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Thomas Piketty, Gabriel Zucman · Quarterly Journal of Economics 129(3): 1255-1310
Capital is Back: Wealth-Income Ratios in Rich Countries, 1700-2010
12 problems found: 1 major · 5 moderate · 6 minor
What the paper claims
- Private (and national) wealth-national income ratios rose gradually in every one of the eight largest rich economies over 1970-2010.
- Today's ratios appear to be returning to the high values of 18th-19th century Europe; European ratios are U-shaped (high 1870-1910, collapse 1910-1950, recovery since); the U.S. U-shape is less marked; the nature of wealth changed from agricultural land to housing and other capital.
- The rise is explained by a long-run asset-price recovery (itself driven by capital policies) and by the growth slowdown via beta = s/g ('capital is back because low growth is back'); in the preferred 1970-2010 decomposition saving explains about 60% and capital gains about 40% of the rise in national wealth-income ratios.
- Steady-state illustration and forward-looking claim: for a given net saving rate, halving growth doubles beta; low-growth countries are 'bound to have high beta'.
- Over 1870-2010 saving flows account for the bulk of wealth accumulation; capital gains 'wash out' in the long run; today's wealth levels are 'reasonably well explained' by 1870-2010 saving and income growth; 1970-2010 gains largely recover 1910-1950 losses.
- The 1910-1950 European collapse is decomposed into insufficient saving, war destruction and real capital losses.
- Housing at market value accounts for virtually all of the 1970-2010 rise in the domestic capital-output ratio in the UK, France and Canada, about two-thirds in the U.S. and about half in Japan.
- Capital shares rose in all rich countries, by less than capital-output ratios, consistent with an elasticity of substitution above 1 (presented as exploratory).
Every problem found
1majorconfirmed · previously known · speculative assumption
The paper says new saving explains about 60% of the rise in wealth relative to income since 1970, and rising prices of existing assets about 40%. That split only works if one credits saving with a large amount of research spending (which official statistics did not then count as saving) - several times what U.S. official figures support - and also counts statistical discrepancies and reclassifications as saving. With realistic figures the split reverses, so most of the rise came from higher prices, mainly for homes and land; this is the most serious problem found, weakening the paper's explanation of why wealth grew but not the finding that it grew.
Technical detail and evidence
Why it matters, in detail. Capital gains in the 1970-2010 decomposition are the residual after cumulating measured volume flows (saving plus other volume changes), so any R&D credited to saving is removed one-for-one from capital gains. With the A99 income weights (sum of income x rise = 1.299), each 0.1 of 2010 national income of uniform cumulated R&D adds 7.7 points to the additive saving share: 24.3% with none, 39.7% at 0.2 (the BEA figure PZ call an 'extreme lower bound'), 62.8% at the 0.5 behind the main-text 60/40 (multiplicative: -9.4% with none, 57.5% at +0.5%/yr). BEA-consistent U.S. allowances are only 0.08-0.18 of 2010 NI (perpetual-inventory run on NIPA R&D investment, 12-29% depreciation) or ~0.09 (PZ's own memo series of BEA net R&D stocks), so 0.5 is roughly 3-6 times what BEA data imply, and R&D intensity is lower in most other sample countries (scaling a 0.12 U.S. allowance by relative intensity gives a 33% saving share). At BEA-consistent values saving explains ~30-38% (additive) or roughly 0-10% (multiplicative, the version the authors say they prefer) of the income-weighted rise, so capital gains, mostly on housing and land, account for roughly 60-75% and over 80% respectively instead of 40%: the main-text attribution flips. Separately, other volume changes make up about 40% of the 62.8% 'saving' share (37.5% without them); in the U.S., Table V's gws of 2.12%/yr is 1.43%/yr saving plus 0.67 other volume changes, so U.S. wealth growth splits 49/23/28 (saving/other volume/capital gains), not 72/28. Direction: the main text (and its restatement in Sec. VI) overstates the saving channel of C3 and understates price effects; the measured rise (C1) and the qualitative presence of both channels are unaffected.
Evidence. Adjudicator recomputation from the country workbooks and App. Table A99 cells (scripts/reproduce_core.py, mult_rd_grid.py, us_rd_pim.py; logs/). A99 weights (income x rise; sum = 1.299) imply each 0.1 of uniform R&D allowance adds 7.7 points: additive saving share 24.3% (no R&D), 32.0% (0.1), 39.7% (0.2), 62.8% (0.5, = A99). Excluding other volume changes: -1.0% (0), 14.4% (0.2), 37.5% (0.5). Multiplicative (reconstructed, A99 = 57.2%): -9.4% (0), 4.0% (0.1%/yr = +0.13 of U.S. NI), 17.4% (0.2%/yr), 57.5% (0.5%/yr = +0.68 of U.S. NI). Benchmarks for the allowance: (a) PZ's own memo series of BEA net R&D stocks (USA.xlsx Table US.6b col. 10) is 15.0% of NI in 1970 and 13.9% in 2006, implying cumulated real net R&D investment of only ~0.09 of 2010 NI (0.14 - 0.15 x 0.33); (b) a perpetual-inventory run on current BEA NIPA R&D investment (private Y006RC + government Y057RC, ~3% of NI) gives 0.08-0.18 of 2010 NI for the 12-29% depreciation range PZ cite (App. p.18), 0.11-0.15 at 15-20%; (c) Bauluz (2017, rev. Aug. 2019, WID.world WP 2017/23, PDF pp.5-6, 11) finds that after SNA-2008 R&D capitalisation 'net capital formation ... is almost identical in the new and the old series' because R&D depreciates at ~20%; (d) R&D intensity is lower outside the U.S. (World Bank GB.XPD.RSDV.GD.ZS, 1996-2010 averages, % GDP: US 2.58, JP 3.00, DE 2.40, FR 2.13, UK 1.59, IT 1.06, CA 1.86, AU 1.91; contrast App. fn 42 'most countries ... about 2-3%'); scaling a BEA-consistent U.S. allowance (0.12) by relative intensity gives a 33% saving share. Auditor A's check (2026Q2 Fed Z.1 R&D-inclusive official U.S. net saving averaging 5.31% vs PZ's 5.22% over 1970-2009) points the same way but also absorbs other revisions.
Why this severity. Under defensible (BEA-consistent) R&D allowances the attribution in the main text flips: capital gains, mostly on housing and land, account for roughly 60-75% of the income-weighted 1970-2010 rise in the additive decomposition and over 80% in the multiplicative one the authors say they prefer (p.1274), versus the 40% claimed. The measured rise (C1) is untouched and both channels named in the abstract survive qualitatively, so this is not critical.
The authors' response. Online Appendix A.5.2 (p.36): the computations are 'merely illustrative'; saving explains 'at least 40%, and more probably around 60%'; the BEA 20% is 'an extreme lower bound' because BEA may overstate depreciation or understate gross R&D (App. A.2.3, p.18). No later published response located.
2moderateconfirmed · previously known · overclaiming
The paper's signature explanation is that when growth slows but people keep saving, wealth piles up to a larger multiple of income. In the United States, Britain and Australia, new saving alone made wealth grow more slowly than income between 1970 and 2010, so by itself it would have lowered wealth relative to income, and the whole rise there came from higher asset prices. The explanation still fits the other five countries, so it is narrowed rather than refuted, but one of the paper's tables is easy to misread as saying saving drove 72% of the U.S. rise.
Technical detail and evidence
Why it matters, in detail. In the accumulation identity beta rises through the volume channel only if saving-induced wealth growth gws exceeds income growth g, so Table V's 'share of wealth growth' explained by saving (U.S. 72%) is not a share of the rise in beta. Over 1970-2010 gws (including other volume changes, before any R&D) was below g in the U.S. (2.12 vs 2.81%/yr), UK (1.45 vs 2.20) and Australia (2.55 vs 3.19), and 1970-2010 s/g (1.86, 2.42, 2.80) lay well below the 1970 ratios (4.04, 3.65, 3.91): volume flows alone (q = 0) would have taken beta to 327%, 293% and 365% by 2010 against 431%, 527% and 584% observed, so the entire rise in these countries is a valuation effect; even with PZ's generous R&D the A99 saving shares are -100%, -14% and +12%. The long-run s/g target fell because net saving halved, not because growth slowed (U.S. 1950-80 -> 1980-2010: 3.08 -> 1.60, s 10.9% -> 4.4%, g 3.53% -> 2.77%; UK 4.66 -> 1.77 with g rising from 2.11% to 2.55%; Australia 1970-90 -> 1990-2010: 4.02 -> 2.15 with g unchanged at 3.19%). These three countries carry 54% of the A99 income weights, so the growth-slowdown channel of C3/C4 operates in five of eight countries (Germany, France, Japan, Italy, Canada): the claim is narrowed, not overturned, and the authors partly concede the U.S. case (no rise absent net foreign gains, p.1291).
Evidence. Adjudicator recomputation from Table XX.5b of each country workbook (logs/reproduce_core.txt). gws(incl. other volume) vs g, 1970-2010: U.S. 2.12 vs 2.81, UK 1.45 vs 2.20, Australia 2.55 vs 3.19 %/yr; s/g (1970-2010) vs beta(1970): U.S. 1.86 vs 4.04, UK 2.42 vs 3.65 (corrected series), Australia 2.80 vs 3.91; q = 0 predicted 2010 beta: 327%, 293%, 365% vs observed 431%, 527%, 584%. Even with PZ's generous R&D, A99 saving shares are U.S. -100%, UK -14%, Australia +12%. These three countries carry 54% of the A99 income weights. The mechanism does operate in Germany (s/g 3.56 -> 5.32), France (3.47 -> 4.41), Japan (4.86 -> 16.1), Italy (3.87 -> 7.84) and Canada (3.50 -> 3.87).
Why this severity. The paper's signature mechanism fits five of eight countries but not the U.S., UK or Australia, where the rise is wholly a valuation effect; the paper partly concedes this (U.S. foreign gains, large UK gains), so the claim is narrowed rather than overturned.
The authors' response. PZ restrict 'capital is back because low growth is back' to Europe and Japan, explain lower U.S. ratios by population growth, and state that 'absent net foreign gains, the U.S. wealth-income ratio would not have increased at all since 1970' (p.1291) and that capital gains are larger in the UK, Italy and Australia (p.1286).
3moderateconfirmed · newly identified here · overclaiming
The paper says that from 1870 to 2010 rises and falls in asset prices roughly cancel out, so today's wealth is largely explained by accumulated saving. Yet without any lasting rise in asset prices, the authors' own saving figures would leave 2010 wealth about a quarter to two-fifths below its actual level in the United States, Britain and France; the cancelling-out appears mainly when Germany, whose early figures are disputed, is included. Saving is still the largest long-run source of wealth, but the paper's untested reading of the recent price boom as merely making up for the losses of 1910-1950 is weakened.
Technical detail and evidence
Why it matters, in detail. C5 asserts that relative asset prices are roughly trendless over 1870-2010 (q ~ 0). The one-good (q = 0) counterfactual built from PZ's own saving, war-destruction and other-volume flows reaches only 71% (U.S., 308% vs 431%), 58% (UK, 308% vs 527%) and 74% (France, 446% vs 605%) of observed 2010 national wealth/NI, versus 113% in Germany (470% vs 416%); the implied cumulative relative-price factors are x3.14, x1.51, x1.27 and x0.45, and App. Table A108 attributes 29%, 41%, 26% and -13% of 2010 levels to capital gains. The U.S. 1870-2010 q (0.8%/yr) equals the 1970-2010 U.S. q that Sec. V calls 'a clear pattern of positive capital gains', and the 1910-2010 'slight overshooting' (+0.24-0.25%/yr in the UK and France) compounds to +27-29%. The European-level wash-out therefore rests on Germany's negative q, itself sensitive to the contested pre-1914 German level (F5). Direction: long-run price effects are larger than the paper says, which weakens reading the 1970-2010 gains as mere recovery of 1910-1950 losses; the 'capital policies' explanation is argued, not tested, and Knoll, Schularick & Steger (2017) find flat real house prices until the mid-20th century and land explaining ~80% of the post-war boom, more consistent with a structural rise. Saving still accounts for the majority of long-run accumulation everywhere, so C5 survives qualitatively.
Evidence. Adjudicator recomputation (logs/reproduce_core.txt): predicted vs observed 2010 national wealth/NI from 1870 with q = 0: U.S. 308% vs 431% (0.71), UK 308% vs 527% (0.58), France 446% vs 605% (0.74), Germany 470% vs 416% (1.13); cumulative (1+q) 1870-2010: U.S. x3.14, UK x1.51, France x1.27, Germany x0.45. Online App. Table A108 (additive): capital gains = 29% (U.S.), 41% (UK), 26% (France), -13% (Germany) of 2010 levels. 1910-2010 additive: capital gains 39% (UK, corrected series) and 27% (France) of 2010 levels. Knoll, Schularick & Steger (2017), AER 107(2): 331-353, abstract (Crossref).
Why this severity. Saving still accounts for the majority of long-run accumulation everywhere, so the core long-run claim survives qualitatively, but 'wash out' and 'no significant divergence' do not describe the U.S., UK or France, which weakens reading the 1970-2010 gains as mere recovery.
The authors' response. p.1293: 'the imperfections of our data do not allow us to put a precise number on asset over- or undervaluation in 2010' and residuals 'might also reflect measurement issues'; p.1260: 'It is only in the very long run or at a very aggregate level (i.e., at a European rather than country level) that relative price effects seem to wash out.'
4moderateconfirmed · previously known · selective presentation
The paper reports that the share of national income paid to owners of wealth (as profits, rents and interest) rose everywhere after the 1970s, and takes this as tentative evidence that machines and other equipment can easily take the place of workers. The rise is only about a third as large if one starts in 1970 instead of 1975, three countries show no rise from 1970, and the argument assumes the quantity of machines, buildings and other assets grew, when most of the increase was in their prices. The paper calls this part exploratory and the problem does not affect its findings on wealth, though its summary highlights the result.
Technical detail and evidence
Why it matters, in detail. The sigma > 1 inference compares the proportional rise in the capital share alpha with that in k. The measured rise in alpha depends on the base year: the cross-country mean moves from 25.0% (1970), 20.5% (1975) or 22.4% (1970s average) to 27.2% in 2010, i.e. +2.3, +6.7 or +4.9 pp, so Fig. XII's 1975 start roughly triples the rise relative to 1970; from 1970 Japan (36.1% -> 27.0%), France (23.6% -> 22.8%) and Italy (28.7% -> 28.6%) show no rise, and the 2010 range is 22.8-31.0% rather than 25-35%. Implied sigmas from 1970 scatter widely (Japan 0.60, France 0.95, Italy 1.00, UK 1.53, Australia 1.54, Canada 4.74), and in the U.S. and Germany alpha rose proportionally more than k, which no fixed-technology CES can produce. More fundamentally, identifying sigma from alpha-k co-movement requires k to rise through volumes, whereas most of the 1970-2010 rise in market-value k is a relative-price effect (F1); the sigma involved is a net elasticity, and micro and meta-analytic estimates lie below 1. C8 is therefore weakly supported; it is explicitly exploratory, and the core wealth findings are unaffected.
Evidence. Adjudicator computation from App. Tables A48 and A51 (logs/capital_share_check.txt): mean alpha 25.0% (1970) / 20.5% (1975) / 22.4% (1970s avg) -> 27.2% (2010), i.e. +2.3 / +6.7 / +4.9 pp; from 1970 Japan 36.1 -> 27.0, France 23.6 -> 22.8, Italy 28.7 -> 28.6; 2010 range 22.8-31.0%. Implied sigma from 1970: Japan 0.60, France 0.95, Italy 1.00, UK 1.53, Australia 1.54, Canada 4.74; U.S. and Germany: alpha up more than k (no CES); from 1975 the U.S., Germany, UK and Australia fit no CES. The UK A48 column is also lagged one year (F9).
Why this severity. Affects a secondary, explicitly exploratory result that the abstract nevertheless highlights ('the shape of the production function, and the rise of capital shares'); the core wealth findings are unaffected.
The authors' response. p.1306: the discussion 'should be viewed as merely exploratory and illustrative'; p.1303 lists bargaining-power and three-factor alternatives. Piketty (2015, JEP p.81; AER P&P Sec. IV) moves to multi-sector models with higher inter-sector elasticities.
5moderatelikely · previously known · speculative assumption
The paper's summary illustrates its theory with a simple example: if people save a tenth of their income, halving economic growth doubles wealth relative to income. That doubling assumes people keep saving the same share of income (after covering wear and tear on buildings and machines) however fast the economy grows; under a standard alternative assumption the increase is roughly 20-40% rather than 100%, and in the authors' own data saving rates roughly halved as growth slowed. Slower growth still tends to raise wealth relative to income, but probably by much less than the headline example suggests.
Technical detail and evidence
Why it matters, in detail. beta = s/g implies that halving g doubles beta only if the net saving rate s is invariant to g. With a constant gross saving rate s_G and depreciation delta (as a share of wealth), beta = s_G/[g + delta(1 - s_G)]; calibrated to beta = 333% at g = 3%, halving g raises beta by 38% (delta = 3%), 32% (4%) or 23% (7%) rather than 100% (Auditor B: +32/+23/+21% for delta = 4/7/8%), so the abstract's illustration (300% -> 600%) overstates the growth effect by a factor of about three to five. Net saving was not invariant in PZ's own data: income-weighted net national saving roughly halved between 1950-80 and 1980-2010 (U.S. 10.9% -> 4.4%, UK 9.8% -> 4.5%, Germany 17.6% -> 9.2%, France 15.6% -> 7.9%). The forward-looking claims (low-growth countries 'bound to have high beta'; long-run beta 'can naturally be very high - 600-700%, or even more') inherit the assumption, so the quantitative content of C4 and of the growth channel in C3 is overstated; the sign (lower g raises beta) survives in most models and the descriptive results are unaffected.
Evidence. Adjudicator derivation and arithmetic (matches Auditor B's computation: +32.1/+22.7/+20.9% for delta 4/7/8%); income-weighted saving rates by sub-period from the country workbooks (logs/reproduce_core.txt). Krusell & Smith (2015, JPE 123(4)) and Jones (2015, JEP 29(1)) make the same point.
Why this severity. The quantitative strength of one of the two mechanisms in the abstract is overstated by a factor of about three to five under standard saving behaviour; the sign (lower g raises beta) survives in most models and the paper mentions endogenous-saving models (fn 23), so the descriptive results are unaffected.
The authors' response. Piketty (2015), 'Putting Distribution Back at the Center of Economics', JEP 29(1): 67-88, pp.81-82: 'there is, of course, no reason why the net-of-depreciation saving rates should be viewed as a constant'; beta 'will not go to infinity' because, as Jones notes, 'depreciation would then become enormous'. He maintains that beta falls with g.
6moderatelikely · previously known · external inconsistency
The paper's figures for German wealth before World War I were built largely by adding up past investment, so the way they split wealth growth between saving and price changes is largely built in rather than discovered. Later archival research, now used by the World Inequality Database, puts German wealth in 1910 roughly a quarter lower, mainly because land was worth less. This makes Germany's fall and recovery much less dramatic, but the pre-1914 average for Britain, France and Germany stays within the paper's range of six to seven years of income, because Britain's figure is revised up and France's is unchanged.
Technical detail and evidence
Why it matters, in detail. Two effects. (i) For 1870-1913 German private wealth is Hoffmann's net fixed assets, built by cumulating net investment, plus land, public debt and net foreign assets, while saving comes from the same Hoffmann accounts; for reproducible capital the Table VII 1870-1910 result (saving 107%, q = -0.1%/yr) is therefore largely an accounting consequence rather than a test. (ii) The level is revised down: Albers, Bartels & Schularick (2022), mainly through lower land values, give private wealth of 476% vs PZ's 608% of NI in 1910 (477% vs 623% in 1913), and WID, which now uses their series, gives 456% vs 608% (private) and 484% vs 637% (national) in 1910 and 485% vs 745% (national) in 1870; even Helfferich's contemporary estimate is 575% vs 636%. Germany's 2010 ratio then stands at ~90% of its pre-1914 level instead of ~65-68%, so its U-shape becomes much shallower, and its long-run and 1910-1950 decompositions (Tables VII-VIII) and the negative German q that underpins the European wash-out (F4) are affected. Because WID raises the UK pre-1914 level (private 767% vs 703% in 1910) and France is within ~5%, the unweighted UK-France-Germany 1910 average stays ~640-660% and C2's 600-700% European benchmark survives.
Evidence. ABS replication file Wealth_totals_Kaiserreich.xlsx, sheet 'Comparison to PikettyZucman' (PZ vs ABS private wealth, bn marks): 1910 277.2 vs 217.1 (608% vs 476% of NI); 1913 324.7 vs 248.4 (623% vs 477%). WID bulk file (15 Oct 2026), adjudicator check (logs/wid_check.txt): Germany private 1910 456% (PZ 608%), national 1910 484% (PZ 637%), national 1870 485% (PZ 745%); UK private 1910 767% (PZ 703%), 2010 462% (PZ 522%); France within ~5%. With ABS/WID, Germany's 2010 ratio is ~90% of its pre-1914 level instead of ~65-68%; the unweighted UK-France-Germany 1910 average stays ~640-660%.
Why this severity. Germany's U-shape becomes much shallower and its long-run and 1910-1950 decompositions (Tables VII-VIII) are affected, but France is unchanged and the UK is revised up, so the European level stays within 600-700% and C2 survives.
The authors' response. App. D.4.1 cross-checks the 1909-1911 level against contemporary estimates (Steinmann-Bucher, Helfferich) and acknowledges known problems with Hoffmann's series; no response to ABS located.
7minorconfirmed · newly identified here · internal inconsistency
The main text says no difference in statistical methods can explain why Germany's measured wealth is lower than its neighbours', but the paper's own appendix names two possible ones: German building land and the shares of unlisted German companies may be valued too low. This is an inconsistency on a side point; fixing it would, if anything, raise Germany's wealth and so strengthen the paper's main finding.
Technical detail and evidence
Why it matters, in detail. The main text (p.1275) rules out measurement as an explanation of Germany's low wealth-income ratio, which underlies its German 'missing wealth' and its 'stakeholder' reading of low Tobin's Q, while App. D.1 names two candidate downward biases: building-land values that are 'largely based on estimates' and that the Bundesbank suggests 'may be downwards biased', and 'very tentative' other-equity values that published financial accounts may 'substantially under-estimate'. Both would understate German wealth, so correcting them would raise Germany's level - Albers, Bartels & Schularick (2022) put the 2010 level ~29 points (~7%) above PZ - narrowing the German puzzle and, if anything, strengthening C1. The effect is confined to a secondary result, and the main text itself later allows that German statisticians 'might ... underestimate the current stock of wealth' (p.1290).
Evidence. QJE p.1275 and fn 27 vs Online App. pp.71-72 (fns 174-179); Deutsche Bundesbank, Monthly Report, January 2008, p.41 (quoted in App. fn 176). Later evidence: Albers, Bartels & Schularick (2022) raise German household wealth well above the official balance sheets (about 120% of GDP for recent years; their 2010 level is ~29 points, ~7%, above PZ per Auditor B).
Why this severity. Concerns a secondary result (the German level puzzle, German 'missing wealth' and the 'stakeholder' reading of low Tobin's Q); the main text itself later allows that German statisticians 'might ... underestimate the current stock of wealth' (p.1290), and correcting it would if anything strengthen C1.
The authors' response. App. D.1: 'We do not believe that the bias is large, as survey data ... also indicate that the real estate capitalization is relatively low in Germany.'
8minorconfirmed · newly identified here · internal inconsistency
The British figures contain several inconsistencies and slips: different tables quietly use two different versions of the wealth series, one table prints the value for the wrong year, and two series are shifted by a year. Correcting them changes the numbers only slightly - at most about four percentage points in how Britain's 1910-1950 wealth collapse is split between its causes - so no conclusion changes.
Technical detail and evidence
Why it matters, in detail. Five UK spreadsheet problems, none of which changes a conclusion. (a) Undisclosed switching between national-wealth variants: Tables V and VIII use Method 1 (1970 314%, 1950 208%), Tables II, VI, VII and App. A99/A101 the corrected Method 2 (365%, 241%), and A107/Fig. VII compares Method-1 observed values with a Method-2 prediction; with Method 2, Table VIII's UK 1910-1950 split (insufficient saving/war destruction/capital losses) becomes 50/4/46 instead of 46/4/50 - the largest effect, about four points - while Table V's UK shares are unchanged (42/58). (b) Table VII prints the 1855 value (694%) as the UK 1910 endpoint instead of 719%; growth rates use 719%, but the additive UK.4c 1870-1910 capital-gain residual is understated by 24 points of NI. (c) The Method-2 saving rate is shifted one year for 1855-1918; correcting it moves the UK 1870-2010 saving share from 83.4% to 82.6%. (d) The UK column of App. Table A48 (capital shares, Fig. XII) is lagged one year (1975 printed 17.1% vs 13.7% same-year), which also enters F6. (e) The 1920 Irish boundary change (3.2% of NI) sits in the 1910-1950 capital-loss residual, about -0.08 pp/yr of the -1.9%/yr q (~13 of Table VIII's -256 points).
Evidence. UK.xlsx TableUK5b, TableUK4c, TableUK11a; Tables.xls; App. Tables A1, A48, A99-A101, A107. Adjudicator: Table VIII UK with Method 2 gives insufficient saving / war / capital losses = 50/4/46% (published 46/4/50%); Table V UK shares unchanged (42/58 either way); 1920 boundary effect ~ -0.08 pp/yr of the -1.9%/yr 1910-1950 q (~13 points of Table VIII's -256). Codex: correcting (c) moves the UK 1870-2010 saving share 83.4% -> 82.6%.
Why this severity. None changes a conclusion; the largest effect shifts the UK 1910-1950 attribution by about four points.
The authors' response. Both UK variants and the boundary treatment are documented in App. F (pp.106-107, fn 287, fn 389); no response to the errors located.
9minorconfirmed · newly identified here · arithmetic or transcription
The paper has a handful of small slips: a footnote that swaps the United States' foreign assets and debts, mistyped formulas in the appendix, a few numbers in the text that do not match the tables, and an overstatement of how much several countries spend on research. None of them changes the paper's totals or conclusions; the research-spending slip matters only because it feeds into the saving-versus-prices split described in the first issue.
Technical detail and evidence
Why it matters, in detail. Presentation and transcription slips that leave every reproduced total and conclusion unchanged: fn 53 reverses U.S. gross foreign positions (2010 data: assets 102%, liabilities 128%, net -25% of NI, vs ~120%/~100% in the text); App. K.1.2 misprints the growth factor ((Y_t+n - Y_t)/Y_t for Y_t+n/Y_t) and reverses the inequality for q > 0; Table II's German 2010 housing/other capital (241%/136%) differs from the country sheet and A16 (235.7%/140.9%) with the total unchanged; the abstract's ranges are exceeded at the top (1970 private ratios 225-342%, four countries above 300%; 2010 410-676%, Italy above 600%); and several text-table mismatches (French population growth 0.5% vs 0.6% in Table III; disposable income '75-80%' of NI vs 91% for the U.S.; fn 15's '97-103%' vs ~95% for Australia; Fig. XIII's title 'Average Return on Private Wealth' vs the text's return to domestic capital, alpha/k). App. fn 42's statement that most countries spend 'about 2-3%' of GDP on R&D (World Bank 1996-2010: UK 1.6%, Canada 1.9%, Australia 1.9%, Italy 1.1%) matters only through F1's uniform R&D allowance.
Evidence. USA.xlsx TableUS6b (2010 row: FA 1.0219, FL 1.2761, NFA -0.2543); Online App. pp.145-146; Tables.xls 'Table 7' cell D12 = 2.4069 vs Germany.xls TableDE6c 2010 = 2.3573 and A16; App. Tables A5, A40, A46; Tables.xls 'Table 2'; World Bank API indicator GB.XPD.RSDV.GD.ZS.
Why this severity. Presentation and transcription slips; none affects the reproduced totals or conclusions (the R&D-intensity slip matters only through F1).
10minorconfirmed · newly identified here · speculative assumption
To split the 1910-1950 collapse of wealth in Britain, France and Germany into its causes, the paper needs estimates of wartime destruction, and for France and Germany these rest on rough assumptions, such as halving an earlier French estimate. Whatever saving and destruction do not explain is counted as falling asset prices, so a different destruction estimate would simply shift weight between those two causes. The size of the collapse, and the conclusion that low saving, war damage and falling asset prices all played a part, are unaffected.
Technical detail and evidence
Why it matters, in detail. Table VIII splits the 1910-1950 fall in beta into insufficient saving, war destruction and capital losses, with capital losses computed as the residual. The war-destruction inputs rest on rough, disclosed assumptions - French destruction is Piketty's (2010) estimate 'simply divided ... by 2' to separate out foreign-asset losses, and German WWII destruction is set at 25% of the 1939 stock of 'other domestic capital' with assumed annual timing - so any error in them moves the war-destruction and capital-loss shares one-for-one in opposite directions (published insufficient saving/war/capital losses: France 38/27/35%, Germany 31/29/40%). The size and direction of any such error were not quantified; the total 1910-1950 fall, which reproduces within 1-3 points from the annual series, and the conclusion that all three factors mattered (C6) are unaffected, and the authors judge the consequences 'minimal'.
Evidence. Online App. pp.86, 97; Table VIII reproduces within 1-3 points from the annual series (logs/reproduce_core.txt), with capital losses as the residual.
Why this severity. Shifts weight between two components of the 1910-1950 fall; the total fall and the conclusion that all three factors mattered are unaffected.
The authors' response. App. fn 248: 'The consequences for our decomposition results are minimal.'
11minorlikely · previously known · external inconsistency
The paper's picture of 'Europe' and 'rich countries' is drawn mainly from Britain, France and Germany. A later study finds that Sweden's wealth in the 1800s was only about half as large relative to income as in those three countries, that in recent decades its wealth has been lower relative to income and rose later, and that rising prices rather than saving drove its growth before 1910. This limits how far the findings can be generalised, but does not contradict them for the countries the paper studies.
Technical detail and evidence
Why it matters, in detail. C2's claim that today's ratios are returning to 'the high values observed in Europe in the eighteenth and nineteenth centuries (600-700%)', and the 'rich countries' framing, generalise from the UK, France and Germany. Waldenstrom (2017, JEH) finds Sweden's 19th-century ratio only about one-third to one-half of theirs, on a par with the U.S.; Swedish private wealth was ~200% of NI in the 1980s-90s and ~300% in the 2000s versus 400-600% elsewhere, with the rise coming later (late 1990s); before 1910 capital gains were the most important source of Swedish real private wealth growth, and public pension wealth played a larger role. This narrows the scope of C2 and of the saving-driven account - the 600-700% historical level and saving-led accumulation are not general European facts - rather than contradicting PZ's results for their own sample, and Sweden also shows a later rise.
Evidence. Waldenstrom, D. (2017), 'Wealth-Income Ratios in a Small, Developing Economy: Sweden, 1810-2014', Journal of Economic History 77(1): 285-313 (author version, IFN, PDF pp.4, 9, 12), https://doi.org/10.1017/S0022050717000080.
Why this severity. A scope qualification: PZ's claims are made for their sample, and Sweden also shows a later rise, but the 600-700% historical level and the saving-driven account are not general European facts.
12minorplausible · previously known · methodology
The paper values homes at their market prices. If home values are instead tied to the rents homes earn, as some critics propose, the rise in wealth shrinks by more than half in France and Canada and vanishes in Germany, but is about the same in Britain and larger in the United States, Japan, Italy and Australia. This rough check suggests the critique matters for some countries but does not undo the finding that wealth rose across rich countries.
Technical detail and evidence
Why it matters, in detail. Under market valuation, changes in house prices relative to rents enter the 1970-2010 change in beta; revaluing 2010 household housing at the base-year net rental yield (a rough version of Bonnet, Bono, Chapelle & Wasmer 2014, using App. Tables A16 and A144) strips that component out. The rise in national wealth/NI (in multiples of NI) then falls by more than half in France (1979-2010: 2.30 -> 0.95) and Canada (1.28 -> 0.57) and disappears in Germany (1990-2010: 0.58 -> 0.01), is roughly unchanged in the UK (1.63 -> 1.54), and increases in the U.S. (0.27 -> 0.56), Japan (2.56 -> 3.09), Italy (1990-2010: 1.99 -> 3.29) and Australia (1.94 -> 2.05). The direction is country-specific: the rent-valuation critique qualifies C1 and C7 for France, Canada and Germany but cannot overturn the eight-country rise. The estimates are rough because the A144 yields are noisy (France 3.6% in 1979, 4.4% in 2000, 2.3% in 2010), and market valuation is a disclosed, standard choice.
Evidence. Auditor A's computation from App. Tables A16 (housing/NI), A144 (net housing yields) and A1; adjudicator re-derived the France case (housing 3.71 x 2.30%/3.61% = 2.36 of NI). Rise in national wealth/NI, observed -> constant yield: France 2.30 -> 0.95, Canada 1.28 -> 0.57, Germany (1990-) 0.58 -> 0.01, UK 1.63 -> 1.54, U.S. 0.27 -> 0.56, Japan 2.56 -> 3.09, Italy (1990-) 1.99 -> 3.29, Australia 1.94 -> 2.05. A144 yields are noisy (France 3.6% in 1979, 4.4% in 2000, 2.3% in 2010).
Why this severity. Market valuation is a disclosed, standard choice; the alternative changes the picture materially only for France, Canada and Germany and does not overturn the eight-country rise.
The authors' response. fn 17: excluding housing 'strikes us as inappropriate'; Table II discloses housing's role; p.1289 notes possible overshooting and 'abnormally high real estate prices in 2010'. Piketty (2015, AER P&P) stresses real-estate price movements.
Claims examined and rejected
Problems one auditor raised that did not survive checking.
- I13: The 1700 UK benchmark rests on King's single estimate; the main text ('between six and eight years of national income from 1700 to 1914') overstates precision, since Lindert-Williamson's higher income would give 562%. — The main text explicitly says the eighteenth- and nineteenth-century sources 'are insufficient to precisely compare the levels' (p.1297), and its 6-8 year range matches the appendix's 'only really safe conclusion' of 600-750% (App. p.113). The 562% applies Lindert-Williamson's upward income revision to King's unrevised wealth; if King's rents were underestimated, land valued at 18 years' purchase would rise too. A disclosed uncertainty, not an error.
- I4 (U.S. part): U.S. pre-1913 benchmarks are perpetual-inventory stocks, so the U.S. 1870-1910 decomposition is partly built in, and its q = +1.4%/yr 'partly reflects the ad hoc upgrades of the 1870 and 1880 benchmarks'. — The U.S. 1870-1910 decomposition yields a large non-zero residual (q = +1.4%/yr, 32% of wealth growth), so it is not mechanically built in; and the +15% (1870) and +20% (1880) upgrades raise early wealth, which lowers rather than creates measured 1870-1910 capital gains (App. pp.56-57). The German part of I4 is accepted (F5).
- I5 (part): Albers-Bartels-Schularick find official German balance sheets understate recent wealth by about 120% of GDP, which bears directly on PZ's 2010 'German puzzle'. — ABS's ~120-point correction concerns recent years (valuation of unlisted firms and post-2010 housing prices; ABS 2022 SOEPpaper 1173, PDF pp.5 and 40); their 2010 level is only ~29 points (about 7%) above PZ's (Auditor B). The direction supports F8, but the 120-point magnitude does not apply to PZ's 2010 endpoint.
Audit notes
What reproduced. Adjudicator code (scripts/) re-derived the accumulation tables from the annual series in the authors' country workbooks. Reproduced: Tables III-IV (income-weighted 1970-2009 saving, geometric growth: e.g. U.S. s = 5.22%, g = 2.81%); Table V for all eight countries (beta, gw, gws incl. other volume changes, q, shares; identity errors <5e-16); Table VII growth rates for all 24 rows (the UK 1870-1910 printed endpoint 694% is the 1855 value; 719% is correct); Table VIII within 1-3 points (other-volume timing); App. A101/A99 additive split (own reconstruction 63.1% vs 62.8%; PZ-exact sensitivity computed from A99 cells), A99 multiplicative (57.5% vs 57.2%), A108 long-run shares; Table II housing shares from A16 for 7 of 8 countries (Germany 2010 cell differs by 5 points); all 16 private-wealth endpoints of the country sheets equal App. Table A5. Primary/independent sources: current Fed Z.1 (2026Q2) and BEA NIPA give U.S. private wealth/NI of 366% (1970) and 463% (2010) vs PZ 342%/410% (rise +97 vs +68 points); INSEE Premiere 1382 household net worth gives France mid-2010 574.6% vs PZ 574.6%; WID.world (Oct 2026) confirms the 1970-2010 rise in DE, FR, GB, JP, US (and, per Auditor A, IT, CA, AU) with ratios of 605-677% by 2020, but lowers Germany's pre-1914 level (private 456% vs 608% in 1910) and the UK's 2010 level (462% vs 522%). Not reproduced as claimed: the main-text 60/40 saving/capital-gains split holds only with the uniform 0.5 R&D allowance; with BEA-consistent R&D (US 0.08-0.18 of 2010 NI from a perpetual-inventory run on NIPA R&D investment; ~0.09 from PZ's own memo stock series) saving explains ~30-38% (additive) or roughly 0-10% (multiplicative) of the income-weighted rise. Pre-1950 historical inputs were not rebuilt from primary sources.
Limits of this audit. Workbook values were read with xlrd/openpyxl (cached values, not formulas; formula traces for the UK errors are Auditor B's). BEA fixed-asset tables could not be fetched, so the U.S. R&D allowance was estimated with a perpetual-inventory run on NIPA R&D investment under assumed depreciation rates (12-29%); R&D intensities for other countries are World Bank/UNESCO 1996-2010 averages, not 1970-2010. Primary-source checks cover the U.S. (Fed Z.1, NIPA) and France (INSEE 2010); other countries were checked against WID.world (DE, FR, GB, JP, US directly; IT, CA, AU via Auditor A). Pre-1950 historical inputs (Hoffmann, Goldsmith, Feinstein, Villa, King) and ABS's archival sources were not independently rebuilt or read. Knoll-Schularick-Steger (2017) was checked from its abstract only; Waldenstrom (2017) from the author version. The 2012 working paper and CEPR DP 9588 were not obtained, so version comparison is limited to the July 2013 working paper vs the QJE (by the auditors). Critiques were assessed from the corpus entries plus targeted reading of the cited passages; author responses beyond Piketty (2015, JEP/AER P&P) were not searched exhaustively.