initial conditions and the private debt renegotiation process
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Initial conditions and the private debtrenegotiation processChristophe J. Godlewski
UHA & EM Strasbourg, LaRGE Research Center[contact: [email protected]]
AFFI 2017 Conference, Valence
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What I do• Whether & how initial conditions (around loan origination)
influence (private debt) renegotiation Exploratory study
• Empirical testing of incomplete contract theory + puzzling results regarding initial contract terms How to write better contracts
• Renegotiation likelihood, dynamics (rounds), degree / scope (terms) using sequential logit
• Variables: loan, banking pool, borrower and lender, country • 15k European loans (8k firms from 29 countries) from 1999 to
2015
What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
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Why I do itWhat I do
Why I do it
What do we know
How I do it
What do I find
Discussion
• Renegotiation = mechanism for revising the initial contract (in case of contingencies) to restore efficiency
• Initial conditions should play an important role• Theoretical literature is rich / Empirical results emerging / Mixed
- puzzling• Roberts & Sufi (2009) : no significant impact• Nikolaev (2016), Saavedra (2015), Paligorova & Santos (2016):
significant impact• Writing better contracts => design, corporate policy,
performance, financial intermediation, economy !• Europe = bank-based financial system
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What do we know (theory)• Incomplete contracts & financial contracting (Hart; Hart &
Moore)
• Unanticipated or non-contractible events => ex-post inefficiency of initial contract => renegotiation
• Renegotiation = (optimal?) decision-making mechanism in advance (initial contract) of contingencies / arrival of new information Allows to contract on unverifiable information
• Contract allocates control & bargaining power => sharing initial and subsequent surplus / incentives
• Also strategic considerations (signaling, opportunism,
What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
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What do we know (empirical)• Growing literature (Godlewski 2014, 2015; Nikolaev 2015; Roberts & Sufi
2009; Roberts 2015), mostly on US• Renegotiations are frequent, early, with significant modifications of
initial contracts• Significant & positive AR around renegotiation• New information, economic conditions, contractual assignment of
bargaining power, financial conditions... Contracting frictions, agency / information problems…
• Renegotiation helps completing credit contracts and (re)shaping borrower-lender relationships
• However puzzling results regarding initial conditions
What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
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How i do it (data & method)• Multi-sources data (see section 3.1)• Bloomberg (BPTS): loans, amendments, syndicates + borrowers• Orbis (BvD): lenders (lead)• GFDD-WB (Demirgüç-Kunt et al., 2012) + Djankov et al. (2007) +
Favara et al. (2012): country environment (economic, financial, legal)
• Sample = 8,691 companies; 15,781 loans• Time span is 1.1.1999 – 31.12.2015 & 29 European countries• Renegotiation process = decision | dynamics (rounds) / degree
(amended terms)• Comprehensive approach => sequential logit model
What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
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How i do it (big picture)What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
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What do I find (figures I)What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
020
4060
80
perc
ent
1 2 3 4 5 6 7 8 9
Rounds
010
2030
4050
perc
ent
1 2 3 4 5 6
Amendments
Figure 5 Renegotiation dynamics and scope
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What do I find (figures II)What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
32.72%
7.992%
4.268%24.82%
21.26%
8.935%
36.64%
6.301%2.192%22.1%
23.95%
8.813%
Unique_Round
23.56%
11.94%
9.115%31.18%
14.98%
9.222%
Multiple_Rounds
38.71%
6.564%.6422%25.15%
23.62%
5.316%
Single_Amendment
27.86%
9.151%
7.211%24.56%
19.35%
11.87%
Several_Amendments
Amount Covenants Financial
Covenants Non Financial Definition
Maturity Pricing
Figure 4 Amended terms
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What do I find (stat. desc.)What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
Loan & Lenders pool MeanFirm Mean Lender (lead) Mean Country (borrower) Mean
Amount 1 861.15Listed 0.47Lender rated 0.16Renegotiationfailure 0.39
Maturity 6.41Borrower rated 0.12Total assets 1 200.00 Priority 3.33
Covenants 0.09Sales 4 835.52Book value 0.39Creditors recover 0.61
Secured 0.40Debt / Equity 1.40TCE ratio 0.04Private credit 113.53
Amount outstanding 4.73Current ratio 0.01LLR / Loans 0.02Domestic private debt 33.16
Previous issues 3.80Operating margin 0.11RoE 0.10International
private debt 64.23
Lenders pool Loans / Assets 0.41Stock market 86.87
Lenders 9.24 Volatility of stock 20.26
League 0.19 Bank concentration 78.04
Relationship 0.12 Foreign banks 118.82Same country 0.28 Bank Z score 11.41
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What do I find (regressions I)What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
(loan & lenderspool variables) Reneg. Rounds Amend.
Amount (log) 0.1610*** 0.0083 0.0018
Maturity 0.0653*** 0.0362 0.0299
Covenants 1.5372*** 0.8301*** 0.5870**
Secured 0.6834*** 0.6569*** 0.0325Amount outstanding (log) -0.2039*** 0.0935 -0.0905
Previous issues 0.0542** -0.0270 0.0214
Lenders 0.0448*** 0.0179** 0.0061
League 0.3681*** 0.1649 -0.2447
Relationship -0.3523** 0.6307*** 0.2025
Listed 0.6593*** -0.0617 -0.2296
Borrower rated 0.2494 0.4683** 0.5353**
All regressions include control variables for:- main loan currencies
(USD and GBP)- loan type (term)- loan purposes
(acquisition, general corporate, LBO, project finance, debt refinancing, working capital)
- Year- borrower industry sector- country
Showing significant variables only(and skipping robust s.e.clustered at loan level)
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What do I find (regressions II)What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
(lead lendervariables) Reneg. Rounds Amend.
TCE ratio 13.5743** 31.8057***24.6119**
*
LLR / Loans -3.0478 -5.6084 24.2640**
Loans / Assets -1.7495*** -1.6181 -1.8857*
(country variables) Reneg. Rounds Amend.Renegotiation failure -1.3675*** -0.6135 0.3420Priority 0.1794 0.5016** 0.0825Creditors recovery 0.9792*** -0.2597 0.3952Private credit -0.0084*** -0.0035 -0.0053International privatedebt 0.0110*** 0.0096** 0.0064Stock market 0.0050** 0.0014 0.0027Bank concentration 0.0116** 0.0083 0.0021Foreign banks 0.0011*** -0.0002 0.0010*
In addition:Loan & lenders pool + listed & ratings variables included
Borrower variables never significant
Country variables included separately:- Legal environment- Financial development- Banking structure
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What do I find (robustness)What I do
Why I do it
What do we know
How I do it
What do I find
Discussion
• Alternative RHS variables : loan spread, syndicate concentration, reputation, relationship, borrower, lender, country variables
• Specific contractual features (frictions): no covenants, no collateral, no term loans, small syndicates, no relationship, no rating
• Maturity effect: dropping loans maturing in 2013 / after 2015
• Time: credit & EZ crises• Place (economic areas): EZ area only / dropping UK
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Discussion• Important economic role of initial conditions for the renegotiation
process• Contractual mechanisms (covenants and collateral) which mitigate
adverse selection and moral hazard have the largest positive economic impacts
• Organizational mechanisms (lenders pool size, reputation, relationship
• Soundness and credit portfolio management quality of the lenders• Institutional protection of creditors protection is the most
economically significant determinant of the renegotiation process• Survive several robustness checks
What I do
Why I do it
What do we know
How I do it
What do I find
Discussion