. Deters entry of potentially innovative young firms
When more capital is sunk in zombie firms:
1. The typical healthy firm invests less (↓ K deepening)
2. Particularly so young and more productive firms (↓ MFP)
Why do zombie firms matter for
aggregate productivity?
0.0
1.0
2.0
3.0
4.0
GRC ITA BEL PRT ESP DEU FIN LUX SWE JPN KOR AUT GBR FRA
%
0.0
0.4
0.8
1.2
ESP ITA SWE KOR GBR BEL FIN SVN FRA
%
Zombie firms congest markets and
hamper labour productivity…
Estimated gains from reducing zombie capital share to minimum level
A: Business investment
B: Multi-factor productivity
… by crowding-out credit
availability to healthy firms
Average bank loan availability for healthy firms for
each bin of zombie congestion
Source: D. Andrews and F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks and Depressed
Restructuring in Europe”, OECD Economics Department Working Papers, No. 1433.
Healthy firms report
greater difficulty
accessing credit
when they operate
in sectors where
more capital is sunk
in zombie firms
WHAT TO DO?
INSOLVENCY REFORM
Insolvency regimes are crucial for firm exit and restructuring
since they can bring debtors and creditors to the table to
deal with financial distress in an orderly fashion.
 Thus, they can affect aggregate growth via reallocation and
firm exit but also in terms of the types of firms that enter and
the nature of their business strategies.
BUT the limitations of existing policy indicators constrain
cross-country research on insolvency regimes and growth
 A new OECD policy questionnaire yielded harmonised
cross-country indicators on the key design features of
insolvency regimes that impact the timely initiation and
resolution of proceedings
Insolvency regimes and productivity:
understanding the link
New data: improving the
measurement of insolvency regimes
0.0
0.5
1.0
1.5
2.0
2.5
3.0
GBR
RUS
FRA
JPN
USA
CHE
DNK
CHL
DEU
ESP
FIN
IRL
ISR
SVN
CRI
NZL
PRT
AUT
GRC
SVK
ITA
KOR
MEX
AUS
LVA
POL
TUR
NOR
SWE
CAN
LTU
BEL
CZE
NLD
HUN
EST
Personal costs to failed entrepreneurs Lack of prevention and streamlining Barriers to restructuring 2010 overall
Much scope to improve the design
of insolvency regimes
Composite indicators of insolvency regimes, 2010 and 2016
Increasing in barriers to exit or restructuring
Insolvency reform can address three structural
sources of productivity weakness:
1. Reduce the capital sunk in zombie firms via:
a) Exit of zombie firms
b) Rehabilitation of weak firms thus implying lower social
costs to job churn than if only exit was envisaged
2. Reallocation of capital to more productive firms
3. Productivity growth of laggard firms via more
efficient technology diffusion
Insolvency reform can revive
productivity growth
0
2
4
6
8
GBR FIN DEU JPN FRA PRT KOR SWE ESP SVN BEL AUT GRC ITA
Impact of reforms since 2010
0
1
2
3
4
GBR DEU FIN FRA PRT ESP KOR SWE SVN AUT BEL ITA
%
Insolvency reform can reduce zombie
congestion and boost reallocation…
Estimated gains from reducing barriers to restructuring (BTR) to minimum level
A: Reduction in zombie capital share (ZKS)
B: Gain to productivity-enhancing capital reallocation
%
0
1
2
3
GBR DEU FIN FRA POL PRT ESP SWE AUT BEL HUN ITA
%
Impact of reforms since 2010
… and revive MFP growth in
laggards via technological diffusion
Estimated gains from reducing barriers to restructuring (BTR) to minimum level
Gain to laggard firm multi-factor productivity growth
Insolvency reform can also raise the MFP gains from reducing
regulatory entry barriers (slide A2).
Technology adoption requires organisational change, which is easier
when barriers to corporate restructuring are low.
WHAT TO DO?
FINANCIAL REFORM
Zombie firms survive due to bank
forbearance: NPL resolution is key
Source: D. Andrews and F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks and Depressed
Restructuring in Europe”, OECD Economics Department Working Papers, No. 1433.
Average zombie share for each bin of bank health
Purged of country-industry-year fixed effects
Weak banks increase
the survival of zombie
of firms and distort
capital allocation
012
GBR PRT FRA AUT DEU GRC ESP SVN EST LTV
% Impact of reforms since 2010
… insolvency reform enhances the
effectiveness of NPL resolution
Source: D. Andrews and F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks and Depressed
Restructuring in Europe”, OECD Economics Department Working Papers, No. 1433.
If bank health improves*, how much more would the zombie firm
share decline if barriers to restructuring were at the minimum level?
Improvements in bank
health translate into
larger reductions in the
zombie firm share when
insolvency regimes
promote restructuring
*Shock to bank health = 2 standard deviations
Insolvency reform can
reduce banks incentives
to engage in forbearance
Promoting equity financing can revive
productivity diffusion
Gain to laggard firm annual MFP growth from financial reform
Raising VC financing to sample maximum Reducing debt-bias to sample minimum
0
1
2
3
%
0
1
2
3
%
Source: Adalet McGowan, Andrews and Millot (2017), “Insolvency regimes, technology diffusion and productivity growth:
evidence from firms in OECD countries”, OECD Economics Department Working Papers No. 1425.
WHAT TO DO?
ACTIVATION POLICIES
 Policies that promote corporate restructuring intensify
job/firm churning, implying:
Benefits: ↑ job growth of non-zombies; better matching
Costs: ↑ job destruction  political economy barriers to
structural reform if left unaddressed.
 Workers displaced by firm exit more likely to return to
work when:
 Labour market expenditures are tilted more towards active
measures – i.e. retraining, job placement (ALMPs) – relative
to passive measures – i.e. long-lasting UE benefits.
 Policy promotes residential mobility – i.e. tax wedge and
transaction taxes in housing markets are lower.
 ALMPs more effective when public sector efficiency is higher
and regulatory entry barriers in product markets are lower
Coping with creative destruction
0
1
2
3
4
5
Low Entry Barriers Average Entry Barriers High Entry Barriers
Impact of ALMPs on re-employment according to the level of entry barriers
%
Entry reform enhances the bang-for-
the-buck of ALMP spending
Impact of increasing ALMPs by 0.25%pts of GDP on re-employment
probability of workers displaced by firm exit
Source: Andrews and Saia (2016), “Coping with Creative Destruction: Reducing the Costs of Firm Exit”, OECD Economics
Department Working Paper, No 1353.
ALMPs are more effective when firm entry barriers are low as jobs
are more abundant when new firms can enter the market and grow.
CONCLUSION
© iStock-466601771
Productivity growth can be revived by:
 Insolvency regime reform to reduce barriers to corporate
restructuring and the personal costs of business failure
 Restoring bank health and promoting non-bank financing by
↓ debt bias in corporate tax systems
 Simultaneously pursue insolvency reforms with initiatives to
reduce regulatory entry barriers and NPLs.
Since these reforms will amplify job/firm churning, they
should be flanked by well-designed ALMPs
 Reduce regulatory entry barriers to getting value for money
from labour market spending.
The corporate restructuring path to
higher productivity growth
Technical background papers
1. Adalet McGowan, M. & D. Andrews (2018), “Design of Insolvency Regimes across
Countries”, OECD Economics Department Working Papers, forthcoming.
2. Andrews, D. & F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks
and Depressed Restructuring in Europe”, OECD Economics Department Working Papers,
No. 1433.
3. Adalet McGowan, M., D. Andrews & V. Millot (2017), "Insolvency Regimes, Technology
Diffusion and Productivity Growth: Evidence from Firms in OECD Countries", OECD
Economics Department Working Papers, No. 1425.
4. Adalet McGowan, M., D. Andrews & V. Millot (2017), “Insolvency regimes, zombie firms and
capital reallocation”, OECD Economics Department Working Papers, No. 1399.
5. Adalet McGowan, M., D. Andrews & V. Millot (2017), “The Walking Dead?: Zombie Firms
and Productivity Performance in OECD Countries”, OECD Economics Department Working
Papers, No. 1372.
6. Andrews, D. & A. Saia (2017), "Coping with creative destruction: Reducing the costs of firm
exit", OECD Economics Department Working Papers, No. 1353.
7. Adalet McGowan, M. & D. Andrews (2016), “Insolvency Regimes And Productivity Growth: A
Framework For Analysis”, OECD Economics Department Working Papers, No. 1309.
Selected media
Selected media (continued)
APPENDIX
A1. What are zombie firms and how
to identify them?
Zombie firms are firms that would typically exit in a
competitive market but nonetheless survive.
Approach 1: Persistent financial weakness (Bank of Korea)
 Old incumbent firms (≥10 years) with interest coverage
ratio<1 for 3 consecutive years
Approach 2: Firms receiving subsidized bank credit
(Caballero et al., 2008)
 Actual interest repayments < estimated benchmark R*
based on the firm debt structure and market interest rates
Our main econometric conclusions are robust to both measures.
We focus on Approach 1 for simplicity and to maximise data
coverage.
-1
0
1
High personal cost of
entrepreneurial failure
Low personal cost of
entrepreneurial failure
%
A2. Insolvency reform raises the
productivity gains of entry reform
Gain to laggard firm MFP growth from reducing adm. burdens on start-ups
Reducing the personal costs of entrepreneurial failure encourages more
experimentation and create sufficient space for new entrants to grow
Source: Adalet McGowan, Andrews and Millot (2017), “Insolvency regimes, technology diffusion and productivity growth:
evidence from firms in OECD countries”, OECD Economics Department Working Papers No. 1425.
October 2017March 2017
Exit Policies and Productivity
Growth
2. Are weak firms stifling
productivity growth?
October 2016
2017
5. Can we improve the design of exit policies?
October 2016 March 2017
3. What happens to the
workers when firms exit?
4. Can we improve the
measurement of exit
policies?
March 2016
1. How do we think about the exit margin,
productivity and policy?
Coping with
Creative
Destruction:
Reducing the
Costs of Firm
Exit Policies and
Productivity
Growth: a
Framework for
Analysis
New policy
indicators of
insolvency
regimes
The Walking
Dead?: Zombie
Firms and
Productivity
Performance in
Insolvency
Regimes,
Technology
Diffusion and
Productivity
Growth
Insolvency
regimes,
zombie firms
and capital
reallocation
Breaking the
Shackles:
Zombie Firms,
Weak Banks
and Depressed
Restructuring

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Zombies exit-policies-and-productivity

  • 1. ZOMBIES, EXIT POLICIES AND PRODUCTIVITY Dan Andrews and Giuseppe Nicoletti Structural Policy Analysis Division Economics Department Bruegel | 6 December 2017
  • 2. Results from the project on: Exit Policies and Productivity Growth Based on research by: Müge Adalet McGowan, Dan Andrews, Valentine Millot, Filippos Petroulakis, Alessando Saia
  • 3. MOTIVATION WHY EXIT POLICIES AND PRODUCTIVITY?
  • 4. A revival of OECD productivity is badly needed Contributions to potential per capita output growth (% pa) Source: OECD EO live December 2017 Pre-crisis: MFP story Post-crisis: K story
  • 5. Average of multifactor productivity across sectors (log, 2001=0) Looking beyond averages, the slowdown comes from laggards Source: Andrews, D. C. Criscuolo and P. Gal (2016), “The Best versus the Rest: The Global Productivity Slowdown, Divergence across Firms and the Role of Public Policy”, OECD Productivity Working Papers, No. 5. Frontier Frontier Laggards Laggards
  • 6.  Three stylised facts emerge: – Rising productivity dispersion – Declining efficiency of reallocation – Declining business dynamism (less entry and more zombie firms) Weak firms are an increasing burden: what can policy do?
  • 7. -0.30 -0.25 -0.20 -0.15 -0.10 -0.05 0.00 0 1 2 3 4 5 6 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 Share of zombie firms (LHS) Labour productivity relative to non-zombie firms (RHS) % log points The Walking Dead: zombie firms on the rise Firms aged ≥10 years with an interest coverage ratio<1 over 3 consecutive years Unweighted average across selected OECD countries Source: Adalet McGowan, M., D. Andrews and V. Millot (2017), “The Walking Dead? Zombie Firms and Productivity Performance in OECD countries”, OECD Economics Department Working Paper No. 1372. Conclusions are robust to alternate measures of zombie firms (see slide A1)
  • 8.  Three stylised facts emerge: – Rising productivity dispersion – Declining efficiency of reallocation – Declining business dynamism (less entry and more zombie firms)  This points to policies that affect the exit or restructuring of weak firms  But most data and evidence is about entry! Weak firms are an increasing burden: what can policy do?
  • 9.
  • 10. Relevance of insolvency regimes for aggregate productivity: channels and mechanisms Cross-country comparison of effectiveness of insolvency regimes: stigma, barriers to restructuring Scope for exit policy reform to revive productivity growth: a granular and complementary approach  Much scope to revive productivity growth by promoting easier exit or restructuring  Complementarity across insolvency, financial and other reforms is large  The social costs can be contained via labour market policies The OECD contribution
  • 11. THE PROBLEM WEAK FIRMS ARE STIFLING PRODUCTIVITY GROWTH
  • 12. Zombies absorb an increasing share of labour and capital Firms aged ≥10 years and with an interest coverage ratio<1 over three consecutive years Source: Adalet McGowan, M., D. Andrews and V. Millot (2017), “The Walking Dead? Zombie Firms and Productivity Performance in OECD countries”, OECD Economics Department Working Paper No 1372. 0 5 10 15 20 25 2007 2010 2013 2007 2010 2013 2007 2010 2013 2007 2010 2013 2007 2010 2013 2007 2010 2013 2007 2010 2013 2007 2010 2013 2007 2010 2013 BEL ESP FIN FRA GBR ITA KOR SWE SVN Number of firms Employment Capital Stock%
  • 13. Delaying their exit or restructuring: 1. Drags down average (unweighted) productivity 2. Stifles reallocation: by consuming scarce resources they congest markets, undermining growth opportunities for healthier firms 3. Deters entry of potentially innovative young firms When more capital is sunk in zombie firms: 1. The typical healthy firm invests less (↓ K deepening) 2. Particularly so young and more productive firms (↓ MFP) Why do zombie firms matter for aggregate productivity?
  • 14. 0.0 1.0 2.0 3.0 4.0 GRC ITA BEL PRT ESP DEU FIN LUX SWE JPN KOR AUT GBR FRA % 0.0 0.4 0.8 1.2 ESP ITA SWE KOR GBR BEL FIN SVN FRA % Zombie firms congest markets and hamper labour productivity… Estimated gains from reducing zombie capital share to minimum level A: Business investment B: Multi-factor productivity
  • 15. … by crowding-out credit availability to healthy firms Average bank loan availability for healthy firms for each bin of zombie congestion Source: D. Andrews and F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks and Depressed Restructuring in Europe”, OECD Economics Department Working Papers, No. 1433. Healthy firms report greater difficulty accessing credit when they operate in sectors where more capital is sunk in zombie firms
  • 17. Insolvency regimes are crucial for firm exit and restructuring since they can bring debtors and creditors to the table to deal with financial distress in an orderly fashion.  Thus, they can affect aggregate growth via reallocation and firm exit but also in terms of the types of firms that enter and the nature of their business strategies. BUT the limitations of existing policy indicators constrain cross-country research on insolvency regimes and growth  A new OECD policy questionnaire yielded harmonised cross-country indicators on the key design features of insolvency regimes that impact the timely initiation and resolution of proceedings Insolvency regimes and productivity: understanding the link
  • 18. New data: improving the measurement of insolvency regimes
  • 19. 0.0 0.5 1.0 1.5 2.0 2.5 3.0 GBR RUS FRA JPN USA CHE DNK CHL DEU ESP FIN IRL ISR SVN CRI NZL PRT AUT GRC SVK ITA KOR MEX AUS LVA POL TUR NOR SWE CAN LTU BEL CZE NLD HUN EST Personal costs to failed entrepreneurs Lack of prevention and streamlining Barriers to restructuring 2010 overall Much scope to improve the design of insolvency regimes Composite indicators of insolvency regimes, 2010 and 2016 Increasing in barriers to exit or restructuring
  • 20. Insolvency reform can address three structural sources of productivity weakness: 1. Reduce the capital sunk in zombie firms via: a) Exit of zombie firms b) Rehabilitation of weak firms thus implying lower social costs to job churn than if only exit was envisaged 2. Reallocation of capital to more productive firms 3. Productivity growth of laggard firms via more efficient technology diffusion Insolvency reform can revive productivity growth
  • 21. 0 2 4 6 8 GBR FIN DEU JPN FRA PRT KOR SWE ESP SVN BEL AUT GRC ITA Impact of reforms since 2010 0 1 2 3 4 GBR DEU FIN FRA PRT ESP KOR SWE SVN AUT BEL ITA % Insolvency reform can reduce zombie congestion and boost reallocation… Estimated gains from reducing barriers to restructuring (BTR) to minimum level A: Reduction in zombie capital share (ZKS) B: Gain to productivity-enhancing capital reallocation %
  • 22. 0 1 2 3 GBR DEU FIN FRA POL PRT ESP SWE AUT BEL HUN ITA % Impact of reforms since 2010 … and revive MFP growth in laggards via technological diffusion Estimated gains from reducing barriers to restructuring (BTR) to minimum level Gain to laggard firm multi-factor productivity growth Insolvency reform can also raise the MFP gains from reducing regulatory entry barriers (slide A2). Technology adoption requires organisational change, which is easier when barriers to corporate restructuring are low.
  • 24. Zombie firms survive due to bank forbearance: NPL resolution is key Source: D. Andrews and F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks and Depressed Restructuring in Europe”, OECD Economics Department Working Papers, No. 1433. Average zombie share for each bin of bank health Purged of country-industry-year fixed effects Weak banks increase the survival of zombie of firms and distort capital allocation
  • 25. 012 GBR PRT FRA AUT DEU GRC ESP SVN EST LTV % Impact of reforms since 2010 … insolvency reform enhances the effectiveness of NPL resolution Source: D. Andrews and F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks and Depressed Restructuring in Europe”, OECD Economics Department Working Papers, No. 1433. If bank health improves*, how much more would the zombie firm share decline if barriers to restructuring were at the minimum level? Improvements in bank health translate into larger reductions in the zombie firm share when insolvency regimes promote restructuring *Shock to bank health = 2 standard deviations Insolvency reform can reduce banks incentives to engage in forbearance
  • 26. Promoting equity financing can revive productivity diffusion Gain to laggard firm annual MFP growth from financial reform Raising VC financing to sample maximum Reducing debt-bias to sample minimum 0 1 2 3 % 0 1 2 3 % Source: Adalet McGowan, Andrews and Millot (2017), “Insolvency regimes, technology diffusion and productivity growth: evidence from firms in OECD countries”, OECD Economics Department Working Papers No. 1425.
  • 28.  Policies that promote corporate restructuring intensify job/firm churning, implying: Benefits: ↑ job growth of non-zombies; better matching Costs: ↑ job destruction  political economy barriers to structural reform if left unaddressed.  Workers displaced by firm exit more likely to return to work when:  Labour market expenditures are tilted more towards active measures – i.e. retraining, job placement (ALMPs) – relative to passive measures – i.e. long-lasting UE benefits.  Policy promotes residential mobility – i.e. tax wedge and transaction taxes in housing markets are lower.  ALMPs more effective when public sector efficiency is higher and regulatory entry barriers in product markets are lower Coping with creative destruction
  • 29. 0 1 2 3 4 5 Low Entry Barriers Average Entry Barriers High Entry Barriers Impact of ALMPs on re-employment according to the level of entry barriers % Entry reform enhances the bang-for- the-buck of ALMP spending Impact of increasing ALMPs by 0.25%pts of GDP on re-employment probability of workers displaced by firm exit Source: Andrews and Saia (2016), “Coping with Creative Destruction: Reducing the Costs of Firm Exit”, OECD Economics Department Working Paper, No 1353. ALMPs are more effective when firm entry barriers are low as jobs are more abundant when new firms can enter the market and grow.
  • 31. Productivity growth can be revived by:  Insolvency regime reform to reduce barriers to corporate restructuring and the personal costs of business failure  Restoring bank health and promoting non-bank financing by ↓ debt bias in corporate tax systems  Simultaneously pursue insolvency reforms with initiatives to reduce regulatory entry barriers and NPLs. Since these reforms will amplify job/firm churning, they should be flanked by well-designed ALMPs  Reduce regulatory entry barriers to getting value for money from labour market spending. The corporate restructuring path to higher productivity growth
  • 32. Technical background papers 1. Adalet McGowan, M. & D. Andrews (2018), “Design of Insolvency Regimes across Countries”, OECD Economics Department Working Papers, forthcoming. 2. Andrews, D. & F. Petroulakis (2017), “Breaking the Shackles: Zombie Firms, Weak Banks and Depressed Restructuring in Europe”, OECD Economics Department Working Papers, No. 1433. 3. Adalet McGowan, M., D. Andrews & V. Millot (2017), "Insolvency Regimes, Technology Diffusion and Productivity Growth: Evidence from Firms in OECD Countries", OECD Economics Department Working Papers, No. 1425. 4. Adalet McGowan, M., D. Andrews & V. Millot (2017), “Insolvency regimes, zombie firms and capital reallocation”, OECD Economics Department Working Papers, No. 1399. 5. Adalet McGowan, M., D. Andrews & V. Millot (2017), “The Walking Dead?: Zombie Firms and Productivity Performance in OECD Countries”, OECD Economics Department Working Papers, No. 1372. 6. Andrews, D. & A. Saia (2017), "Coping with creative destruction: Reducing the costs of firm exit", OECD Economics Department Working Papers, No. 1353. 7. Adalet McGowan, M. & D. Andrews (2016), “Insolvency Regimes And Productivity Growth: A Framework For Analysis”, OECD Economics Department Working Papers, No. 1309.
  • 36. A1. What are zombie firms and how to identify them? Zombie firms are firms that would typically exit in a competitive market but nonetheless survive. Approach 1: Persistent financial weakness (Bank of Korea)  Old incumbent firms (≥10 years) with interest coverage ratio<1 for 3 consecutive years Approach 2: Firms receiving subsidized bank credit (Caballero et al., 2008)  Actual interest repayments < estimated benchmark R* based on the firm debt structure and market interest rates Our main econometric conclusions are robust to both measures. We focus on Approach 1 for simplicity and to maximise data coverage.
  • 37. -1 0 1 High personal cost of entrepreneurial failure Low personal cost of entrepreneurial failure % A2. Insolvency reform raises the productivity gains of entry reform Gain to laggard firm MFP growth from reducing adm. burdens on start-ups Reducing the personal costs of entrepreneurial failure encourages more experimentation and create sufficient space for new entrants to grow Source: Adalet McGowan, Andrews and Millot (2017), “Insolvency regimes, technology diffusion and productivity growth: evidence from firms in OECD countries”, OECD Economics Department Working Papers No. 1425.
  • 38. October 2017March 2017 Exit Policies and Productivity Growth 2. Are weak firms stifling productivity growth? October 2016 2017 5. Can we improve the design of exit policies? October 2016 March 2017 3. What happens to the workers when firms exit? 4. Can we improve the measurement of exit policies? March 2016 1. How do we think about the exit margin, productivity and policy? Coping with Creative Destruction: Reducing the Costs of Firm Exit Policies and Productivity Growth: a Framework for Analysis New policy indicators of insolvency regimes The Walking Dead?: Zombie Firms and Productivity Performance in Insolvency Regimes, Technology Diffusion and Productivity Growth Insolvency regimes, zombie firms and capital reallocation Breaking the Shackles: Zombie Firms, Weak Banks and Depressed Restructuring