FinObservatory

Research note: replication

The 37 percent average haircut reproduces almost exactly; the price of haircuts itself is untestable on this estate

Cruces and Trebesch (2013) built haircut estimates for sovereign debt restructurings with private creditors over 1970-2010 and reported a mean present-value haircut of about 37 percent on 180 cases (the paper’s numbers). The estate’s copy of their dataset, restricted to the original cases, gives 178 restructurings with a mean SZ haircut of 36.70% and a median of 31.70%. The paper’s central regressions, that larger haircuts are followed by longer exclusion from capital markets and higher subsequent spreads, cannot be attempted here: the estate holds neither a market-reaccess date nor a sovereign spread panel. And on the 23 deals completed after 2010, outside the paper’s sample window, unweighted haircuts got smaller, not bigger (26.58% against 38.05%, Welch p = 0.042), while dollar-weighting flips the sign, mostly on the strength of a single deal: Greece 2012.

36.70%
Mean SZ haircut, 178 restructurings to 2010 (the paper: about 37% on 180)
31.70%
Median SZ haircut; sd 27.18
0.00%
Median face-value reduction: 122 of 178 deals cut no face value
26.58%
Mean SZ haircut on the 23 deals of 2012-2024
64.6%
Greece 2012, on USD 261.4bn restructured

The paper, and what is rerun here

The original is Juan J. Cruces and Christoph Trebesch, “Sovereign Defaults: The Price of Haircuts”, American Economic Journal: Macroeconomics5(3), 2013. The paper constructed investor-loss estimates (“haircuts”, in the present-value metric of Sturzenegger and Zettelmeyer, here SZ) for sovereign restructurings with private external creditors over 1970-2010, reported a mean of about 37 percent on 180 cases, and then estimated its headline results: restructurings with larger haircuts are followed by longer exclusion from capital markets and by higher post-restructuring bond spreads. The 1970-2010 window, the SZ haircut as the headline concept, and dating deals by completion year are the paper’s choices, kept here.

This note reruns what the estate can support: the haircut distribution on the CT-lineage file (187 rows, of which 9 are flagged as 2014-update additions and excluded, leaving 178), and one extension on the estate’s longer file, which runs 1823-2024: did haircuts change after 2010? One robustness variant was pre-declared and no other: restricting the post-2010 window to deals whose full_repudiationflag is explicitly 0. The paper’s regressions are not attempted, for reasons laid out below, and no result on exclusion or spreads is claimed in either direction.

The distribution reproduces

On the 178 original-case restructurings completed 1978-2010 across 70 economies, the mean SZ haircut is 36.70% against the paper’s reported ~37% on 180 cases: the headline moment survives this vintage with a 2-case gap in the sample. The distribution is right-skewed (median 31.70%, sd 27.18) and runs from -9.8% to 97.0%: 6 deals have negative haircuts, meaning investors came out ahead in present value, and they are kept, not clipped. Weighting by the nominal USD amount restructured pulls the mean down to 31.07%.

0102030-10 to 0%: 6 of 178 restructurings0 to 10%: 23 of 178 restructurings10 to 20%: 30 of 178 restructurings20 to 30%: 23 of 178 restructurings30 to 40%: 27 of 178 restructurings40 to 50%: 21 of 178 restructurings50 to 60%: 16 of 178 restructurings60 to 70%: 4 of 178 restructurings70 to 80%: 5 of 178 restructurings80 to 90%: 12 of 178 restructurings90 to 100%: 11 of 178 restructurings-100102030405060708090100SZ present-value haircut, % (10-point bins)median 31.7%median 31.7mean 36.7%mean 36.7

Source: Cruces and Trebesch (2013), "Sovereign Defaults: The Price of Haircuts", AEJ: Macroeconomics 5(3); dataset as updated 2014 (haircuts_cruces_trebesch_2014.parquet) SZ present-value haircuts only; original cases only (2014-update cases excluded). Negative haircuts are real data and included.

The file carries three haircut concepts and they are far apart. The face-value reduction has a median of 0.00%: 122 of the 178 deals cut no face value at all, so whatever present value those deals took from investors came through terms other than principal reduction.

Haircut conceptnMean (%)Median (%)SDMin (%)Max (%)
SZ present-value haircut (haircut_pct)17836.7031.7027.18-9.8097.00
Market-value haircut (haircut_market_pct)17839.7139.0526.95-9.8097.00
Face-value reduction (haircut_facevalue_pct)17816.480.0030.260.0097.00

Source: Cruces and Trebesch (2013), "Sovereign Defaults: The Price of Haircuts", AEJ: Macroeconomics 5(3); dataset as updated 2014 (haircuts_cruces_trebesch_2014.parquet) All three concepts on the same 178 restructurings. Volume-weighted mean SZ haircut 31.07% (weights: nominal USD millions restructured, n = 178).

After 2010: smaller haircuts, unless you weight by dollars

The paper’s window closed in 2010. The estate’s extended file adds the deals since, so the natural extension question is whether haircuts got bigger. Run within the one file (its 1823-2024 span cut to 1970 onwards, to stay comparable with the paper’s window): the answer on the unweighted margin is no. Deals completed 1970-2010 average 38.05% (n = 170); the 23 deals of 2012-2024 average 26.58%. Welch’s t = 2.126 (p = 0.042); the Mann-Whitney test, less impressed by tails, gives p = 0.077. Marginal at best, and resting on 23 post-2010 observations.

Dollar-weighting flips the sign: 30.10% for 1970-2010 against 54.54% after. Most of that flip is one deal. Greece 2012 restructured USD 261.4bn at a 64.6% haircut, 66.8% of all post-2010 volume in the file; drop it and the weighted post-2010 mean falls from 54.54% to 34.32%, back within 4.22 points of the earlier window’s 30.10% (unweighted 24.85%, n = 22). Both margins are shown because reporting either alone would mislead: the typical post-2010 deal cut less than the typical earlier one, and the typical post-2010 dollar was cut more, because most post-2010 dollars were Greek.

deals completed to 2010deals completed 2011 onbubble area = USD restructured, nominal
-2002040608010019801990200020102020restructuring completion yearSZ present-value haircut, %unweighted mean, to 2010: 38.05%mean 38.1unweighted mean, 2011 on: 26.58%mean 26.6Jamaica 1978: 2.2% haircut on USD 63mPeru 1978: -7.2% haircut on USD 200mJamaica 1979: 3.5% haircut on USD 149mTurkey 1979: 22.2% haircut on USD 429mDemocratic Republic of the Congo 1980: 29.6% haircut on USD 402mNicaragua 1980: 26.1% haircut on USD 582mPeru 1980: -4.6% haircut on USD 340mZimbabwe 1980: 0.0% haircut on USD 312mJamaica 1981: 15.2% haircut on USD 89mMadagascar 1981: 19.0% haircut on USD 147mNicaragua 1981: 48.5% haircut on USD 192mLiberia 1982: 35.7% haircut on USD 30mNicaragua 1982: 56.3% haircut on USD 100mPoland 1982: 40.6% haircut on USD 2.0bnPoland 1982: 40.6% haircut on USD 2.0bnRomania 1982: 32.9% haircut on USD 1.6bnTurkey 1982: 17.0% haircut on USD 2.3bnBrazil 1983: -9.8% haircut on USD 4.5bnDemocratic Republic of the Congo 1983: 38.2% haircut on USD 58mCosta Rica 1983: 39.4% haircut on USD 609mCuba 1983: 42.9% haircut on USD 130mEcuador 1983: 6.3% haircut on USD 970mMexico 1983: -0.2% haircut on USD 18.8bnMalawi 1983: 28.5% haircut on USD 57mNigeria 1983: 1.2% haircut on USD 1.4bnPeru 1983: 6.3% haircut on USD 380mRomania 1983: 31.7% haircut on USD 567mUruguay 1983: 0.7% haircut on USD 575mBrazil 1984: 1.7% haircut on USD 4.8bnChile 1984: 8.4% haircut on USD 1.2bnDemocratic Republic of the Congo 1984: 30.1% haircut on USD 64mCuba 1984: 44.2% haircut on USD 103mEcuador 1984: 5.7% haircut on USD 350mJamaica 1984: 18.1% haircut on USD 165mMadagascar 1984: 41.3% haircut on USD 195mNiger 1984: 37.4% haircut on USD 27mNigeria 1984: -2.8% haircut on USD 925mNicaragua 1984: 41.7% haircut on USD 145mPoland 1984: 26.9% haircut on USD 1.4bnSenegal 1984: 28.8% haircut on USD 77mYugoslavia 1984: -1.3% haircut on USD 2.2bnArgentina 1985: 30.3% haircut on USD 9.9bnDemocratic Republic of the Congo 1985: 37.0% haircut on USD 61mCosta Rica 1985: 35.6% haircut on USD 440mCuba 1985: 49.5% haircut on USD 90mEcuador 1985: 15.4% haircut on USD 4.2bnJamaica 1985: 31.7% haircut on USD 369mMexico 1985: 2.2% haircut on USD 28.6bnPanama 1985: 12.0% haircut on USD 579mSudan 1985: 54.6% haircut on USD 920mSenegal 1985: 31.3% haircut on USD 20mYugoslavia 1985: 14.5% haircut on USD 3.6bnBrazil 1986: 19.2% haircut on USD 6.7bnChile 1986: 31.7% haircut on USD 6.0bnDemocratic Republic of the Congo 1986: 35.4% haircut on USD 65mDominican Republic 1986: 49.9% haircut on USD 823mMorocco 1986: 23.5% haircut on USD 538mNiger 1986: 45.8% haircut on USD 52mPhilippines 1986: 42.6% haircut on USD 3.2bnRomania 1986: 12.3% haircut on USD 800mUruguay 1986: 24.3% haircut on USD 2.0bnVenezuela 1986: 9.9% haircut on USD 20.3bnArgentina 1987: 21.7% haircut on USD 29.5bnChile 1987: 14.3% haircut on USD 5.9bnDemocratic Republic of the Congo 1987: 26.8% haircut on USD 61mGabon 1987: 7.9% haircut on USD 39mJamaica 1987: 32.8% haircut on USD 285mMorocco 1987: 21.3% haircut on USD 2.4bnMadagascar 1987: 13.7% haircut on USD 60mMexico 1987: 18.1% haircut on USD 52.3bnNigeria 1987: 19.3% haircut on USD 4.2bnPhilippines 1987: 15.4% haircut on USD 9.7bnSouth Africa 1987: 8.5% haircut on USD 10.9bnBolivia 1988: 92.7% haircut on USD 473mBrazil 1988: 18.4% haircut on USD 62.1bnCongo 1988: 42.3% haircut on USD 217mGuinea 1988: 26.1% haircut on USD 43mGambia 1988: 49.3% haircut on USD 19mMexico 1988: 56.3% haircut on USD 3.7bnMalawi 1988: 39.2% haircut on USD 35mNigeria 1988: 41.5% haircut on USD 1.2bnPoland 1988: 24.4% haircut on USD 8.4bnYugoslavia 1988: 19.7% haircut on USD 6.9bnTogo 1988: 46.0% haircut on USD 49mUruguay 1988: 20.3% haircut on USD 1.8bnVenezuela 1988: 4.3% haircut on USD 20.4bnDemocratic Republic of the Congo 1989: 50.6% haircut on USD 61mHonduras 1989: 73.2% haircut on USD 132mNigeria 1989: 30.1% haircut on USD 5.8bnPoland 1989: 12.0% haircut on USD 206mTrinidad and Tobago 1989: 15.5% haircut on USD 446mSouth Africa 1989: 12.7% haircut on USD 7.5bnChile 1990: 17.0% haircut on USD 6.5bnCosta Rica 1990: 71.9% haircut on USD 1.4bnJamaica 1990: 44.0% haircut on USD 332mMorocco 1990: 40.3% haircut on USD 3.2bnMadagascar 1990: 52.7% haircut on USD 49mMexico 1990: 30.5% haircut on USD 54.3bnPhilippines 1990: 42.8% haircut on USD 2.1bnSenegal 1990: 35.7% haircut on USD 37mVenezuela 1990: 36.7% haircut on USD 19.6bnMozambique 1991: 90.0% haircut on USD 124mNiger 1991: 82.0% haircut on USD 111mNigeria 1991: 40.1% haircut on USD 5.9bnUruguay 1991: 26.3% haircut on USD 1.6bnAlgeria 1992: 8.7% haircut on USD 1.5bnGuyana 1992: 89.2% haircut on USD 93mPhilippines 1992: 25.4% haircut on USD 4.5bnArgentina 1993: 32.5% haircut on USD 28.5bnBolivia 1993: 76.5% haircut on USD 171mJordan 1993: 54.6% haircut on USD 1.3bnParaguay 1993: 29.2% haircut on USD 20mUganda 1993: 88.0% haircut on USD 153mSouth Africa 1993: 22.0% haircut on USD 5.0bnBulgaria 1994: 56.3% haircut on USD 7.9bnBrazil 1994: 29.3% haircut on USD 43.3bnDominican Republic 1994: 50.5% haircut on USD 1.1bnGabon 1994: 16.2% haircut on USD 187mPoland 1994: 49.0% haircut on USD 13.5bnSao Tome and Principe 1994: 90.0% haircut on USD 10mZambia 1994: 89.0% haircut on USD 570mAlbania 1995: 80.4% haircut on USD 501mEcuador 1995: 42.2% haircut on USD 7.2bnNicaragua 1995: 92.0% haircut on USD 1.1bnSierra Leone 1995: 88.6% haircut on USD 235mSlovenia 1995: 3.3% haircut on USD 814mAlgeria 1996: 23.5% haircut on USD 3.2bnEthiopia 1996: 92.0% haircut on USD 226mCroatia 1996: 11.0% haircut on USD 858mMauritania 1996: 90.0% haircut on USD 53mPanama 1996: 34.9% haircut on USD 3.9bnSenegal 1996: 92.0% haircut on USD 80mBosnia and Herzegovina 1997: 89.6% haircut on USD 1.3bnMacedonia 1997: 34.6% haircut on USD 229mPeru 1997: 63.9% haircut on USD 10.6bnRussia 1997: 0.0% haircut on USD 30.5bnTogo 1997: 92.3% haircut on USD 75mVietnam 1997: 52.0% haircut on USD 782mCote d'Ivoire 1998: 62.8% haircut on USD 6.5bnGuinea 1998: 87.0% haircut on USD 130mKenya 1998: 45.7% haircut on USD 91mUkraine 1998: 11.8% haircut on USD 420mGuyana 1999: 91.0% haircut on USD 56mPakistan 1999: 11.6% haircut on USD 777mPakistan 1999: 11.6% haircut on USD 777mUkraine 1999: -8.3% haircut on USD 163mEcuador 2000: 38.3% haircut on USD 6.7bnRussia 2000: 51.5% haircut on USD 1.3bnRussia 2000: 51.5% haircut on USD 1.3bnUkraine 2000: 18.0% haircut on USD 1.6bnHonduras 2001: 82.0% haircut on USD 13mYemen 2001: 97.0% haircut on USD 607mMoldova 2002: 36.9% haircut on USD 40mCameroon 2003: 85.5% haircut on USD 796mUruguay 2003: 9.8% haircut on USD 3.1bnDominica 2004: 54.0% haircut on USD 144mMoldova 2004: 56.3% haircut on USD 115mSerbia and Montenegro 2004: 70.9% haircut on USD 2.7bnTanzania 2004: 88.0% haircut on USD 156mArgentina 2005: 76.8% haircut on USD 60.6bnDominican Republic 2005: 4.7% haircut on USD 1.1bnGrenada 2005: 33.9% haircut on USD 210mIraq 2006: 89.4% haircut on USD 17.7bnBelize 2007: 23.7% haircut on USD 516mCongo 2007: 90.8% haircut on USD 2.1bnNicaragua 2007: 95.5% haircut on USD 1.4bnEcuador 2009: 67.7% haircut on USD 3.2bnLiberia 2009: 97.0% haircut on USD 1.3bnCote d'Ivoire 2010: 55.2% haircut on USD 2.9bnSeychelles 2010: 56.2% haircut on USD 320mCote d'Ivoire 2012: 6.1% haircut on USD 2.7bnGreece 2012: 64.6% haircut on USD 261.4bnSaint Kitts and Nevis 2012: 62.9% haircut on USD 147mBelize 2013: 31.5% haircut on USD 586mGrenada 2015: 42.0% haircut on USD 247mChad 2015: 10.8% haircut on USD 1.4bnMozambique 2016: -6.9% haircut on USD 697mUkraine 2016: 23.2% haircut on USD 14.9bnUkraine 2016: 19.2% haircut on USD 511mBelize 2017: 12.6% haircut on USD 527mMongolia 2017: -9.6% haircut on USD 476mChad 2018: 27.3% haircut on USD 1.7bnBarbados 2019: 23.7% haircut on USD 632mMozambique 2019: 15.3% haircut on USD 727mArgentina 2020: 34.6% haircut on USD 66.2bnBelize 2020: 3.4% haircut on USD 527mEcuador 2020: 41.2% haircut on USD 18.4bnSuriname 2020: 0.8% haircut on USD 675mBelize 2021: 0.2% haircut on USD 553mMozambique 2023: 70.8% haircut on USD 822mSuriname 2023: 28.6% haircut on USD 675mGhana 2024: 45.4% haircut on USD 13.1bnZambia 2024: 63.6% haircut on USD 3.9bnGreece 2012

Source: Extended haircut dataset (haircuts.parquet); its source field cites Meyer, Reinhart and Trebesch (2022), Cruces and Trebesch (2013), Asonuma and Trebesch (2016), and consent solicitation documents and ratings reports One bubble per deal, 193 deals from 1970 on; the file's 136 pre-1970 deals are excluded. Dashed lines are unweighted window means. Deals are dated by completion year; dating by default year instead moves 0 deals across the 2010 boundary in this file.

Window (completion year)nMean SZ haircut (%)Median (%)SDUSD-weighted mean (%)Negative haircuts
1978-201017038.0533.4028.1130.107
2012-20242326.5823.7023.7254.542

Source: Extended haircut dataset (haircuts.parquet); its source field cites Meyer, Reinhart and Trebesch (2022), Cruces and Trebesch (2013), Asonuma and Trebesch (2016), and consent solicitation documents and ratings reports Both windows from the extended file only; its 1970-2010 window (n = 170) does not match the CT file's 178 case-for-case, so no cross-file test is run. Weighted means use nominal USD millions restructured.

The pre-declared variant: the file’s full_repudiation flag marks 9 deals, all at exactly 100.0% and all completed 1823-1960, before either window. Restricting the post-2010 sample to deals explicitly flagged 0 therefore removes no repudiation; what it removes is the one deal whose flag is uncoded, Ukraine 2016 (a 19.2% haircut on USD 511m), which a naive != 1 filter drops silently. The result: post-2010 mean 26.91% (n = 22), Welch p = 0.056.

DealCompletedSZ haircut (%)Restructured (USD, nominal)
Cote d'Ivoire20126.102.7bn
Greece201264.60261.4bn
Saint Kitts and Nevis201262.88147m
Belize201331.50586m
Grenada201542.00247m
Chad201510.801.4bn
Mozambique2016-6.90697m
Ukraine201623.2014.9bn
Ukraine (repudiation flag uncoded)201619.20511m
Belize201712.60527m
Mongolia2017-9.60476m
Chad201827.301.7bn
Barbados201923.70632m
Mozambique201915.30727m
Argentina202034.6066.2bn
Belize20203.40527m
Ecuador202041.2018.4bn
Suriname20200.82675m
Belize20210.20553m
Mozambique202370.80822m
Suriname202328.58675m
Ghana202445.3913.1bn
Zambia202463.603.9bn

Source: Extended haircut dataset (haircuts.parquet); its source field cites Meyer, Reinhart and Trebesch (2022), Cruces and Trebesch (2013), Asonuma and Trebesch (2016), and consent solicitation documents and ratings reports All 23 deals completed after 2010, in completion order. Country-year pairs can repeat as genuine separate deals; across the whole file 4 pairs carry two deals each (Poland 1982, Pakistan 1999, Russia 2000, Ukraine 2016).

The regressions this estate cannot run

The paper’s contribution is not the mean; it is the price. Its Cox duration models need the date each defaulter regained market access, and its spread regressions need a post-restructuring sovereign bond spread panel. Neither exists here. Across the 34 distinct column names of the estate’s three haircut files, a scan for access, spread or embi returns 0 hits; a scan of the estate’s 167 other parquet tables for embi, spread or yield in the name returns 1: ust_yield_curve, the US Treasury curve, not a sovereign spread panel.

The nearest-looking object, haircuts_default_spells.parquet, carries default-spell durations (year_start to year_end). That measures how long a country stayed in default; the paper’s dependent variable measures how long, after settling, the country stayed shut out of capital markets. Substituting one for the other would test a different hypothesis under the paper’s name, so this note stops at the distribution and the post-2010 comparison.

Two lineages, and neither is the paper’s dataset

The CT-lineage file holds 187 restructurings: 178 flagged as original cases plus 9 added in the 2014 update. The paper reports 180 cases; this file’s original-case count is 178. The 2-case gap is unreconciled here, and since the mean on 178 cases lands within a third of a point of the paper’s reported ~37%, it reads as case consolidation or omission in this file’s build rather than a units problem.

The extended file is a different lineage: 329 deals over 1823-2024, whose source field cites Meyer, Reinhart and Trebesch (2022), Cruces and Trebesch (2013), Asonuma and Trebesch (2016), and consent solicitation documents and ratings reports, across 10 raw source strings (one of them a typo variant, Cruces and Trebesch (2013)) with a doubled parenthesis, which is why nothing here groups by raw source). Its 1970-2010 window holds 170 deals where the CT file holds 178: the lineages disagree case-for-case even in their overlap, so the pre/post-2010 comparison runs entirely within the extended file and the distribution moments entirely within the CT file.

What this rerun cannot tell you

  • Nothing about exclusion or spreads. The paper’s headline regressions were not run, so this note neither confirms nor contradicts the “price of haircuts” itself. What reproduces is the distribution the regressions were built on.
  • The post-2010 comparison rests on 23 deals. The two tests disagree at the 5 percent line (Welch p = 0.042, Mann-Whitney p = 0.077), so “haircuts got smaller” is a marginal finding, not a settled one. A single future mega-restructuring could move the post-2010 column materially.
  • The weights are nominal dollars across five decades. The volume-weighted means use debt_restructured_usd_mas reported, mixing 1980s and 2020s price levels; the extended file’s real-2020 column was not used, to keep one weighting convention throughout. The Greece decomposition is the honest way to read the weighted levels.
  • The 178-versus-180 gap is unexplained. No case-by-case reconciliation against the paper’s appendix was performed, and no figure from the paper beyond its reported mean of about 37 percent, its case count of 180, and its 1970-2010 window is quoted or tested.
  • The absence scans are name scans. The reaccess and spread variables were declared missing after scanning column names of the three haircut files and the names of 167 estate tables. A spread panel hiding under an unrelated name would not have been found.
  • The extended file’s deals are not all built the same way. Its source field cites Asonuma and Trebesch (2016) and consent solicitation documents and ratings reports for recent deals rather than the CT paper’s procedure, so part of any pre/post difference could be construction, not economics.

The original result

Cruces, Juan J., and Christoph Trebesch. 2013. “Sovereign Defaults: The Price of Haircuts.” American Economic Journal: Macroeconomics 5(3). The paper built present-value haircut estimates for sovereign restructurings with private external creditors over 1970-2010, reporting a mean of about 37 percent across 180 cases, and found that larger haircuts are followed by significantly longer exclusion from capital markets and higher subsequent bond spreads.

Our sample: the dataset’s 2014 vintage as held in this estate (178 original cases against the paper’s 180), plus a separate extended file of 329 deals to 2024 for the post-2010 comparison. On that vintage the paper’s distribution reproduces almost exactly (mean 36.70%, median 31.70%); its exclusion-duration and spread regressions were not attempted, because the estate carries neither dependent variable.

Built from scripts/build/build_research_haircut_size.py reading haircuts_cruces_trebesch_2014.parquet and haircuts.parquet; every computed value on this page is interpolated from its output. Haircut percentages are on a 0-100 scale (negatives included); restructured amounts are nominal USD millions as carried by the files.